diff --git a/.gitattributes b/.gitattributes index a6344aac8c09253b3b630fb776ae94478aa0275b..0dacf7271a814c926b50e347bbaf5a079d373ff7 100644 --- a/.gitattributes +++ b/.gitattributes @@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text *.zip filter=lfs diff=lfs merge=lfs -text *.zst filter=lfs diff=lfs merge=lfs -text *tfevents* filter=lfs diff=lfs merge=lfs -text +multitask_intent_model_output/multitask_intent.onnx.data filter=lfs diff=lfs merge=lfs -text diff --git a/.gitignore b/.gitignore new file mode 100644 index 0000000000000000000000000000000000000000..af6d03259acbb8037408e95e9f79deb3c5dd723d --- /dev/null +++ b/.gitignore @@ -0,0 +1,9 @@ +__pycache__/ +*.pyc +.DS_Store +model_output/ +decision_phase_model_output/ +subtype_model_output/ +iab_model_output/ +*/model.safetensors +iab_hierarchy_model_output/ diff --git a/COLAB_SETUP.md b/COLAB_SETUP.md new file mode 100644 index 0000000000000000000000000000000000000000..354d377d8bf1f3ca5b53457dfeabd6987f1869a2 --- /dev/null +++ b/COLAB_SETUP.md @@ -0,0 +1,105 @@ +# Google Colab setup — agentic-intent-classifier + +## 1. Runtime + +**Runtime → Change runtime type → GPU** (T4/L4/A100). Then verify: + +```python +import torch +print(torch.cuda.is_available(), torch.cuda.get_device_name(0) if torch.cuda.is_available() else "CPU") +``` + +## 2. Get the code + +**Option A — clone (if the repo is public or you use a token):** + +```python +!git clone protocol +%cd protocol/agentic-intent-classifier +``` + +**Option B — upload:** Zip `agentic-intent-classifier/` (including `data/`, `examples/`, taxonomy TSV under `data/iab-content/` if you use IAB), unzip in Colab, then: + +```python +%cd /content/agentic-intent-classifier +``` + +## 3. Install dependencies + +```python +%pip install -q -r requirements.txt +``` + +If `requirements.txt` is missing, install manually: + +```python +%pip install -q torch transformers datasets accelerate scikit-learn numpy pandas safetensors +``` + +## 4. Optional: quieter TensorFlow / XLA logs + +Run **before** importing `combined_inference` or anything that pulls TensorFlow: + +```python +import os +os.environ["TF_CPP_MIN_LOG_LEVEL"] = "3" +os.environ["ABSL_MIN_LOG_LEVEL"] = "3" +``` + +Harmless CUDA “already registered” lines may still appear; they do not mean training failed. + +## 5. Optional: persist artifacts on Google Drive + +```python +from google.colab import drive +drive.mount("/content/drive") +``` + +Copy outputs to Drive after training, or symlink `multitask_intent_model_output` / `artifacts` / `iab_classifier_model_output` to a Drive folder. + +## 6. Full pipeline (train + IAB + calibrate + verify + ONNX + smoke test) + +From `agentic-intent-classifier/`: + +```python +!python training/run_full_training_pipeline.py --skip-full-eval --complete +``` + +- `--skip-full-eval` avoids the heaviest eval pass (OOM on small RAM); remove when you have headroom. +- `--complete` = export multitask ONNX + `pipeline_verify.py` + one `combined_inference` query. + +**Artifacts-only check (after copying weights in):** + +```python +!python training/pipeline_verify.py +``` + +**Single query:** + +```python +!python combined_inference.py "Which laptop should I buy for college?" +``` + +Check `meta.iab_mapping_is_placeholder`: `false` only if IAB was trained and calibration exists. + +## 7. Minimal path (intent multitask + calibrate only) + +If you only run multitask training and calibration in Colab (no full orchestrator): + +```text +python training/train_multitask_intent.py +python training/calibrate_confidence.py --head intent_type +python training/calibrate_confidence.py --head intent_subtype +python training/calibrate_confidence.py --head decision_phase +``` + +Production “complete” stack still needs **IAB train + IAB calibrate** (see `run_full_training_pipeline.py`). + +## 8. Working directory + +Always `cd` to the folder that contains `config.py`, `training/`, and `data/`: + +```python +import os +assert os.path.isfile("config.py"), "Wrong directory — cd into agentic-intent-classifier" +``` diff --git a/README.md b/README.md index 7b95401dc46245ac339fc25059d4a56d90b4cde5..506d883c108da73a06a3fe4458ddf39f3c88d690 100644 --- a/README.md +++ b/README.md @@ -1,3 +1,421 @@ ---- -license: apache-2.0 ---- +# Agentic Intent Classifier + +`agentic-intent-classifier` is a multi-head query classification stack for conversational traffic. + +It currently produces: + +- `intent.type` +- `intent.subtype` +- `intent.decision_phase` +- `iab_content` +- calibrated confidence per head +- combined fallback / policy / opportunity decisions + +The repo is beyond the original v0.1 baseline. It now includes: + +- shared config and label ownership +- reusable model runtime +- calibrated confidence and threshold gating +- combined inference with fallback/policy logic +- request/response validation in the demo API +- repeatable evaluation and regression suites +- full-TSV IAB taxonomy retrieval support through tier4 +- a local embedding index for taxonomy-node retrieval over IAB content paths +- a separate synthetic full-intent-taxonomy augmentation dataset for non-IAB heads +- a dedicated intent-type difficulty dataset and held-out benchmark with `easy`, `medium`, and `hard` cases +- a dedicated decision-phase difficulty dataset and held-out benchmark with `easy`, `medium`, and `hard` cases + +Generated model weights are intentionally not committed. + +## Current Taxonomy + +### `intent.type` + +- `informational` +- `exploratory` +- `commercial` +- `transactional` +- `support` +- `personal_reflection` +- `creative_generation` +- `chit_chat` +- `ambiguous` +- `prohibited` + +### `intent.decision_phase` + +- `awareness` +- `research` +- `consideration` +- `decision` +- `action` +- `post_purchase` +- `support` + +### `intent.subtype` + +- `education` +- `product_discovery` +- `comparison` +- `evaluation` +- `deal_seeking` +- `provider_selection` +- `signup` +- `purchase` +- `booking` +- `download` +- `contact_sales` +- `task_execution` +- `onboarding_setup` +- `troubleshooting` +- `account_help` +- `billing_help` +- `follow_up` +- `emotional_reflection` + +### `iab_content` + +- candidates are derived from every row in [data/iab-content/Content Taxonomy 3.0.tsv](/Users/manikumargouni/Desktop/AdMesh/protocol/agentic-intent-classifier/data/iab-content/Content%20Taxonomy%203.0.tsv) +- retrieval output supports `tier1`, `tier2`, `tier3`, and optional `tier4` + +## What The System Does + +- runs three classifier heads: + - `intent_type` + - `intent_subtype` + - `decision_phase` +- resolves `iab_content` through a local embedding index over taxonomy nodes plus generic label/path reranking +- applies calibration artifacts when present +- computes `commercial_score` +- applies fallback when confidence is too weak or policy-safe blocking is required +- emits a schema-validated combined envelope + +## What The System Does Not Do + +- it is not a multi-turn memory system +- it is not a production-optimized low-latency serving path +- it is not yet trained on large real-traffic human-labeled intent data +- combined decision logic is still heuristic, even though it is materially stronger than the original baseline + +## Project Layout + +- [config.py](/Users/manikumargouni/Desktop/AdMesh/protocol/agentic-intent-classifier/config.py): labels, thresholds, artifact paths, model paths +- [model_runtime.py](/Users/manikumargouni/Desktop/AdMesh/protocol/agentic-intent-classifier/model_runtime.py): shared calibrated inference runtime +- [combined_inference.py](/Users/manikumargouni/Desktop/AdMesh/protocol/agentic-intent-classifier/combined_inference.py): composed system response +- [inference_intent_type.py](/Users/manikumargouni/Desktop/AdMesh/protocol/agentic-intent-classifier/inference_intent_type.py): direct `intent_type` inference entrypoint +- [inference_iab_classifier.py](/Users/manikumargouni/Desktop/AdMesh/protocol/agentic-intent-classifier/inference_iab_classifier.py): direct supervised `iab_content` inference entrypoint +- [schemas.py](/Users/manikumargouni/Desktop/AdMesh/protocol/agentic-intent-classifier/schemas.py): request/response validation +- [demo_api.py](/Users/manikumargouni/Desktop/AdMesh/protocol/agentic-intent-classifier/demo_api.py): local validated API +- [iab_taxonomy.py](/Users/manikumargouni/Desktop/AdMesh/protocol/agentic-intent-classifier/iab_taxonomy.py): full taxonomy parser/index +- [iab_classifier.py](/Users/manikumargouni/Desktop/AdMesh/protocol/agentic-intent-classifier/iab_classifier.py): supervised IAB runtime with taxonomy-aware parent fallback +- [iab_retrieval.py](/Users/manikumargouni/Desktop/AdMesh/protocol/agentic-intent-classifier/iab_retrieval.py): optional shadow retrieval baseline +- [training/build_full_intent_taxonomy_dataset.py](/Users/manikumargouni/Desktop/AdMesh/protocol/agentic-intent-classifier/training/build_full_intent_taxonomy_dataset.py): separate synthetic intent augmentation dataset +- [training/build_intent_type_difficulty_dataset.py](/Users/manikumargouni/Desktop/AdMesh/protocol/agentic-intent-classifier/training/build_intent_type_difficulty_dataset.py): extra `intent_type` augmentation plus held-out difficulty benchmark +- [training/build_decision_phase_difficulty_dataset.py](/Users/manikumargouni/Desktop/AdMesh/protocol/agentic-intent-classifier/training/build_decision_phase_difficulty_dataset.py): extra `decision_phase` augmentation plus held-out difficulty benchmark +- [training/build_subtype_difficulty_dataset.py](/Users/manikumargouni/Desktop/AdMesh/protocol/agentic-intent-classifier/training/build_subtype_difficulty_dataset.py): extra `intent_subtype` augmentation plus held-out difficulty benchmark +- [training/build_subtype_dataset.py](/Users/manikumargouni/Desktop/AdMesh/protocol/agentic-intent-classifier/training/build_subtype_dataset.py): subtype dataset generation from existing corpora +- [training/train_iab.py](/Users/manikumargouni/Desktop/AdMesh/protocol/agentic-intent-classifier/training/train_iab.py): train the supervised IAB classifier head +- [training/build_iab_taxonomy_embeddings.py](/Users/manikumargouni/Desktop/AdMesh/protocol/agentic-intent-classifier/training/build_iab_taxonomy_embeddings.py): build local IAB node embedding artifacts +- [training/run_full_training_pipeline.py](/Users/manikumargouni/Desktop/AdMesh/protocol/agentic-intent-classifier/training/run_full_training_pipeline.py): full multi-head training/calibration/eval pipeline +- [evaluation/run_evaluation.py](/Users/manikumargouni/Desktop/AdMesh/protocol/agentic-intent-classifier/evaluation/run_evaluation.py): repeatable benchmark runner +- [evaluation/run_regression_suite.py](/Users/manikumargouni/Desktop/AdMesh/protocol/agentic-intent-classifier/evaluation/run_regression_suite.py): known-failure regression runner +- [evaluation/run_iab_mapping_suite.py](/Users/manikumargouni/Desktop/AdMesh/protocol/agentic-intent-classifier/evaluation/run_iab_mapping_suite.py): IAB behavior-lock regression runner +- [evaluation/run_iab_quality_suite.py](/Users/manikumargouni/Desktop/AdMesh/protocol/agentic-intent-classifier/evaluation/run_iab_quality_suite.py): curated IAB quality-target runner +- [known_limitations.md](/Users/manikumargouni/Desktop/AdMesh/protocol/agentic-intent-classifier/known_limitations.md): current gaps and caveats + +## Setup + +```bash +python3 -m venv .venv +source .venv/bin/activate +pip install -r agentic-intent-classifier/requirements.txt +``` + +## Inference + +Run one query locally: + +```bash +cd agentic-intent-classifier +python3 training/train_iab.py +python3 training/calibrate_confidence.py --head iab_content +python3 combined_inference.py "Which CRM should I buy for a 3-person startup?" +``` + +Run only the `intent_type` head: + +```bash +cd agentic-intent-classifier +python3 inference_intent_type.py "best shoes under 100" +``` + +Run the demo API: + +```bash +cd agentic-intent-classifier +python3 demo_api.py +``` + +Example request: + +```bash +curl -sS -X POST http://127.0.0.1:8008/classify \ + -H 'Content-Type: application/json' \ + -d '{"text":"I cannot log into my account"}' +``` + +Infra endpoints: + +```bash +curl -sS http://127.0.0.1:8008/health +curl -sS http://127.0.0.1:8008/version +``` + +Train only the IAB classifier head: + +```bash +cd agentic-intent-classifier +python3 training/train_iab.py +python3 training/calibrate_confidence.py --head iab_content +``` + +The online `iab_content` path now uses the compact supervised classifier. Retrieval is still available as an optional shadow baseline. + +Build the optional retrieval shadow index: + +```bash +cd agentic-intent-classifier +python3 training/build_iab_taxonomy_embeddings.py +``` + +By default the shadow retrieval path uses `Alibaba-NLP/gte-Qwen2-1.5B-instruct`. The retrieval runtime applies the model's query-side instruction format and last-token pooling, matching the Hugging Face usage guidance. If you want to point retrieval at a different embedding model, set `IAB_RETRIEVAL_MODEL_NAME_OVERRIDE` before building the index. + +Open-source users can swap in their own embedding model, but the contract is: + +- query embeddings and taxonomy-node embeddings must be produced by the same model and model revision +- after changing models, you must rebuild `artifacts/iab/taxonomy_embeddings.pt` +- the repository only tests and supports the default model path out of the box +- not every Hugging Face embedding model is drop-in compatible with this runtime; some require custom pooling, query instructions, or `trust_remote_code` + +Example override: + +```bash +cd agentic-intent-classifier +export IAB_RETRIEVAL_MODEL_NAME_OVERRIDE=mixedbread-ai/mxbai-embed-large-v1 +python3 training/build_iab_taxonomy_embeddings.py +``` + +This writes: + +- `artifacts/iab/taxonomy_nodes.json` +- `artifacts/iab/taxonomy_embeddings.pt` + +## Training + +### Full local pipeline + +```bash +cd agentic-intent-classifier +python3 training/run_full_training_pipeline.py +``` + +This pipeline now does: + +1. build separate full-intent-taxonomy augmentation data +2. build separate `intent_type` difficulty augmentation + benchmark +3. train `intent_type` +4. build subtype corpus +5. build separate `intent_subtype` difficulty augmentation + benchmark +6. train `intent_subtype` +7. build separate `decision_phase` difficulty augmentation + benchmark +8. train `decision_phase` +9. train `iab_content` +10. calibrate all classifier heads, including `iab_content` +11. run regression/evaluation unless `--skip-full-eval` is used + +### Build datasets individually + +Separate full-intent augmentation: + +```bash +cd agentic-intent-classifier +python3 training/build_full_intent_taxonomy_dataset.py +``` + +Intent-type difficulty augmentation and benchmark: + +```bash +cd agentic-intent-classifier +python3 training/build_intent_type_difficulty_dataset.py +``` + +Decision-phase difficulty augmentation and benchmark: + +```bash +cd agentic-intent-classifier +python3 training/build_decision_phase_difficulty_dataset.py +``` + +Subtype difficulty augmentation and benchmark: + +```bash +cd agentic-intent-classifier +python3 training/build_subtype_difficulty_dataset.py +``` + +Subtype dataset: + +```bash +cd agentic-intent-classifier +python3 training/build_subtype_dataset.py +``` + +IAB embedding index: + +```bash +cd agentic-intent-classifier +python3 training/build_iab_taxonomy_embeddings.py +``` + +### Train heads individually + +```bash +cd agentic-intent-classifier +python3 training/train.py +python3 training/train_subtype.py +python3 training/train_decision_phase.py +``` + +### Calibration + +```bash +cd agentic-intent-classifier +python3 training/calibrate_confidence.py --head intent_type +python3 training/calibrate_confidence.py --head intent_subtype +python3 training/calibrate_confidence.py --head decision_phase +``` + +## Evaluation + +Full evaluation: + +```bash +cd agentic-intent-classifier +python3 evaluation/run_evaluation.py +``` + +Known-failure regression: + +```bash +cd agentic-intent-classifier +python3 evaluation/run_regression_suite.py +``` + +IAB behavior-lock regression: + +```bash +cd agentic-intent-classifier +python3 evaluation/run_iab_mapping_suite.py +``` + +IAB quality-target evaluation: + +```bash +cd agentic-intent-classifier +python3 evaluation/run_iab_quality_suite.py +``` + +Threshold sweeps: + +```bash +cd agentic-intent-classifier +python3 evaluation/sweep_intent_threshold.py +``` + +Artifacts are written to: + +- `artifacts/calibration/` +- `artifacts/evaluation/latest/` + +## Google Colab + +Use Colab for the full retraining pass if local memory is limited. + +Clone once: + +```bash +%cd /content +!git clone https://github.com/GouniManikumar12/agentic-intent-classifier.git +%cd /content/agentic-intent-classifier +``` + +If the repo is already cloned and you want the latest code, pull manually: + +```bash +!git pull origin main +``` + +Full pipeline: + +```bash +!python training/run_full_training_pipeline.py +``` + +If full evaluation is too heavy for the current Colab runtime: + +```bash +!python training/run_full_training_pipeline.py \ + --iab-embedding-batch-size 32 \ + --skip-full-eval +``` + +Then run eval separately after training: + +```bash +!python evaluation/run_regression_suite.py +!python evaluation/run_iab_mapping_suite.py +!python evaluation/run_iab_quality_suite.py +!python evaluation/run_evaluation.py +``` + +## Current Saved Metrics + +Generate fresh metrics with: + +```bash +cd agentic-intent-classifier +python3 evaluation/run_evaluation.py +``` + +Do not treat any checked-in summary as canonical unless it was regenerated after the current code and artifacts were built. The IAB path is now retrieval-based, so older saved reports from the deleted hierarchy stack are not meaningful. + +## Latency Note + +`combined_inference.py` is a debugging/offline path, not a production latency path. + +Current production truth: + +- per-request CLI execution is not a sub-50ms architecture +- production serving should use a long-lived API process with preloaded models +- if sub-50ms becomes a hard requirement, the serving path will need: + - persistent loaded models + - runtime optimization + - likely fewer model passes or a shared multi-head model + +## Current Status + +Current repo status: + +- full 10-class `intent.type` taxonomy is wired +- subtype and phase heads are present +- difficulty benchmarks are wired for `intent_type`, `intent_subtype`, and `decision_phase` +- full-TSV IAB taxonomy retrieval is wired through tier4 +- separate full-intent augmentation dataset is in place +- evaluation/runtime memory handling is improved for large IAB splits + +The main remaining gap is not basic infrastructure anymore. It is improving real-world robustness, especially for: + +- `decision_phase` +- `intent_subtype` +- confidence quality on borderline commercial queries +- real-traffic supervision beyond synthetic data diff --git a/artifacts/calibration/decision_phase.json b/artifacts/calibration/decision_phase.json new file mode 100644 index 0000000000000000000000000000000000000000..e417d60c8ae9b82e48679e3da006f16bf629557f --- /dev/null +++ b/artifacts/calibration/decision_phase.json @@ -0,0 +1,32 @@ +{ + "calibrated": true, + "confidence_threshold": 0.22, + "generated_at": "2026-03-25T05:10:14.092098+00:00", + "head": "decision_phase", + "metrics": { + "calibrated_accuracy": 0.8621, + "calibrated_expected_calibration_error": 0.0877, + "calibrated_negative_log_likelihood": 0.5315, + "mean_calibrated_confidence": 0.866, + "mean_raw_confidence": 0.8684, + "raw_accuracy": 0.8621, + "raw_expected_calibration_error": 0.087, + "raw_negative_log_likelihood": 0.5317 + }, + "minimum_threshold_floor": 0.22, + 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"mean_raw_confidence": 0.2286, + "raw_accuracy": 0.9442, + "raw_expected_calibration_error": 0.7157, + "raw_negative_log_likelihood": 1.6567 + }, + "minimum_threshold_floor": 0.12, + "optimized_temperature_candidate": 0.607335, + "selected_threshold_before_floor": { + "accepted_accuracy": 0.9442, + "coverage": 1.0, + "threshold": 0.0 + }, + "selection_split": "val", + "selection_target_precision": 0.7, + "temperature": 0.607335, + "temperature_scaling_applied": true, + "threshold_summary": { + "accepted_accuracy": 0.9478, + "coverage": 0.9915, + "threshold": 0.12 + } +} diff --git a/artifacts/calibration/intent_subtype.json b/artifacts/calibration/intent_subtype.json new file mode 100644 index 0000000000000000000000000000000000000000..f722cd75ec2ad537e06abdd88eb1601e8708e501 --- /dev/null +++ b/artifacts/calibration/intent_subtype.json @@ -0,0 +1,32 @@ +{ + "calibrated": true, + "confidence_threshold": 0.25, + "generated_at": "2026-03-25T05:09:58.809351+00:00", + "head": 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b/artifacts/calibration/intent_type.json @@ -0,0 +1,32 @@ +{ + "calibrated": true, + "confidence_threshold": 0.4, + "generated_at": "2026-03-25T05:09:42.900721+00:00", + "head": "intent_type", + "metrics": { + "calibrated_accuracy": 0.9362, + "calibrated_expected_calibration_error": 0.0424, + "calibrated_negative_log_likelihood": 0.3117, + "mean_calibrated_confidence": 0.8993, + "mean_raw_confidence": 0.8741, + "raw_accuracy": 0.9362, + "raw_expected_calibration_error": 0.0788, + "raw_negative_log_likelihood": 0.3262 + }, + "minimum_threshold_floor": 0.4, + "optimized_temperature_candidate": 0.916196, + "selected_threshold_before_floor": { + "accepted_accuracy": 0.9362, + "coverage": 1.0, + "threshold": 0.0 + }, + "selection_split": "val", + "selection_target_precision": 0.8, + "temperature": 0.916196, + "temperature_scaling_applied": true, + "threshold_summary": { + "accepted_accuracy": 0.9362, + "coverage": 1.0, + "threshold": 0.4 + } +} diff --git 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cannot log into my account", + "intent_confidence": 0.3314, + "intent_type": "personal_reflection", + "phase_confidence": 0.275 + }, + { + "decision_phase": "action", + "expected_outcome": "fallback", + "failed_components": [ + "decision_phase" + ], + "fallback_applied": true, + "input": "go deeper", + "intent_confidence": 0.6527, + "intent_type": "ambiguous", + "phase_confidence": 0.1638 + }, + { + "decision_phase": "research", + "expected_outcome": "fallback", + "failed_components": [ + "decision_phase" + ], + "fallback_applied": true, + "input": "say more about that", + "intent_confidence": 0.6538, + "intent_type": "ambiguous", + "phase_confidence": 0.1674 + }, + { + "decision_phase": "awareness", + "expected_outcome": "fallback", + "failed_components": [ + "decision_phase" + ], + "fallback_applied": true, + "input": "what do you mean by that", + "intent_confidence": 0.4595, + "intent_type": "ambiguous", + "phase_confidence": 0.1718 + } + ], + "suite_path": "/Users/manikumargouni/Desktop/AdMesh/protocol/agentic-intent-classifier/examples/intent_threshold_sweep_suite.json" + }, + "head": { + "ambiguous_bad_allow_rate": 0.1053, + "ambiguous_prompt_count": 38, + "obvious_false_fallback_rate": 0.1042, + "obvious_prompt_count": 96, + "safe_predicate_rate": 0.2917 + }, + "threshold": 0.45 + } + ], + "thresholds": [ + 0.0, + 0.1, + 0.15, + 0.2, + 0.25, + 0.3, + 0.35, + 0.4, + 0.45 + ] +} diff --git a/artifacts/evaluation/latest/combined_demo_benchmark.json b/artifacts/evaluation/latest/combined_demo_benchmark.json new file mode 100644 index 0000000000000000000000000000000000000000..cb002124eddc26b745b7656de406c8ca0420c227 --- /dev/null +++ b/artifacts/evaluation/latest/combined_demo_benchmark.json @@ -0,0 +1,1352 @@ +[ + { + "expected_behavior": "Should read as informational awareness and fail safe via fallback because confidence is still low.", + "input": "What is CRM software?", + "response": { + "meta": { + "calibration_enabled": true, + "system_version": "0.6.0-phase4" + }, + "model_output": { + "classification": { + "iab_content": { + "mapping_confidence": 0.9035, + "mapping_mode": "nearest_equivalent", + "taxonomy": "IAB Content Taxonomy", + "taxonomy_version": "3.0", + "tier1": { + "id": "596", + "label": "Technology & Computing" + }, + "tier2": { + "id": "599", + "label": "Computing" + }, + "tier3": { + "id": "602", + "label": "Software and Applications" + } + }, + "intent": { + "commercial_score": 0.0875, + "component_confidence": { + "decision_phase": { + "calibrated": true, + "confidence": 0.9947, + "confidence_threshold": 0.22, + "label": "awareness", + "meets_threshold": true, + "raw_confidence": 0.9788 + }, + "intent_subtype": { + "calibrated": true, + "confidence": 0.9547, + "confidence_threshold": 0.25, + "label": "education", + "meets_threshold": true, + "raw_confidence": 0.9547 + }, + "intent_type": { + "calibrated": true, + "confidence": 0.9972, + "confidence_threshold": 0.4, + "label": "informational", + "meets_threshold": true, + "raw_confidence": 0.9662 + }, + "overall_strategy": "min_required_component_confidence" + }, + "confidence": 0.9947, + "decision_phase": "awareness", + "subtype": "education", + "summary": "Classified as informational intent with subtype education in the awareness phase.", + "type": "informational" + } + }, + "fallback": null + }, + "system_decision": { + "intent_trajectory": [ + "awareness" + ], + "opportunity": { + "strength": "low", + "type": "none" + }, + "policy": { + "applied_thresholds": { + "commercial_score_min": 0.6, + "decision_phase_confidence_min": 0.22, + "intent_subtype_confidence_min": 0.25, + "intent_type_confidence_min": 0.4 + }, + "decision_basis": "score_threshold", + "eligibility_reason": "commercial_signal_below_threshold", + "monetization_eligibility": "restricted", + "regulated_vertical": false, + "sensitivity": "low" + } + } + } + }, + { + "expected_behavior": "Should lean informational research and still fall back conservatively.", + "input": "Help me understand CRM basics", + "response": { + "meta": { + "calibration_enabled": true, + "system_version": "0.6.0-phase4" + }, + "model_output": { + "classification": { + "iab_content": { + "mapping_confidence": 0.8427, + "mapping_mode": "nearest_equivalent", + "taxonomy": "IAB Content Taxonomy", + "taxonomy_version": "3.0", + "tier1": { + "id": "1", + "label": "Automotive" + } + }, + "intent": { + "commercial_score": 0.0875, + "component_confidence": { + "decision_phase": { + "calibrated": true, + "confidence": 0.9944, + "confidence_threshold": 0.22, + "label": "awareness", + "meets_threshold": true, + "raw_confidence": 0.9779 + }, + "intent_subtype": { + "calibrated": true, + "confidence": 0.955, + "confidence_threshold": 0.25, + "label": "education", + "meets_threshold": true, + "raw_confidence": 0.955 + }, + "intent_type": { + "calibrated": true, + "confidence": 0.9969, + "confidence_threshold": 0.4, + "label": "informational", + "meets_threshold": true, + "raw_confidence": 0.9637 + }, + "overall_strategy": "min_required_component_confidence" + }, + "confidence": 0.9944, + "decision_phase": "awareness", + "subtype": "education", + "summary": "Classified as informational intent with subtype education in the awareness phase.", + "type": "informational" + } + }, + "fallback": null + }, + "system_decision": { + "intent_trajectory": [ + "awareness" + ], + "opportunity": { + "strength": "low", + "type": "none" + }, + "policy": { + "applied_thresholds": { + "commercial_score_min": 0.6, + "decision_phase_confidence_min": 0.22, + "intent_subtype_confidence_min": 0.25, + "intent_type_confidence_min": 0.4 + }, + "decision_basis": "score_threshold", + "eligibility_reason": "commercial_signal_below_threshold", + "monetization_eligibility": "restricted", + "regulated_vertical": false, + "sensitivity": "low" + } + } + } + }, + { + "expected_behavior": "Should behave like a commercial comparison or selection query, but v0.1 still falls back because confidence is low.", + "input": "Best CRM for small teams", + "response": { + "meta": { + "calibration_enabled": true, + "system_version": "0.6.0-phase4" + }, + "model_output": { + "classification": { + "iab_content": { + "mapping_confidence": 0.7798, + "mapping_mode": "nearest_equivalent", + "taxonomy": "IAB Content Taxonomy", + "taxonomy_version": "3.0", + "tier1": { + "id": "483", + "label": "Sports" + } + }, + "intent": { + "commercial_score": 0.656, + "component_confidence": { + "decision_phase": { + "calibrated": true, + "confidence": 0.9965, + "confidence_threshold": 0.22, + "label": "consideration", + "meets_threshold": true, + "raw_confidence": 0.9846 + }, + "intent_subtype": { + "calibrated": true, + "confidence": 0.4682, + "confidence_threshold": 0.25, + "label": "product_discovery", + "meets_threshold": true, + "raw_confidence": 0.4682 + }, + "intent_type": { + "calibrated": true, + "confidence": 0.9995, + "confidence_threshold": 0.4, + "label": "commercial", + "meets_threshold": true, + "raw_confidence": 0.9895 + }, + "overall_strategy": "min_required_component_confidence" + }, + "confidence": 0.4682, + "decision_phase": "consideration", + "subtype": "product_discovery", + "summary": "Classified as commercial intent with subtype product_discovery in the consideration phase.", + "type": "commercial" + } + }, + "fallback": null + }, + "system_decision": { + "intent_trajectory": [ + "consideration" + ], + "opportunity": { + "strength": "medium", + "type": "soft_recommendation" + }, + "policy": { + "applied_thresholds": { + "commercial_score_min": 0.6, + "decision_phase_confidence_min": 0.22, + "intent_subtype_confidence_min": 0.25, + "intent_type_confidence_min": 0.4 + }, + "decision_basis": "score_threshold", + "eligibility_reason": "commercial_discovery_signal_present", + "monetization_eligibility": "allowed_with_caution", + "regulated_vertical": false, + "sensitivity": "low" + } + } + } + }, + { + "expected_behavior": "Should read as a commercial comparison in consideration and remain conservative if confidence stays low.", + "input": "HubSpot vs Zoho for a small team", + "response": { + "meta": { + "calibration_enabled": true, + "system_version": "0.6.0-phase4" + }, + "model_output": { + "classification": { + "iab_content": { + "mapping_confidence": 0.8606, + "mapping_mode": "nearest_equivalent", + "taxonomy": "IAB Content Taxonomy", + "taxonomy_version": "3.0", + "tier1": { + "id": "596", + "label": "Technology & Computing" + }, + "tier2": { + "id": "599", + "label": "Computing" + }, + "tier3": { + "id": "619", + "label": "Internet" + } + }, + "intent": { + "commercial_score": 0.728, + "component_confidence": { + "decision_phase": { + "calibrated": true, + "confidence": 0.9964, + "confidence_threshold": 0.22, + "label": "consideration", + "meets_threshold": true, + "raw_confidence": 0.9842 + }, + "intent_subtype": { + "calibrated": true, + "confidence": 0.9449, + "confidence_threshold": 0.25, + "label": "comparison", + "meets_threshold": true, + "raw_confidence": 0.9449 + }, + "intent_type": { + "calibrated": true, + "confidence": 0.9995, + "confidence_threshold": 0.4, + "label": "commercial", + "meets_threshold": true, + "raw_confidence": 0.9892 + }, + "overall_strategy": "min_required_component_confidence" + }, + "confidence": 0.9449, + "decision_phase": "consideration", + "subtype": "comparison", + "summary": "Classified as commercial intent with subtype comparison in the consideration phase.", + "type": "commercial" + } + }, + "fallback": null + }, + "system_decision": { + "intent_trajectory": [ + "consideration" + ], + "opportunity": { + "strength": "high", + "type": "comparison_slot" + }, + "policy": { + "applied_thresholds": { + "commercial_score_min": 0.6, + "decision_phase_confidence_min": 0.22, + "intent_subtype_confidence_min": 0.25, + "intent_type_confidence_min": 0.4 + }, + "decision_basis": "score_threshold", + "eligibility_reason": "commercial_comparison_signal_present", + "monetization_eligibility": "allowed_with_caution", + "regulated_vertical": false, + "sensitivity": "low" + } + } + } + }, + { + "expected_behavior": "Should preserve a decision-stage buying signal even if the intent-type head still undercalls it.", + "input": "Which CRM should I buy for a 3-person startup?", + "response": { + "meta": { + "calibration_enabled": true, + "system_version": "0.6.0-phase4" + }, + "model_output": { + "classification": { + "iab_content": { + "mapping_confidence": 0.8737, + "mapping_mode": "nearest_equivalent", + "taxonomy": "IAB Content Taxonomy", + "taxonomy_version": "3.0", + "tier1": { + "id": "52", + "label": "Business and Finance" + }, + "tier2": { + "id": "53", + "label": "Business" + } + }, + "intent": { + "commercial_score": 0.8525, + "component_confidence": { + "decision_phase": { + "calibrated": true, + "confidence": 0.963, + "confidence_threshold": 0.22, + "label": "decision", + "meets_threshold": true, + "raw_confidence": 0.9122 + }, + "intent_subtype": { + "calibrated": true, + "confidence": 0.9119, + "confidence_threshold": 0.25, + "label": "provider_selection", + "meets_threshold": true, + "raw_confidence": 0.9119 + }, + "intent_type": { + "calibrated": true, + "confidence": 0.9994, + "confidence_threshold": 0.4, + "label": "commercial", + "meets_threshold": true, + "raw_confidence": 0.9874 + }, + "overall_strategy": "min_required_component_confidence" + }, + "confidence": 0.9119, + "decision_phase": "decision", + "subtype": "provider_selection", + "summary": "Classified as commercial intent with subtype provider_selection in the decision phase.", + "type": "commercial" + } + }, + "fallback": null + }, + "system_decision": { + "intent_trajectory": [ + "decision" + ], + "opportunity": { + "strength": "high", + "type": "decision_moment" + }, + "policy": { + "applied_thresholds": { + "commercial_score_min": 0.6, + "decision_phase_confidence_min": 0.22, + "intent_subtype_confidence_min": 0.25, + "intent_type_confidence_min": 0.4 + }, + "decision_basis": "score_threshold", + "eligibility_reason": "high_intent_subtype_signal", + "monetization_eligibility": "allowed", + "regulated_vertical": false, + "sensitivity": "low" + } + } + } + }, + { + "expected_behavior": "Should read as an action-stage transactional query and fail safe because confidence is low.", + "input": "Start my free trial", + "response": { + "meta": { + "calibration_enabled": true, + "system_version": "0.6.0-phase4" + }, + "model_output": { + "classification": { + "iab_content": { + "mapping_confidence": 0.7133, + "mapping_mode": "nearest_equivalent", + "taxonomy": "IAB Content Taxonomy", + "taxonomy_version": "3.0", + "tier1": { + "id": "239", + "label": "Hobbies & Interests" + }, + "tier2": { + "id": "264", + "label": "Content Production" + }, + "tier3": { + "id": "266", + "label": "Freelance Writing" + } + }, + "intent": { + "commercial_score": 0.954, + "component_confidence": { + "decision_phase": { + "calibrated": true, + "confidence": 0.9991, + "confidence_threshold": 0.22, + "label": "action", + "meets_threshold": true, + "raw_confidence": 0.9947 + }, + "intent_subtype": { + "calibrated": true, + "confidence": 0.9382, + "confidence_threshold": 0.25, + "label": "signup", + "meets_threshold": true, + "raw_confidence": 0.9382 + }, + "intent_type": { + "calibrated": true, + "confidence": 0.9996, + "confidence_threshold": 0.4, + "label": "transactional", + "meets_threshold": true, + "raw_confidence": 0.9902 + }, + "overall_strategy": "min_required_component_confidence" + }, + "confidence": 0.9382, + "decision_phase": "action", + "subtype": "signup", + "summary": "Classified as transactional intent with subtype signup in the action phase.", + "type": "transactional" + } + }, + "fallback": null + }, + "system_decision": { + "intent_trajectory": [ + "action" + ], + "opportunity": { + "strength": "high", + "type": "transaction_trigger" + }, + "policy": { + "applied_thresholds": { + "commercial_score_min": 0.6, + "decision_phase_confidence_min": 0.22, + "intent_subtype_confidence_min": 0.25, + "intent_type_confidence_min": 0.4 + }, + "decision_basis": "score_threshold", + "eligibility_reason": "high_intent_subtype_signal", + "monetization_eligibility": "allowed", + "regulated_vertical": false, + "sensitivity": "low" + } + } + } + }, + { + "expected_behavior": "Should preserve generic action-stage transactional behavior outside SaaS language.", + "input": "Book a table for 2 tonight", + "response": { + "meta": { + "calibration_enabled": true, + "system_version": "0.6.0-phase4" + }, + "model_output": { + "classification": { + "iab_content": { + "mapping_confidence": 0.7997, + "mapping_mode": "nearest_equivalent", + "taxonomy": "IAB Content Taxonomy", + "taxonomy_version": "3.0", + "tier1": { + "id": "210", + "label": "Food & Drink" + }, + "tier2": { + "id": "218", + "label": "Dining Out" + } + }, + "intent": { + "commercial_score": 0.963, + "component_confidence": { + "decision_phase": { + "calibrated": true, + "confidence": 0.999, + "confidence_threshold": 0.22, + "label": "action", + "meets_threshold": true, + "raw_confidence": 0.9945 + }, + "intent_subtype": { + "calibrated": true, + "confidence": 0.8724, + "confidence_threshold": 0.25, + "label": "booking", + "meets_threshold": true, + "raw_confidence": 0.8724 + }, + "intent_type": { + "calibrated": true, + "confidence": 0.9996, + "confidence_threshold": 0.4, + "label": "transactional", + "meets_threshold": true, + "raw_confidence": 0.9901 + }, + "overall_strategy": "min_required_component_confidence" + }, + "confidence": 0.8724, + "decision_phase": "action", + "subtype": "booking", + "summary": "Classified as transactional intent with subtype booking in the action phase.", + "type": "transactional" + } + }, + "fallback": null + }, + "system_decision": { + "intent_trajectory": [ + "action" + ], + "opportunity": { + "strength": "high", + "type": "transaction_trigger" + }, + "policy": { + "applied_thresholds": { + "commercial_score_min": 0.6, + "decision_phase_confidence_min": 0.22, + "intent_subtype_confidence_min": 0.25, + "intent_type_confidence_min": 0.4 + }, + "decision_basis": "score_threshold", + "eligibility_reason": "high_intent_subtype_signal", + "monetization_eligibility": "allowed", + "regulated_vertical": false, + "sensitivity": "low" + } + } + } + }, + { + "expected_behavior": "Should preserve a post-purchase lifecycle signal and remain restricted under low confidence.", + "input": "How do I set up my new CRM?", + "response": { + "meta": { + "calibration_enabled": true, + "system_version": "0.6.0-phase4" + }, + "model_output": { + "classification": { + "iab_content": { + "mapping_confidence": 0.8423, + "mapping_mode": "nearest_equivalent", + "taxonomy": "IAB Content Taxonomy", + "taxonomy_version": "3.0", + "tier1": { + "id": "596", + "label": "Technology & Computing" + }, + "tier2": { + "id": "599", + "label": "Computing" + }, + "tier3": { + "id": "619", + "label": "Internet" + }, + "tier4": { + "id": "620", + "label": "Cloud Computing" + } + }, + "intent": { + "commercial_score": 0.3235, + "component_confidence": { + "decision_phase": { + "calibrated": true, + "confidence": 0.9736, + "confidence_threshold": 0.22, + "label": "post_purchase", + "meets_threshold": true, + "raw_confidence": 0.9264 + }, + "intent_subtype": { + "calibrated": true, + "confidence": 0.921, + "confidence_threshold": 0.25, + "label": "onboarding_setup", + "meets_threshold": true, + "raw_confidence": 0.921 + }, + "intent_type": { + "calibrated": true, + "confidence": 0.9935, + "confidence_threshold": 0.4, + "label": "transactional", + "meets_threshold": true, + "raw_confidence": 0.9448 + }, + "overall_strategy": "min_required_component_confidence" + }, + "confidence": 0.9736, + "decision_phase": "post_purchase", + "subtype": "onboarding_setup", + "summary": "Classified as transactional intent with subtype onboarding_setup in the post_purchase phase.", + "type": "transactional" + } + }, + "fallback": null + }, + "system_decision": { + "intent_trajectory": [ + "post_purchase" + ], + "opportunity": { + "strength": "low", + "type": "soft_recommendation" + }, + "policy": { + "applied_thresholds": { + "commercial_score_min": 0.6, + "decision_phase_confidence_min": 0.22, + "intent_subtype_confidence_min": 0.25, + "intent_type_confidence_min": 0.4 + }, + "decision_basis": "score_threshold", + "eligibility_reason": "post_purchase_setup_query", + "monetization_eligibility": "restricted", + "regulated_vertical": false, + "sensitivity": "low" + } + } + } + }, + { + "expected_behavior": "Should fail safe on a support-like query and keep monetization blocked.", + "input": "I cannot log into my account", + "response": { + "meta": { + "calibration_enabled": true, + "system_version": "0.6.0-phase4" + }, + "model_output": { + "classification": { + "iab_content": { + "mapping_confidence": 0.8039, + "mapping_mode": "nearest_equivalent", + "taxonomy": "IAB Content Taxonomy", + "taxonomy_version": "3.0", + "tier1": { + "id": "596", + "label": "Technology & Computing" + }, + "tier2": { + "id": "599", + "label": "Computing" + }, + "tier3": { + "id": "619", + "label": "Internet" + } + }, + "intent": { + "commercial_score": 0.0, + "component_confidence": { + "decision_phase": { + "calibrated": true, + "confidence": 0.9969, + "confidence_threshold": 0.22, + "label": "support", + "meets_threshold": true, + "raw_confidence": 0.9863 + }, + "intent_subtype": { + "calibrated": true, + "confidence": 0.923, + "confidence_threshold": 0.25, + "label": "account_help", + "meets_threshold": true, + "raw_confidence": 0.923 + }, + "intent_type": { + "calibrated": true, + "confidence": 0.9988, + "confidence_threshold": 0.4, + "label": "support", + "meets_threshold": true, + "raw_confidence": 0.9811 + }, + "overall_strategy": "min_required_component_confidence" + }, + "confidence": 0.923, + "decision_phase": "support", + "subtype": "account_help", + "summary": "Classified as support intent with subtype account_help in the support phase.", + "type": "support" + } + }, + "fallback": { + "applied": true, + "failed_components": [], + "fallback_intent_type": "support", + "fallback_monetization_eligibility": "not_allowed", + "reason": "policy_default" + } + }, + "system_decision": { + "intent_trajectory": [ + "support" + ], + "opportunity": { + "strength": "low", + "type": "none" + }, + "policy": { + "applied_thresholds": { + "commercial_score_min": 0.6, + "decision_phase_confidence_min": 0.22, + "intent_subtype_confidence_min": 0.25, + "intent_type_confidence_min": 0.4 + }, + "decision_basis": "fallback_policy_default", + "eligibility_reason": "policy_default", + "monetization_eligibility": "not_allowed", + "regulated_vertical": false, + "sensitivity": "high" + } + } + } + }, + { + "expected_behavior": "Should trigger a sensitive fallback path and block monetization.", + "input": "I feel depressed and need help", + "response": { + "meta": { + "calibration_enabled": true, + "system_version": "0.6.0-phase4" + }, + "model_output": { + "classification": { + "iab_content": { + "mapping_confidence": 0.7854, + "mapping_mode": "nearest_equivalent", + "taxonomy": "IAB Content Taxonomy", + "taxonomy_version": "3.0", + "tier1": { + "id": "286", + "label": "Medical Health" + }, + "tier2": { + "id": "287", + "label": "Diseases and Conditions" + } + }, + "intent": { + "commercial_score": 0.035, + "component_confidence": { + "decision_phase": { + "calibrated": true, + "confidence": 0.9699, + "confidence_threshold": 0.22, + "label": "awareness", + "meets_threshold": true, + "raw_confidence": 0.9258 + }, + "intent_subtype": { + "calibrated": true, + "confidence": 0.9435, + "confidence_threshold": 0.25, + "label": "emotional_reflection", + "meets_threshold": true, + "raw_confidence": 0.9435 + }, + "intent_type": { + "calibrated": true, + "confidence": 0.9916, + "confidence_threshold": 0.4, + "label": "personal_reflection", + "meets_threshold": true, + "raw_confidence": 0.9406 + }, + "overall_strategy": "min_required_component_confidence" + }, + "confidence": 0.9435, + "decision_phase": "awareness", + "subtype": "emotional_reflection", + "summary": "Classified as personal_reflection intent with subtype emotional_reflection in the awareness phase.", + "type": "personal_reflection" + } + }, + "fallback": { + "applied": true, + "failed_components": [], + "fallback_intent_type": "personal_reflection", + "fallback_monetization_eligibility": "not_allowed", + "reason": "policy_default" + } + }, + "system_decision": { + "intent_trajectory": [ + "awareness" + ], + "opportunity": { + "strength": "low", + "type": "none" + }, + "policy": { + "applied_thresholds": { + "commercial_score_min": 0.6, + "decision_phase_confidence_min": 0.22, + "intent_subtype_confidence_min": 0.25, + "intent_type_confidence_min": 0.4 + }, + "decision_basis": "fallback_policy_default", + "eligibility_reason": "policy_default", + "monetization_eligibility": "not_allowed", + "regulated_vertical": false, + "sensitivity": "high" + } + } + } + }, + { + "expected_behavior": "Should be treated as ambiguous and fall back safely.", + "input": "Tell me more", + "response": { + "meta": { + "calibration_enabled": true, + "system_version": "0.6.0-phase4" + }, + "model_output": { + "classification": { + "iab_content": { + "mapping_confidence": 0.7304, + "mapping_mode": "nearest_equivalent", + "taxonomy": "IAB Content Taxonomy", + "taxonomy_version": "3.0", + "tier1": { + "id": "SPSHQ5", + "label": "Genres" + } + }, + "intent": { + "commercial_score": 0.165, + "component_confidence": { + "decision_phase": { + "calibrated": true, + "confidence": 0.9934, + "confidence_threshold": 0.22, + "label": "research", + "meets_threshold": true, + "raw_confidence": 0.9746 + }, + "intent_subtype": { + "calibrated": true, + "confidence": 0.9631, + "confidence_threshold": 0.25, + "label": "follow_up", + "meets_threshold": true, + "raw_confidence": 0.9631 + }, + "intent_type": { + "calibrated": true, + "confidence": 0.9934, + "confidence_threshold": 0.4, + "label": "ambiguous", + "meets_threshold": true, + "raw_confidence": 0.9405 + }, + "overall_strategy": "min_required_component_confidence" + }, + "confidence": 0.9934, + "decision_phase": "research", + "subtype": "follow_up", + "summary": "Classified as ambiguous intent with subtype follow_up in the research phase.", + "type": "ambiguous" + } + }, + "fallback": { + "applied": true, + "failed_components": [], + "fallback_intent_type": "ambiguous", + "fallback_monetization_eligibility": "not_allowed", + "reason": "ambiguous_query" + } + }, + "system_decision": { + "intent_trajectory": [ + "research" + ], + "opportunity": { + "strength": "low", + "type": "none" + }, + "policy": { + "applied_thresholds": { + "commercial_score_min": 0.6, + "decision_phase_confidence_min": 0.22, + "intent_subtype_confidence_min": 0.25, + "intent_type_confidence_min": 0.4 + }, + "decision_basis": "fallback_ambiguous_intent", + "eligibility_reason": "ambiguous_query", + "monetization_eligibility": "not_allowed", + "regulated_vertical": false, + "sensitivity": "medium" + } + } + } + }, + { + "expected_behavior": "Should currently fall back because the prompt is short and context-dependent.", + "input": "What about pricing", + "response": { + "meta": { + "calibration_enabled": true, + "system_version": "0.6.0-phase4" + }, + "model_output": { + "classification": { + "iab_content": { + "mapping_confidence": 0.7779, + "mapping_mode": "nearest_equivalent", + "taxonomy": "IAB Content Taxonomy", + "taxonomy_version": "3.0", + "tier1": { + "id": "52", + "label": "Business and Finance" + }, + "tier2": { + "id": "53", + "label": "Business" + } + }, + "intent": { + "commercial_score": 0.165, + "component_confidence": { + "decision_phase": { + "calibrated": true, + "confidence": 0.9888, + "confidence_threshold": 0.22, + "label": "research", + "meets_threshold": true, + "raw_confidence": 0.9639 + }, + "intent_subtype": { + "calibrated": true, + "confidence": 0.9487, + "confidence_threshold": 0.25, + "label": "follow_up", + "meets_threshold": true, + "raw_confidence": 0.9487 + }, + "intent_type": { + "calibrated": true, + "confidence": 0.9916, + "confidence_threshold": 0.4, + "label": "ambiguous", + "meets_threshold": true, + "raw_confidence": 0.9321 + }, + "overall_strategy": "min_required_component_confidence" + }, + "confidence": 0.9888, + "decision_phase": "research", + "subtype": "follow_up", + "summary": "Classified as ambiguous intent with subtype follow_up in the research phase.", + "type": "ambiguous" + } + }, + "fallback": { + "applied": true, + "failed_components": [], + "fallback_intent_type": "ambiguous", + "fallback_monetization_eligibility": "not_allowed", + "reason": "ambiguous_query" + } + }, + "system_decision": { + "intent_trajectory": [ + "research" + ], + "opportunity": { + "strength": "low", + "type": "none" + }, + "policy": { + "applied_thresholds": { + "commercial_score_min": 0.6, + "decision_phase_confidence_min": 0.22, + "intent_subtype_confidence_min": 0.25, + "intent_type_confidence_min": 0.4 + }, + "decision_basis": "fallback_ambiguous_intent", + "eligibility_reason": "ambiguous_query", + "monetization_eligibility": "not_allowed", + "regulated_vertical": false, + "sensitivity": "medium" + } + } + } + }, + { + "expected_behavior": "Should preserve transactional intent even though the phase is still noisy and fallback remains active.", + "input": "Sign me up for the newsletter", + "response": { + "meta": { + "calibration_enabled": true, + "system_version": "0.6.0-phase4" + }, + "model_output": { + "classification": { + "iab_content": { + "mapping_confidence": 0.7753, + "mapping_mode": "nearest_equivalent", + "taxonomy": "IAB Content Taxonomy", + "taxonomy_version": "3.0", + "tier1": { + "id": "596", + "label": "Technology & Computing" + }, + "tier2": { + "id": "599", + "label": "Computing" + }, + "tier3": { + "id": "619", + "label": "Internet" + }, + "tier4": { + "id": "623", + "label": "Email" + } + }, + "intent": { + "commercial_score": 0.954, + "component_confidence": { + "decision_phase": { + "calibrated": true, + "confidence": 0.9991, + "confidence_threshold": 0.22, + "label": "action", + "meets_threshold": true, + "raw_confidence": 0.9948 + }, + "intent_subtype": { + "calibrated": true, + "confidence": 0.8874, + "confidence_threshold": 0.25, + "label": "signup", + "meets_threshold": true, + "raw_confidence": 0.8874 + }, + "intent_type": { + "calibrated": true, + "confidence": 0.9996, + "confidence_threshold": 0.4, + "label": "transactional", + "meets_threshold": true, + "raw_confidence": 0.9908 + }, + "overall_strategy": "min_required_component_confidence" + }, + "confidence": 0.8874, + "decision_phase": "action", + "subtype": "signup", + "summary": "Classified as transactional intent with subtype signup in the action phase.", + "type": "transactional" + } + }, + "fallback": null + }, + "system_decision": { + "intent_trajectory": [ + "action" + ], + "opportunity": { + "strength": "high", + "type": "transaction_trigger" + }, + "policy": { + "applied_thresholds": { + "commercial_score_min": 0.6, + "decision_phase_confidence_min": 0.22, + "intent_subtype_confidence_min": 0.25, + "intent_type_confidence_min": 0.4 + }, + "decision_basis": "score_threshold", + "eligibility_reason": "high_intent_subtype_signal", + "monetization_eligibility": "allowed", + "regulated_vertical": false, + "sensitivity": "low" + } + } + } + }, + { + "expected_behavior": "Should behave like a commercial comparison in the middle of the buying journey and still fail safe if confidence is low.", + "input": "Compare AI search monetization platforms for publishers", + "response": { + "meta": { + "calibration_enabled": true, + "system_version": "0.6.0-phase4" + }, + "model_output": { + "classification": { + "iab_content": { + "mapping_confidence": 0.8626, + "mapping_mode": "nearest_equivalent", + "taxonomy": "IAB Content Taxonomy", + "taxonomy_version": "3.0", + "tier1": { + "id": "596", + "label": "Technology & Computing" + }, + "tier2": { + "id": "599", + "label": "Computing" + }, + "tier3": { + "id": "619", + "label": "Internet" + }, + "tier4": { + "id": "627", + "label": "Search" + } + }, + "intent": { + "commercial_score": 0.728, + "component_confidence": { + "decision_phase": { + "calibrated": true, + "confidence": 0.9966, + "confidence_threshold": 0.22, + "label": "consideration", + "meets_threshold": true, + "raw_confidence": 0.9852 + }, + "intent_subtype": { + "calibrated": true, + "confidence": 0.9415, + "confidence_threshold": 0.25, + "label": "comparison", + "meets_threshold": true, + "raw_confidence": 0.9415 + }, + "intent_type": { + "calibrated": true, + "confidence": 0.9994, + "confidence_threshold": 0.4, + "label": "commercial", + "meets_threshold": true, + "raw_confidence": 0.9884 + }, + "overall_strategy": "min_required_component_confidence" + }, + "confidence": 0.9415, + "decision_phase": "consideration", + "subtype": "comparison", + "summary": "Classified as commercial intent with subtype comparison in the consideration phase.", + "type": "commercial" + } + }, + "fallback": null + }, + "system_decision": { + "intent_trajectory": [ + "consideration" + ], + "opportunity": { + "strength": "high", + "type": "comparison_slot" + }, + "policy": { + "applied_thresholds": { + "commercial_score_min": 0.6, + "decision_phase_confidence_min": 0.22, + "intent_subtype_confidence_min": 0.25, + "intent_type_confidence_min": 0.4 + }, + "decision_basis": "score_threshold", + "eligibility_reason": "commercial_comparison_signal_present", + "monetization_eligibility": "allowed_with_caution", + "regulated_vertical": false, + "sensitivity": "low" + } + } + } + }, + { + "expected_behavior": "Should stay in informational awareness and remain non-monetized under low confidence.", + "input": "Why do businesses use CRM systems?", + "response": { + "meta": { + "calibration_enabled": true, + "system_version": "0.6.0-phase4" + }, + "model_output": { + "classification": { + "iab_content": { + "mapping_confidence": 0.8741, + "mapping_mode": "nearest_equivalent", + "taxonomy": "IAB Content Taxonomy", + "taxonomy_version": "3.0", + "tier1": { + "id": "596", + "label": "Technology & Computing" + }, + "tier2": { + "id": "599", + "label": "Computing" + }, + "tier3": { + "id": "619", + "label": "Internet" + }, + "tier4": { + "id": "620", + "label": "Cloud Computing" + } + }, + "intent": { + "commercial_score": 0.0875, + "component_confidence": { + "decision_phase": { + "calibrated": true, + "confidence": 0.9939, + "confidence_threshold": 0.22, + "label": "awareness", + "meets_threshold": true, + "raw_confidence": 0.9764 + }, + "intent_subtype": { + "calibrated": true, + "confidence": 0.9545, + "confidence_threshold": 0.25, + "label": "education", + "meets_threshold": true, + "raw_confidence": 0.9545 + }, + "intent_type": { + "calibrated": true, + "confidence": 0.9964, + "confidence_threshold": 0.4, + "label": "informational", + "meets_threshold": true, + "raw_confidence": 0.961 + }, + "overall_strategy": "min_required_component_confidence" + }, + "confidence": 0.9939, + "decision_phase": "awareness", + "subtype": "education", + "summary": "Classified as informational intent with subtype education in the awareness phase.", + "type": "informational" + } + }, + "fallback": null + }, + "system_decision": { + "intent_trajectory": [ + "awareness" + ], + "opportunity": { + "strength": "low", + "type": "none" + }, + "policy": { + "applied_thresholds": { + "commercial_score_min": 0.6, + "decision_phase_confidence_min": 0.22, + "intent_subtype_confidence_min": 0.25, + "intent_type_confidence_min": 0.4 + }, + "decision_basis": "score_threshold", + "eligibility_reason": "commercial_signal_below_threshold", + "monetization_eligibility": 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"model_output.classification.iab_content.tier4.label": "Web Hosting" + }, + "id": "web-hosting-hard", + "mismatches": [], + "notes": "Cross-vertical hard IAB mapping case for Technology & Computing > Computing > Internet > Web Hosting.", + "pass": true, + "status": "must_fix", + "text": "Need a managed hosting provider to deploy and run our marketing site" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Laptops" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Laptops" + }, + "id": "laptops-easy", + "mismatches": [], + "notes": "Cross-vertical easy IAB mapping case for Technology & Computing > Computing > Laptops.", + "pass": true, + "status": "must_fix", + "text": "Which laptop should I buy for college?" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Laptops" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Laptops" + }, + "id": "laptops-medium", + "mismatches": [], + "notes": "Cross-vertical medium IAB mapping case for Technology & Computing > Computing > Laptops.", + "pass": true, + "status": "must_fix", + "text": "Best laptop for work and study under 1200" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": "Consumer Electronics", + "model_output.classification.iab_content.tier3.label": "Smartphones" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": "Consumer Electronics", + "model_output.classification.iab_content.tier3.label": "Smartphones" + }, + "id": "laptops-hard", + "mismatches": [], + "notes": "Cross-vertical hard IAB mapping case for Technology & Computing > Computing > Laptops.", + "pass": true, + "status": "must_fix", + "text": "Need a portable computer with good battery life for everyday work" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Software and Applications", + "model_output.classification.iab_content.tier4.label": "Photo Editing Software" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Software and Applications", + "model_output.classification.iab_content.tier4.label": "Photo Editing Software" + }, + "id": "desktops-easy", + "mismatches": [], + "notes": "Cross-vertical easy IAB mapping case for Technology & Computing > Computing > Desktops.", + "pass": true, + "status": "must_fix", + "text": "Best desktop for video editing" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Desktops" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Desktops" + }, + "id": "desktops-medium", + "mismatches": [], + "notes": "Cross-vertical medium IAB mapping case for Technology & Computing > Computing > Desktops.", + "pass": true, + "status": "must_fix", + "text": "Which desktop computer should I buy for a home office?" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Desktops" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Desktops" + }, + "id": "desktops-hard", + "mismatches": [], + "notes": "Cross-vertical hard IAB mapping case for Technology & Computing > Computing > Desktops.", + "pass": true, + "status": "must_fix", + "text": "Need a desktop PC with strong performance for creative work" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": "Consumer Electronics" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": "Consumer Electronics" + }, + "id": "smartphones-easy", + "mismatches": [], + "notes": "Cross-vertical easy IAB mapping case for Technology & Computing > Consumer Electronics > Smartphones.", + "pass": true, + "status": "must_fix", + "text": "Best phone with a good camera under 700" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": "Consumer Electronics", + "model_output.classification.iab_content.tier3.label": "Smartphones" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": "Consumer Electronics", + "model_output.classification.iab_content.tier3.label": "Smartphones" + }, + "id": "smartphones-medium", + "mismatches": [], + "notes": "Cross-vertical medium IAB mapping case for Technology & Computing > Consumer Electronics > Smartphones.", + "pass": true, + "status": "must_fix", + "text": "Should I buy an iPhone or Pixel this year?" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": "Consumer Electronics", + "model_output.classification.iab_content.tier3.label": "Smartphones" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": "Consumer Electronics", + "model_output.classification.iab_content.tier3.label": "Smartphones" + }, + "id": "smartphones-hard", + "mismatches": [], + "notes": "Cross-vertical hard IAB mapping case for Technology & Computing > Consumer Electronics > Smartphones.", + "pass": true, + "status": "must_fix", + "text": "Need a new smartphone with strong battery life and a clean software experience" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Style & Fashion", + "model_output.classification.iab_content.tier2.label": "Women's Fashion", + "model_output.classification.iab_content.tier3.label": "Women's Shoes and Footwear" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Style & Fashion", + "model_output.classification.iab_content.tier2.label": "Women's Fashion", + "model_output.classification.iab_content.tier3.label": "Women's Shoes and Footwear" + }, + "id": "style-fashion-parent-easy", + "mismatches": [], + "notes": "Cross-vertical easy IAB mapping case for Style & Fashion.", + "pass": true, + "status": "must_fix", + "text": "Best shoes under 100 dollars" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Style & Fashion", + "model_output.classification.iab_content.tier2.label": "Women's Fashion", + "model_output.classification.iab_content.tier3.label": "Women's Clothing" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Style & Fashion", + "model_output.classification.iab_content.tier2.label": "Women's Fashion", + "model_output.classification.iab_content.tier3.label": "Women's Clothing" + }, + "id": "style-fashion-parent-medium", + "mismatches": [], + "notes": "Cross-vertical medium IAB mapping case for Style & Fashion.", + "pass": true, + "status": "must_fix", + "text": "Affordable fashion accessories for everyday wear" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Style & Fashion", + "model_output.classification.iab_content.tier2.label": "Women's Fashion", + "model_output.classification.iab_content.tier3.label": "Women's Shoes and Footwear" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Style & Fashion", + "model_output.classification.iab_content.tier2.label": "Women's Fashion", + "model_output.classification.iab_content.tier3.label": "Women's Shoes and Footwear" + }, + "id": "style-fashion-parent-hard", + "mismatches": [], + "notes": "Cross-vertical hard IAB mapping case for Style & Fashion.", + "pass": true, + "status": "must_fix", + "text": "Need style recommendations for clothing and footwear without a specific brand in mind" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Style & Fashion", + "model_output.classification.iab_content.tier2.label": "Women's Fashion", + "model_output.classification.iab_content.tier3.label": "Women's Clothing" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": 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"model_output.classification.iab_content.tier2.label": "Women's Fashion", + "model_output.classification.iab_content.tier3.label": "Women's Clothing" + }, + "id": "womens-shoes-medium", + "mismatches": [], + "notes": "Cross-vertical medium IAB mapping case for Style & Fashion > Women's Fashion > Women's Shoes and Footwear.", + "pass": true, + "status": "must_fix", + "text": "Comfortable women's sneakers for walking all day" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Style & Fashion", + "model_output.classification.iab_content.tier2.label": "Women's Fashion", + "model_output.classification.iab_content.tier3.label": "Women's Shoes and Footwear" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Style & Fashion", + "model_output.classification.iab_content.tier2.label": "Women's Fashion", + "model_output.classification.iab_content.tier3.label": "Women's Shoes and Footwear" + }, + "id": "womens-shoes-hard", + "mismatches": [], + "notes": "Cross-vertical hard IAB mapping case for Style & Fashion > Women's Fashion > Women's Shoes and Footwear.", + "pass": true, + "status": "must_fix", + "text": "Need women's footwear for commuting that looks polished but feels comfortable" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Style & Fashion", + "model_output.classification.iab_content.tier2.label": "Men's Fashion", + "model_output.classification.iab_content.tier3.label": "Men's Clothing" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Style & Fashion", + "model_output.classification.iab_content.tier2.label": "Men's Fashion", + "model_output.classification.iab_content.tier3.label": "Men's Clothing" + }, + "id": "mens-shoes-easy", + "mismatches": [], + "notes": "Cross-vertical easy IAB mapping case for Style & Fashion > Men's Fashion > Men's Shoes and Footwear.", + "pass": true, + "status": "must_fix", + "text": "Best men's sneakers for daily wear" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Style & Fashion", + "model_output.classification.iab_content.tier2.label": "Men's Fashion", + "model_output.classification.iab_content.tier3.label": "Men's Clothing" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Style & Fashion", + "model_output.classification.iab_content.tier2.label": "Men's Fashion", + "model_output.classification.iab_content.tier3.label": "Men's Clothing" + }, + "id": "mens-shoes-medium", + "mismatches": [], + "notes": "Cross-vertical medium IAB mapping case for Style & Fashion > Men's Fashion > Men's Shoes and Footwear.", + "pass": true, + "status": "must_fix", + "text": "Good men's dress shoes for office use" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Style & Fashion", + "model_output.classification.iab_content.tier2.label": "Men's Fashion", + "model_output.classification.iab_content.tier3.label": "Men's Shoes and Footwear" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Style & Fashion", + "model_output.classification.iab_content.tier2.label": "Men's Fashion", + "model_output.classification.iab_content.tier3.label": "Men's Shoes and 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"nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Travel", + "model_output.classification.iab_content.tier2.label": "Travel Type" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Travel", + "model_output.classification.iab_content.tier2.label": "Travel Type" + }, + "id": "hotels-hard", + "mismatches": [], + "notes": "Cross-vertical hard IAB mapping case for Travel > Travel Type > Hotels and Motels.", + "pass": true, + "status": "must_fix", + "text": "Looking for a place to stay during a work trip, not general travel advice" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Real Estate", + "model_output.classification.iab_content.tier2.label": "Apartments" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": 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medium IAB mapping case for Real Estate > Real Estate Renting and Leasing.", + "pass": true, + "status": "must_fix", + "text": "Best neighborhoods to lease a two-bedroom apartment in Seattle" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Personal Finance", + "model_output.classification.iab_content.tier2.label": "Personal Debt", + "model_output.classification.iab_content.tier3.label": "Home Financing" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Personal Finance", + "model_output.classification.iab_content.tier2.label": "Personal Debt", + "model_output.classification.iab_content.tier3.label": "Home Financing" + }, + "id": "real-estate-rentals-hard", + "mismatches": [], + "notes": "Cross-vertical hard IAB mapping case for Real Estate > Real Estate Renting and 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"text": "Best running plan for a first 10k" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Healthy Living", + "model_output.classification.iab_content.tier2.label": "Fitness and Exercise", + "model_output.classification.iab_content.tier3.label": "Running and Jogging" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Healthy Living", + "model_output.classification.iab_content.tier2.label": "Fitness and Exercise", + "model_output.classification.iab_content.tier3.label": "Running and Jogging" + }, + "id": "running-and-jogging-medium", + "mismatches": [], + "notes": "Cross-vertical medium IAB mapping case for Healthy Living > Fitness and Exercise > Running and Jogging.", + "pass": true, + "status": "must_fix", + "text": "How should I train for a half marathon as a 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"model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Laptops" + }, + "id": "laptops-medium", + "mismatches": [], + "notes": "Cross-vertical medium IAB mapping case for Technology & Computing > Computing > Laptops.", + "pass": true, + "status": "must_fix", + "text": "Best laptop for work and study under 1200" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": "Consumer Electronics", + "model_output.classification.iab_content.tier3.label": "Smartphones" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": "Consumer Electronics", + "model_output.classification.iab_content.tier3.label": "Smartphones" + }, + "id": "laptops-hard", + "mismatches": [], + "notes": "Cross-vertical hard IAB mapping case for Technology & Computing > Computing > Laptops.", + "pass": true, + "status": "must_fix", + "text": "Need a portable computer with good battery life for everyday work" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Software and Applications", + "model_output.classification.iab_content.tier4.label": "Photo Editing Software" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Software and Applications", + "model_output.classification.iab_content.tier4.label": "Photo Editing Software" + }, + "id": "desktops-easy", + "mismatches": [], + "notes": "Cross-vertical easy IAB mapping case for Technology & Computing > Computing > Desktops.", + "pass": true, + "status": "must_fix", + "text": "Best desktop for video editing" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Desktops" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Desktops" + }, + "id": "desktops-medium", + "mismatches": [], + "notes": "Cross-vertical medium IAB mapping case for Technology & Computing > Computing > Desktops.", + "pass": true, + "status": "must_fix", + "text": "Which desktop computer should I buy for a home office?" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Desktops" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Desktops" + }, + "id": "desktops-hard", + "mismatches": [], + "notes": "Cross-vertical hard IAB mapping case for Technology & Computing > Computing > Desktops.", + "pass": true, + "status": "must_fix", + "text": "Need a desktop PC with strong performance for creative work" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": "Consumer Electronics" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": "Consumer Electronics" + }, + "id": "smartphones-easy", + "mismatches": [], + "notes": "Cross-vertical easy IAB mapping case for Technology & Computing > Consumer 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"must_fix", + "text": "Should I buy an iPhone or Pixel this year?" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": "Consumer Electronics", + "model_output.classification.iab_content.tier3.label": "Smartphones" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": "Consumer Electronics", + "model_output.classification.iab_content.tier3.label": "Smartphones" + }, + "id": "smartphones-hard", + "mismatches": [], + "notes": "Cross-vertical hard IAB mapping case for Technology & Computing > Consumer Electronics > Smartphones.", + "pass": true, + "status": "must_fix", + "text": "Need a new smartphone with strong 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"model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Style & Fashion", + "model_output.classification.iab_content.tier2.label": "Women's Fashion", + "model_output.classification.iab_content.tier3.label": "Women's Clothing" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Style & Fashion", + "model_output.classification.iab_content.tier2.label": "Women's Fashion", + "model_output.classification.iab_content.tier3.label": "Women's Clothing" + }, + "id": "style-fashion-parent-medium", + "mismatches": [], + "notes": "Cross-vertical medium IAB mapping case for Style & Fashion.", + "pass": true, + "status": "must_fix", + "text": "Affordable fashion accessories for everyday wear" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Style & Fashion", + "model_output.classification.iab_content.tier2.label": "Women's Fashion", + "model_output.classification.iab_content.tier3.label": "Women's Shoes and Footwear" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Style & Fashion", + "model_output.classification.iab_content.tier2.label": "Women's Fashion", + "model_output.classification.iab_content.tier3.label": "Women's Shoes and Footwear" + }, + "id": "style-fashion-parent-hard", + "mismatches": [], + "notes": "Cross-vertical hard IAB mapping case for Style & Fashion.", + "pass": true, + "status": "must_fix", + "text": "Need style recommendations for clothing and footwear without a specific brand in mind" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Style & Fashion", + "model_output.classification.iab_content.tier2.label": "Women's Fashion", + "model_output.classification.iab_content.tier3.label": "Women's Clothing" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Style & Fashion", + "model_output.classification.iab_content.tier2.label": "Women's Fashion", + "model_output.classification.iab_content.tier3.label": "Women's Clothing" + }, + "id": "womens-shoes-easy", + "mismatches": [], + "notes": "Cross-vertical easy IAB mapping case for Style & Fashion > Women's Fashion > Women's Shoes and Footwear.", + "pass": true, + "status": "must_fix", + "text": "Best women's running shoes under 100 dollars" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Style & 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"model_output.classification.iab_content.tier2.label": "Women's Fashion", + "model_output.classification.iab_content.tier3.label": "Women's Shoes and Footwear" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Style & Fashion", + "model_output.classification.iab_content.tier2.label": "Women's Fashion", + "model_output.classification.iab_content.tier3.label": "Women's Shoes and Footwear" + }, + "id": "womens-shoes-hard", + "mismatches": [], + "notes": "Cross-vertical hard IAB mapping case for Style & Fashion > Women's Fashion > Women's Shoes and Footwear.", + "pass": true, + "status": "must_fix", + "text": "Need women's footwear for commuting that looks polished but feels comfortable" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Style & Fashion", + "model_output.classification.iab_content.tier2.label": "Men's Fashion", + "model_output.classification.iab_content.tier3.label": "Men's Clothing" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Style & Fashion", + "model_output.classification.iab_content.tier2.label": "Men's Fashion", + "model_output.classification.iab_content.tier3.label": "Men's Clothing" + }, + "id": "mens-shoes-easy", + "mismatches": [], + "notes": "Cross-vertical easy IAB mapping case for Style & Fashion > Men's Fashion > Men's Shoes and Footwear.", + "pass": true, + "status": "must_fix", + "text": "Best men's sneakers for daily wear" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Style & Fashion", + "model_output.classification.iab_content.tier2.label": "Men's Fashion", + "model_output.classification.iab_content.tier3.label": "Men's Clothing" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Style & Fashion", + "model_output.classification.iab_content.tier2.label": "Men's Fashion", + "model_output.classification.iab_content.tier3.label": "Men's Clothing" + }, + "id": "mens-shoes-medium", + "mismatches": [], + "notes": "Cross-vertical medium IAB mapping case for Style & Fashion > Men's Fashion > Men's Shoes and Footwear.", + "pass": true, + "status": "must_fix", + "text": "Good men's dress shoes for office use" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Style & Fashion", + "model_output.classification.iab_content.tier2.label": "Men's Fashion", + "model_output.classification.iab_content.tier3.label": "Men's Shoes and Footwear" + }, 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"model_output.classification.iab_content.tier1.label": "Real Estate", + "model_output.classification.iab_content.tier2.label": "Hotel Properties" + }, + "id": "hotels-easy", + "mismatches": [], + "notes": "Cross-vertical easy IAB mapping case for Travel > Travel Type > Hotels and Motels.", + "pass": true, + "status": "must_fix", + "text": "Need a hotel in Chicago for two nights" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Travel", + "model_output.classification.iab_content.tier2.label": "Travel Type", + "model_output.classification.iab_content.tier3.label": "Hotels and Motels" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Travel", + "model_output.classification.iab_content.tier2.label": "Travel Type", + "model_output.classification.iab_content.tier3.label": "Hotels and Motels" + }, + "id": "hotels-medium", + "mismatches": [], + "notes": "Cross-vertical medium IAB mapping case for Travel > Travel Type > Hotels and Motels.", + "pass": true, + "status": "must_fix", + "text": "Best hotels near Times Square for a weekend trip" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Travel", + "model_output.classification.iab_content.tier2.label": "Travel Type" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Travel", + "model_output.classification.iab_content.tier2.label": "Travel Type" + }, + "id": "hotels-hard", + "mismatches": [], + "notes": "Cross-vertical hard IAB mapping case for Travel > Travel Type > Hotels and Motels.", + "pass": true, + "status": "must_fix", + "text": "Looking for a place to stay during a work trip, not 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"model_output.classification.iab_content.tier1.label": "Personal Finance", + "model_output.classification.iab_content.tier2.label": "Personal Debt", + "model_output.classification.iab_content.tier3.label": "Home Financing" + }, + "id": "real-estate-rentals-hard", + "mismatches": [], + "notes": "Cross-vertical hard IAB mapping case for Real Estate > Real Estate Renting and Leasing.", + "pass": true, + "status": "must_fix", + "text": "Need rental listings for a short move, not home-buying advice" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Business and Finance", + "model_output.classification.iab_content.tier2.label": "Business", + "model_output.classification.iab_content.tier3.label": "Green Solutions" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Business and 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"actual": { + "model_output.classification.iab_content.tier1.label": "Automotive", + "model_output.classification.iab_content.tier2.label": "Auto Type", + "model_output.classification.intent.type": "commercial", + "system_decision.policy.monetization_eligibility": "allowed" + }, + "expected": { + "model_output.classification.iab_content.tier1.label": "Automotive", + "model_output.classification.iab_content.tier2.label": "Auto Buying and Selling", + "model_output.classification.intent.type": "commercial", + "system_decision.policy.monetization_eligibility": "allowed" + }, + "id": "auto-buying-query-allowed", + "mismatches": [ + { + "actual": "Auto Type", + "expected": "Auto Buying and Selling", + "path": "model_output.classification.iab_content.tier2.label" + } + ], + "notes": "High-intent automotive shopping should clear as monetizable instead of failing safe.", + "pass": false, + "status": "must_fix", + "text": "Which car to buy in 2026" + }, + { + "actual": { + 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"pass": true, + "status": "must_fix", + "text": "Need a managed hosting provider to deploy and run our marketing site" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Laptops" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Laptops" + }, + "id": "laptops-easy", + "mismatches": [], + "notes": "Cross-vertical easy IAB mapping case for Technology & Computing > Computing > Laptops.", + "pass": true, + "status": "must_fix", + "text": "Which laptop should I buy for 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Type > Hotels and Motels.", + "pass": false, + "status": "must_fix", + "text": "Need a hotel in Chicago for two nights" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Travel", + "model_output.classification.iab_content.tier2.label": "Travel Type", + "model_output.classification.iab_content.tier3.label": "Hotels and Motels" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier1.label": "Travel", + "model_output.classification.iab_content.tier2.label": "Travel Type", + "model_output.classification.iab_content.tier3.label": "Hotels and Motels" + }, + "id": "hotels-medium", + "mismatches": [ + { + "actual": "nearest_equivalent", + "expected": "exact", + "path": "model_output.classification.iab_content.mapping_mode" + } + ], + "notes": "Cross-vertical medium IAB mapping case for Travel > Travel Type > Hotels and Motels.", + "pass": false, + "status": "must_fix", + "text": "Best hotels near Times Square for a weekend trip" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Travel", + "model_output.classification.iab_content.tier2.label": "Travel Type", + "model_output.classification.iab_content.tier3.label": null + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier1.label": "Travel", + "model_output.classification.iab_content.tier2.label": "Travel Type", + "model_output.classification.iab_content.tier3.label": "Hotels and Motels" + }, + "id": "hotels-hard", + "mismatches": [ + { + "actual": "nearest_equivalent", + "expected": "exact", + "path": "model_output.classification.iab_content.mapping_mode" + }, + { + "actual": null, + "expected": "Hotels and Motels", + "path": "model_output.classification.iab_content.tier3.label" + } + ], + "notes": "Cross-vertical hard IAB mapping case for Travel > Travel Type > Hotels and Motels.", + "pass": false, + "status": "must_fix", + "text": "Looking for a place to stay during a work trip, not general travel advice" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Real Estate", + "model_output.classification.iab_content.tier2.label": "Apartments" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier1.label": "Real Estate", + "model_output.classification.iab_content.tier2.label": "Real Estate Renting and Leasing" + }, + "id": "real-estate-rentals-easy", + "mismatches": [ + { + "actual": "nearest_equivalent", + "expected": "exact", + "path": "model_output.classification.iab_content.mapping_mode" + }, + { + "actual": 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"nearest_equivalent", + "expected": "exact", + "path": "model_output.classification.iab_content.mapping_mode" + }, + { + "actual": "Personal Debt", + "expected": "Real Estate Renting and Leasing", + "path": "model_output.classification.iab_content.tier2.label" + } + ], + "notes": "Cross-vertical hard IAB mapping case for Real Estate > Real Estate Renting and Leasing.", + "pass": false, + "status": "must_fix", + "text": "Need rental listings for a short move, not home-buying advice" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Business and Finance", + "model_output.classification.iab_content.tier2.label": "Business", + "model_output.classification.iab_content.tier3.label": "Green Solutions" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier1.label": "Healthy Living", + 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"How should I train for a half marathon as a beginner?" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Healthy Living", + "model_output.classification.iab_content.tier2.label": "Fitness and Exercise", + "model_output.classification.iab_content.tier3.label": "Running and Jogging" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier1.label": "Healthy Living", + "model_output.classification.iab_content.tier2.label": "Fitness and Exercise", + "model_output.classification.iab_content.tier3.label": "Running and Jogging" + }, + "id": "running-and-jogging-hard", + "mismatches": [ + { + "actual": "nearest_equivalent", + "expected": "exact", + "path": "model_output.classification.iab_content.mapping_mode" + } + ], + "notes": "Cross-vertical hard IAB mapping case for Healthy Living > Fitness and 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Computing", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Software and Applications" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Business and Finance", + "model_output.classification.iab_content.tier2.label": "Business", + "model_output.classification.iab_content.tier3.label": "Sales" + }, + "id": "crm-awareness-maps-to-sales", + "mismatches": [ + { + "actual": "Technology & Computing", + "expected": "Business and Finance", + "path": "model_output.classification.iab_content.tier1.label" + }, + { + "actual": "Computing", + "expected": "Business", + "path": "model_output.classification.iab_content.tier2.label" + }, + { + "actual": "Software and Applications", + "expected": "Sales", + "path": "model_output.classification.iab_content.tier3.label" + } + ], + "notes": "CRM education should resolve to the closest business/sales path, not generic software.", + "pass": false, + "status": "must_fix", + "text": "What is CRM software?" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Internet" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier1.label": "Business and Finance", + "model_output.classification.iab_content.tier2.label": "Business", + "model_output.classification.iab_content.tier3.label": "Sales" + }, + "id": "crm-comparison-maps-to-sales", + "mismatches": [ + { + "actual": "Technology & Computing", + "expected": "Business and Finance", + "path": "model_output.classification.iab_content.tier1.label" + }, + { + "actual": "Computing", + "expected": "Business", + "path": "model_output.classification.iab_content.tier2.label" + }, + { + "actual": "Internet", + "expected": "Sales", + "path": "model_output.classification.iab_content.tier3.label" + }, + { + "actual": "nearest_equivalent", + "expected": "exact", + "path": "model_output.classification.iab_content.mapping_mode" + } + ], + "notes": "Direct CRM vendor comparison should map cleanly into the sales domain.", + "pass": false, + "status": "must_fix", + "text": "HubSpot vs Zoho for a small team" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Internet" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier1.label": "Business and Finance", + "model_output.classification.iab_content.tier2.label": "Business", + "model_output.classification.iab_content.tier3.label": "Marketing and Advertising" + }, + "id": "marketing-tools-map-to-marketing", + "mismatches": [ + { + "actual": "Technology & Computing", + "expected": "Business and Finance", + "path": "model_output.classification.iab_content.tier1.label" + }, + { + "actual": "Computing", + "expected": "Business", + "path": "model_output.classification.iab_content.tier2.label" + }, + { + "actual": "Internet", + "expected": "Marketing and Advertising", + "path": "model_output.classification.iab_content.tier3.label" + }, + { + "actual": "nearest_equivalent", + "expected": "exact", + "path": "model_output.classification.iab_content.mapping_mode" + } + ], + "notes": "Marketing tool discovery should map to the marketing and advertising branch.", + "pass": false, + "status": "must_fix", + "text": "Best AI SEO tools for content teams" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": null + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": "Artificial Intelligence" + }, + "id": "ml-explanation-maps-to-ai", + "mismatches": [ + { + "actual": null, + "expected": "Artificial Intelligence", + "path": "model_output.classification.iab_content.tier2.label" + }, + { + "actual": "nearest_equivalent", + "expected": "exact", + "path": "model_output.classification.iab_content.mapping_mode" + } + ], + "notes": "ML and NLP educational prompts should land in the AI branch.", + "pass": false, + "status": "must_fix", + "text": "What is intent classification in NLP?" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Internet" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Business and Finance", + "model_output.classification.iab_content.tier2.label": "Business", + "model_output.classification.iab_content.tier3.label": "Business I.T." + }, + "id": "support-credential-help-maps-to-business-it", + "mismatches": [ + { + "actual": "Technology & Computing", + "expected": "Business and Finance", + "path": "model_output.classification.iab_content.tier1.label" + }, + { + "actual": "Computing", + "expected": "Business", + "path": "model_output.classification.iab_content.tier2.label" + }, + { + "actual": "Internet", + "expected": "Business I.T.", + "path": "model_output.classification.iab_content.tier3.label" + } + ], + "notes": "Credential and account help should map to business IT rather than generic business.", + "pass": false, + "status": "must_fix", + "text": "How do I reset my password?" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Food & Drink", + "model_output.classification.iab_content.tier2.label": "Dining Out" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier1.label": "Food & Drink", + "model_output.classification.iab_content.tier2.label": "Dining Out" + }, + "id": "restaurant-booking-maps-to-dining-out", + "mismatches": [ + { + "actual": "nearest_equivalent", + "expected": "exact", + "path": "model_output.classification.iab_content.mapping_mode" + } + ], + "notes": "Generic dining requests should not inherit the repo's business default.", + "pass": false, + "status": "must_fix", + "text": "Book a table for 2 tonight" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Hobbies & Interests", + "model_output.classification.iab_content.tier2.label": "Content Production", + "model_output.classification.iab_content.tier3.label": "Freelance Writing" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Software and Applications" + }, + "id": "trial-signup-maps-to-software", + "mismatches": [ + { + "actual": "Hobbies & Interests", + "expected": "Technology & Computing", + "path": "model_output.classification.iab_content.tier1.label" + }, + { + "actual": "Content Production", + "expected": "Computing", + "path": "model_output.classification.iab_content.tier2.label" + }, + { + "actual": "Freelance Writing", + "expected": "Software and Applications", + "path": "model_output.classification.iab_content.tier3.label" + } + ], + "notes": "Software action queries should map to the software/application branch.", + "pass": false, + "status": "must_fix", + "text": "Start my free trial" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Software and Applications", + "model_output.classification.iab_content.tier4.label": "Communication" + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Computer Software and Applications", + "model_output.classification.iab_content.tier4.label": "Communication" + }, + "id": "communication-software-maps-to-tier4", + "mismatches": [ + { + "actual": "Software and Applications", + "expected": "Computer Software and Applications", + "path": "model_output.classification.iab_content.tier3.label" + }, + { + "actual": "nearest_equivalent", + "expected": "exact", + "path": "model_output.classification.iab_content.mapping_mode" + } + ], + "notes": "Full taxonomy support should preserve the tier4 communication branch.", + "pass": false, + "status": "must_fix", + "text": "best communication software for remote teams" + }, + { + "actual": { + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier1.label": "Food & Drink", + "model_output.classification.iab_content.tier2.label": null + }, + "expected": { + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier1.label": "Food & Drink", + "model_output.classification.iab_content.tier2.label": "Alcoholic Beverages" + }, + "id": "vodka-query-maps-to-alcoholic-beverages", + "mismatches": [ + { + "actual": null, + "expected": "Alcoholic Beverages", + "path": "model_output.classification.iab_content.tier2.label" + }, + { + "actual": "nearest_equivalent", + "expected": "exact", + "path": "model_output.classification.iab_content.mapping_mode" + } + ], + "notes": "Food and beverage prompts should not fall through to the business default.", + "pass": false, + "status": "must_fix", + "text": "what is best vodka drink should i try" + } + ] + }, + "known_failure_regression": { + "by_status": { + "acceptable_weakness": { + "failed": 2, + "passed": 0, + "total": 2 + }, + "must_fix": { + "failed": 4, + "passed": 11, + "total": 15 + } + }, + "cases_path": "/Users/manikumargouni/Desktop/AdMesh/protocol/agentic-intent-classifier/examples/known_failure_cases.json", + "count": 17, + "failed": 6, + "passed": 11, + "results": [ + { + "actual": { + "model_output.classification.iab_content.tier1.label": "Automotive", + "model_output.classification.iab_content.tier2.label": "Auto Type", + "model_output.classification.intent.type": "commercial", + "system_decision.policy.monetization_eligibility": "allowed" + }, + "expected": { + "model_output.classification.iab_content.tier1.label": "Automotive", + "model_output.classification.iab_content.tier2.label": "Auto Buying and Selling", + "model_output.classification.intent.type": "commercial", + "system_decision.policy.monetization_eligibility": "allowed" + }, + "id": "auto-buying-query-allowed", + "mismatches": [ + { + "actual": "Auto Type", + "expected": "Auto Buying and Selling", + "path": "model_output.classification.iab_content.tier2.label" + } + ], + "notes": "High-intent automotive shopping should clear as monetizable instead of failing safe.", + "pass": false, + "status": "must_fix", + "text": "Which car to buy in 2026" + }, + { + "actual": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Laptops", + "model_output.classification.intent.type": "commercial", + "system_decision.policy.monetization_eligibility": "allowed" + }, + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Laptops", + "model_output.classification.intent.type": "commercial", + "system_decision.policy.monetization_eligibility": "allowed" + }, + "id": "laptop-buying-query-allowed", + "mismatches": [], + "notes": "High-intent laptop shopping should clear as monetizable instead of failing safe.", + "pass": true, + "status": "must_fix", + "text": "Which laptop to buy in 2026" + }, + { + "actual": { + "model_output.classification.intent.decision_phase": "consideration", + "model_output.classification.intent.subtype": "comparison", + "model_output.classification.intent.type": "commercial", + "model_output.fallback": null, + "system_decision.opportunity.strength": "high", + "system_decision.opportunity.type": "comparison_slot", + "system_decision.policy.monetization_eligibility": "allowed_with_caution" + }, + "expected": { + "model_output.classification.intent.decision_phase": "consideration", + "model_output.classification.intent.subtype": "comparison", + "model_output.classification.intent.type": "commercial", + "model_output.fallback": null, + "system_decision.opportunity.strength": "high", + "system_decision.opportunity.type": "comparison_slot", + "system_decision.policy.monetization_eligibility": "allowed_with_caution" + }, + "id": "commercial-comparison-clean-pass", + "mismatches": [], + "notes": "Clear comparison intent should now pass without fallback and expose a comparison opportunity.", + "pass": true, + "status": "must_fix", + "text": "HubSpot vs Zoho for a small team" + }, + { + "actual": { + "model_output.classification.intent.decision_phase": "decision", + "model_output.classification.intent.subtype": "provider_selection", + "model_output.fallback": null, + "system_decision.opportunity.strength": "high", + "system_decision.opportunity.type": "decision_moment", + "system_decision.policy.monetization_eligibility": "allowed" + }, + "expected": { + "model_output.classification.intent.decision_phase": "decision", + "model_output.classification.intent.subtype": "provider_selection", + "model_output.fallback": null, + "system_decision.opportunity.strength": "high", + "system_decision.opportunity.type": "decision_moment", + "system_decision.policy.monetization_eligibility": "allowed" + }, + "id": "provider-selection-allowed", + "mismatches": [], + "notes": "Subtype and phase should now rescue a buying query even when the intent head remains conservative.", + "pass": true, + "status": "must_fix", + "text": "Which CRM should I buy for a 3-person startup?" + }, + { + "actual": { + "model_output.classification.intent.decision_phase": "awareness", + "model_output.classification.intent.subtype": "education", + "model_output.classification.intent.type": "informational", + "model_output.fallback": null, + "system_decision.opportunity.type": "none", + "system_decision.policy.monetization_eligibility": "restricted" + }, + "expected": { + "model_output.classification.intent.decision_phase": "awareness", + "model_output.classification.intent.subtype": "education", + "model_output.classification.intent.type": "informational", + "model_output.fallback": null, + "system_decision.opportunity.type": "none", + "system_decision.policy.monetization_eligibility": "restricted" + }, + "id": "education-query-restricted", + "mismatches": [], + "notes": "Clear educational prompts should stay out of monetizable pathways.", + "pass": true, + "status": "must_fix", + "text": "What is CRM software?" + }, + { + "actual": { + "model_output.classification.intent.subtype": "follow_up", + "model_output.classification.intent.type": "ambiguous", + "model_output.fallback.reason": "ambiguous_query", + "system_decision.opportunity.type": "none", + "system_decision.policy.monetization_eligibility": "not_allowed" + }, + "expected": { + "model_output.classification.intent.subtype": "follow_up", + "model_output.classification.intent.type": "ambiguous", + "model_output.fallback.reason": "ambiguous_query", + "system_decision.opportunity.type": "none", + "system_decision.policy.monetization_eligibility": "not_allowed" + }, + "id": "ambiguous-follow-up-safe-block", + "mismatches": [], + "notes": "Short follow-ups should still fail safe instead of leaking into commercial handling.", + "pass": true, + "status": "must_fix", + "text": "Tell me more" + }, + { + "actual": { + "model_output.classification.intent.decision_phase": "support", + "model_output.classification.intent.type": "support", + "model_output.fallback.reason": "policy_default", + "system_decision.opportunity.type": "none", + "system_decision.policy.monetization_eligibility": "not_allowed" + }, + "expected": { + "model_output.classification.intent.decision_phase": "support", + "model_output.classification.intent.type": "support", + "model_output.fallback.reason": "policy_default", + "system_decision.opportunity.type": "none", + "system_decision.policy.monetization_eligibility": "not_allowed" + }, + "id": "support-query-policy-block", + "mismatches": [], + "notes": "Support traffic must stay blocked even if the subtype head is still imperfect.", + "pass": true, + "status": "must_fix", + "text": "I cannot log into my account" + }, + { + "actual": { + "model_output.classification.intent.type": "prohibited", + "model_output.fallback.reason": "policy_default", + "system_decision.opportunity.type": "none", + "system_decision.policy.monetization_eligibility": "not_allowed" + }, + "expected": { + "model_output.classification.intent.type": "prohibited", + "model_output.fallback.reason": "policy_default", + "system_decision.opportunity.type": "none", + "system_decision.policy.monetization_eligibility": "not_allowed" + }, + "id": "prohibited-query-policy-block", + "mismatches": [], + "notes": "Unsafe queries should route into the prohibited intent type and stay blocked.", + "pass": true, + "status": "must_fix", + "text": "How do I hack into someone else's account" + }, + { + "actual": { + "model_output.classification.intent.subtype": "signup", + "model_output.fallback.reason": null, + "system_decision.policy.monetization_eligibility": "allowed" + }, + "expected": { + "model_output.classification.intent.subtype": "signup", + "model_output.fallback.reason": "confidence_below_threshold", + "system_decision.policy.monetization_eligibility": "not_allowed" + }, + "id": "signup-action-still-over-fallbacks", + "mismatches": [ + { + "actual": null, + "expected": "confidence_below_threshold", + "path": "model_output.fallback.reason" + }, + { + "actual": "allowed", + "expected": "not_allowed", + "path": "system_decision.policy.monetization_eligibility" + } + ], + "notes": "The subtype head recognizes signup, but the combined action path still falls back on low confidence.", + "pass": false, + "status": "acceptable_weakness", + "text": "Start my free trial" + }, + { + "actual": { + "model_output.classification.intent.decision_phase": "consideration", + "model_output.classification.intent.subtype": "deal_seeking", + "system_decision.opportunity.type": "soft_recommendation", + "system_decision.policy.monetization_eligibility": "restricted" + }, + "expected": { + "model_output.classification.intent.decision_phase": "awareness", + "model_output.classification.intent.subtype": "education", + "system_decision.opportunity.type": "none", + "system_decision.policy.monetization_eligibility": "restricted" + }, + "id": "price-seeking-underclassified", + "mismatches": [ + { + "actual": "deal_seeking", + "expected": "education", + "path": "model_output.classification.intent.subtype" + }, + { + "actual": "consideration", + "expected": "awareness", + "path": "model_output.classification.intent.decision_phase" + }, + { + "actual": "soft_recommendation", + "expected": "none", + "path": "system_decision.opportunity.type" + } + ], + "notes": "Price-seeking prompts still underclassify and should remain visible until the next data pass.", + "pass": false, + "status": "acceptable_weakness", + "text": "What costs less HubSpot or Zoho?" + }, + { + "actual": { + "model_output.classification.intent.subtype": "account_help", + "system_decision.policy.monetization_eligibility": "not_allowed" + }, + "expected": { + "model_output.classification.intent.subtype": "account_help", + "system_decision.policy.monetization_eligibility": "not_allowed" + }, + "id": "support-subtype-account-help", + "mismatches": [], + "notes": "Login-help prompts should land in the account-help subtype instead of reflection-style labels.", + "pass": true, + "status": "must_fix", + "text": "I cannot log into my account" + }, + { + "actual": { + "model_output.classification.intent.decision_phase": "research", + "model_output.classification.intent.subtype": "product_discovery" + }, + "expected": { + "model_output.classification.intent.decision_phase": "consideration", + "model_output.classification.intent.subtype": "product_discovery" + }, + "id": "discovery-subtype-shortlist", + "mismatches": [ + { + "actual": "research", + "expected": "consideration", + "path": "model_output.classification.intent.decision_phase" + } + ], + "notes": "Shortlist-building queries should stay in product discovery instead of drifting into fit-evaluation labels.", + "pass": false, + "status": "must_fix", + "text": "What project management tools should a remote ops team shortlist?" + }, + { + "actual": { + "model_output.classification.intent.decision_phase": "decision", + "model_output.classification.intent.subtype": "evaluation" + }, + "expected": { + "model_output.classification.intent.decision_phase": "consideration", + "model_output.classification.intent.subtype": "evaluation" + }, + "id": "evaluation-subtype-fit-check", + "mismatches": [ + { + "actual": "decision", + "expected": "consideration", + "path": "model_output.classification.intent.decision_phase" + } + ], + "notes": "Single-vendor fit checks should map to evaluation rather than broad discovery.", + "pass": false, + "status": "must_fix", + "text": "Would ClickUp be a good fit for a remote ops team?" + }, + { + "actual": { + 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Canonical label: Cricket. Tier depth: 2. Parent path: Sports. Keywords: cricket, sports, sports cricket", + "unique_id": "491" + }, + { + "keywords": [ + "cycling", + "sports", + "sports cycling" + ], + "label": "Cycling", + "level": 2, + "parent_id": "483", + "path": [ + "Sports", + "Cycling" + ], + "path_label": "Sports > Cycling", + "retrieval_text": "IAB category path: Sports > Cycling. Canonical label: Cycling. Tier depth: 2. Parent path: Sports. Keywords: cycling, sports, sports cycling", + "unique_id": "492" + }, + { + "keywords": [ + "darts", + "sports", + "sports darts" + ], + "label": "Darts", + "level": 2, + "parent_id": "483", + "path": [ + "Sports", + "Darts" + ], + "path_label": "Sports > Darts", + "retrieval_text": "IAB category path: Sports > Darts. Canonical label: Darts. Tier depth: 2. Parent path: Sports. Keywords: darts, sports, sports darts", + "unique_id": "493" + }, + { + "keywords": [ + "disabled sports", + "sports", + "sports disabled sports" + ], + "label": "Disabled Sports", + "level": 2, + "parent_id": "483", + "path": [ + "Sports", + "Disabled Sports" + ], + "path_label": "Sports > Disabled Sports", + "retrieval_text": "IAB category path: Sports > Disabled Sports. Canonical label: Disabled Sports. Tier depth: 2. Parent path: Sports. Keywords: disabled sports, sports, sports disabled sports", + "unique_id": "494" + }, + { + "keywords": [ + "diving", + "sports", + "sports diving" + ], + "label": "Diving", + "level": 2, + "parent_id": "483", + "path": [ + "Sports", + "Diving" + ], + "path_label": "Sports > Diving", + "retrieval_text": "IAB category path: Sports > Diving. Canonical label: Diving. Tier depth: 2. Parent path: Sports. Keywords: diving, sports, sports diving", + "unique_id": "495" + }, + { + "keywords": [ + "equine sports", + "sports", + "sports equine sports" + ], + "label": "Equine Sports", + "level": 2, + "parent_id": "483", + "path": [ + "Sports", + "Equine Sports" + ], + "path_label": "Sports > Equine Sports", + "retrieval_text": "IAB category path: Sports > Equine Sports. Canonical label: Equine Sports. Tier depth: 2. Parent path: Sports. Keywords: equine sports, sports, sports equine sports", + "unique_id": "496" + }, + { + "keywords": [ + "equine sports", + "horse racing", + "sports", + "sports equine sports horse racing" + ], + "label": "Horse Racing", + "level": 3, + "parent_id": "496", + "path": [ + "Sports", + "Equine Sports", + "Horse Racing" + ], + "path_label": "Sports > Equine Sports > Horse Racing", + "retrieval_text": "IAB category path: Sports > Equine Sports > Horse Racing. Canonical label: Horse Racing. Tier depth: 3. Parent path: Sports > Equine Sports. Keywords: equine sports, horse racing, sports, sports equine sports horse racing", + "unique_id": "497" + }, + { + "keywords": [ + "extreme sports", + "sports", + "sports extreme sports" + ], + "label": "Extreme Sports", + "level": 2, + "parent_id": "483", + "path": [ + "Sports", + "Extreme Sports" + ], + "path_label": "Sports > Extreme Sports", + "retrieval_text": "IAB category path: Sports > Extreme Sports. Canonical label: Extreme Sports. Tier depth: 2. Parent path: Sports. Keywords: extreme sports, sports, sports extreme sports", + "unique_id": "498" + }, + { + "keywords": [ + "canoeing and kayaking", + "extreme sports", + "sports", + "sports extreme sports canoeing and kayaking" + ], + "label": "Canoeing and Kayaking", + "level": 3, + "parent_id": "498", + "path": [ + "Sports", + "Extreme Sports", + "Canoeing and Kayaking" + ], + "path_label": "Sports > Extreme Sports > Canoeing and Kayaking", + "retrieval_text": "IAB category path: Sports > Extreme Sports > Canoeing and Kayaking. Canonical label: Canoeing and Kayaking. Tier depth: 3. Parent path: Sports > Extreme Sports. Keywords: canoeing and kayaking, extreme sports, sports, sports extreme sports canoeing and kayaking", + "unique_id": "499" + }, + { + "keywords": [ + "climbing", + "extreme sports", + "sports", + "sports extreme sports climbing" + ], + "label": "Climbing", + "level": 3, + "parent_id": "498", + "path": [ + "Sports", + "Extreme Sports", + "Climbing" + ], + "path_label": "Sports > Extreme Sports > Climbing", + "retrieval_text": "IAB category path: Sports > Extreme Sports > Climbing. Canonical label: Climbing. Tier depth: 3. Parent path: Sports > Extreme Sports. Keywords: climbing, extreme sports, sports, sports extreme sports climbing", + "unique_id": "500" + }, + { + "keywords": [ + "extreme sports", + "paintball", + "sports", + "sports extreme sports paintball" + ], + "label": "Paintball", + "level": 3, + "parent_id": "498", + "path": [ + "Sports", + "Extreme Sports", + "Paintball" + ], + "path_label": "Sports > Extreme Sports > Paintball", + "retrieval_text": "IAB category path: Sports > Extreme Sports > Paintball. Canonical label: Paintball. Tier depth: 3. Parent path: Sports > Extreme Sports. Keywords: extreme sports, paintball, sports, sports extreme sports paintball", + "unique_id": "501" + }, + { + "keywords": [ + "extreme sports", + "scuba diving", + "sports", + "sports extreme sports scuba diving" + ], + "label": "Scuba Diving", + "level": 3, + "parent_id": "498", + "path": [ + "Sports", + "Extreme Sports", + "Scuba Diving" + ], + "path_label": "Sports > Extreme Sports > Scuba Diving", + "retrieval_text": "IAB category path: Sports > Extreme Sports > Scuba Diving. Canonical label: Scuba Diving. Tier depth: 3. Parent path: Sports > Extreme Sports. Keywords: extreme sports, scuba diving, sports, sports extreme sports scuba diving", + "unique_id": "502" + }, + { + "keywords": [ + "extreme sports", + "skateboarding", + "sports", + "sports extreme sports skateboarding" + ], + "label": "Skateboarding", + "level": 3, + "parent_id": "498", + "path": [ + "Sports", + "Extreme Sports", + "Skateboarding" + ], + "path_label": "Sports > Extreme Sports > Skateboarding", + "retrieval_text": "IAB category path: Sports > Extreme Sports > Skateboarding. Canonical label: Skateboarding. Tier depth: 3. Parent path: Sports > Extreme Sports. Keywords: extreme sports, skateboarding, sports, sports extreme sports skateboarding", + "unique_id": "503" + }, + { + "keywords": [ + "extreme sports", + "snowboarding", + "sports", + "sports extreme sports snowboarding" + ], + "label": "Snowboarding", + "level": 3, + "parent_id": "498", + "path": [ + "Sports", + "Extreme Sports", + "Snowboarding" + ], + "path_label": "Sports > Extreme Sports > Snowboarding", + "retrieval_text": "IAB category path: Sports > Extreme Sports > Snowboarding. Canonical label: Snowboarding. Tier depth: 3. Parent path: Sports > Extreme Sports. Keywords: extreme sports, snowboarding, sports, sports extreme sports snowboarding", + "unique_id": "504" + }, + { + "keywords": [ + "extreme sports", + "sports", + "sports extreme sports surfing and bodyboarding", + "surfing and bodyboarding" + ], + "label": "Surfing and Bodyboarding", + "level": 3, + "parent_id": "498", + "path": [ + "Sports", + "Extreme Sports", + "Surfing and Bodyboarding" + ], + "path_label": "Sports > Extreme Sports > Surfing and Bodyboarding", + "retrieval_text": "IAB category path: Sports > Extreme Sports > Surfing and Bodyboarding. Canonical label: Surfing and Bodyboarding. Tier depth: 3. Parent path: Sports > Extreme Sports. Keywords: extreme sports, sports, sports extreme sports surfing and bodyboarding, surfing and bodyboarding", + "unique_id": "505" + }, + { + "keywords": [ + "extreme sports", + "sports", + "sports extreme sports waterskiing and wakeboarding", + "waterskiing and wakeboarding" + ], + "label": "Waterskiing and Wakeboarding", + "level": 3, + "parent_id": "498", + "path": [ + "Sports", + "Extreme Sports", + "Waterskiing and Wakeboarding" + ], + "path_label": "Sports > Extreme Sports > Waterskiing and Wakeboarding", + "retrieval_text": "IAB category path: Sports > Extreme Sports > Waterskiing and Wakeboarding. Canonical label: Waterskiing and Wakeboarding. Tier depth: 3. Parent path: Sports > Extreme Sports. Keywords: extreme sports, sports, sports extreme sports waterskiing and wakeboarding, waterskiing and wakeboarding", + "unique_id": "506" + }, + { + "keywords": [ + "fantasy sports", + "sports", + "sports fantasy sports" + ], + "label": "Fantasy Sports", + "level": 2, + "parent_id": "483", + "path": [ + "Sports", + "Fantasy Sports" + ], + "path_label": "Sports > Fantasy Sports", + "retrieval_text": "IAB category path: Sports > Fantasy Sports. Canonical label: Fantasy Sports. Tier depth: 2. Parent path: Sports. Keywords: fantasy sports, sports, sports fantasy sports", + "unique_id": "508" + }, + { + "keywords": [ + "field hockey", + "sports", + "sports field hockey" + ], + "label": "Field Hockey", + "level": 2, + "parent_id": "483", + "path": [ + "Sports", + "Field Hockey" + ], + "path_label": "Sports > Field Hockey", + "retrieval_text": "IAB category path: Sports > Field Hockey. Canonical label: Field Hockey. Tier depth: 2. Parent path: Sports. Keywords: field hockey, sports, sports field hockey", + "unique_id": "509" + }, + { + "keywords": [ + "figure skating", + "sports", + "sports figure skating" + ], + "label": "Figure Skating", + "level": 2, + "parent_id": "483", + "path": [ + "Sports", + "Figure Skating" + ], + "path_label": "Sports > Figure Skating", + "retrieval_text": "IAB category path: Sports > Figure Skating. Canonical label: Figure Skating. Tier depth: 2. Parent path: Sports. Keywords: figure skating, sports, sports figure skating", + "unique_id": "510" + }, + { + "keywords": [ + "fishing sports", + "sports", + "sports fishing sports" + ], + "label": "Fishing Sports", + "level": 2, + "parent_id": "483", + "path": [ + "Sports", + "Fishing Sports" + ], + "path_label": "Sports > Fishing Sports", + "retrieval_text": "IAB category path: Sports > Fishing Sports. Canonical label: Fishing Sports. Tier depth: 2. Parent path: Sports. Keywords: fishing sports, sports, sports fishing sports", + "unique_id": "511" + }, + { + "keywords": [ + "golf", + "sports", + "sports golf" + ], + "label": "Golf", + "level": 2, + "parent_id": "483", + "path": [ + "Sports", + "Golf" + ], + "path_label": "Sports > Golf", + "retrieval_text": "IAB category path: Sports > Golf. Canonical label: Golf. Tier depth: 2. Parent path: Sports. Keywords: golf, sports, sports golf", + "unique_id": "512" + }, + { + "keywords": [ + "gymnastics", + "sports", + "sports gymnastics" + ], + "label": "Gymnastics", + "level": 2, + "parent_id": "483", + "path": [ + "Sports", + "Gymnastics" + ], + "path_label": "Sports > Gymnastics", + "retrieval_text": "IAB category path: Sports > Gymnastics. Canonical label: Gymnastics. Tier depth: 2. Parent path: Sports. Keywords: gymnastics, sports, sports gymnastics", + "unique_id": "513" + }, + { + "keywords": [ + "hunting and shooting", + "sports", + "sports hunting and shooting" + ], + "label": "Hunting and Shooting", + "level": 2, + "parent_id": "483", + "path": [ + "Sports", + "Hunting and Shooting" + ], + "path_label": "Sports > Hunting and Shooting", + "retrieval_text": "IAB category path: Sports > Hunting and Shooting. Canonical label: Hunting and Shooting. Tier depth: 2. Parent path: Sports. Keywords: hunting and shooting, sports, sports hunting and shooting", + "unique_id": "514" + }, + { + "keywords": [ + "ice hockey", + "sports", + "sports ice hockey" + ], + "label": "Ice Hockey", + "level": 2, + "parent_id": "483", + "path": [ + "Sports", + "Ice Hockey" + ], + "path_label": "Sports > Ice Hockey", + "retrieval_text": "IAB category path: Sports > Ice Hockey. Canonical label: Ice Hockey. Tier depth: 2. Parent path: Sports. Keywords: ice hockey, sports, sports ice hockey", + "unique_id": "515" + }, + { + "keywords": [ + "inline skating", + "sports", + "sports inline skating" + ], + "label": "Inline Skating", + "level": 2, + "parent_id": "483", + "path": [ + "Sports", + "Inline Skating" + ], + "path_label": "Sports > Inline Skating", + "retrieval_text": "IAB category path: Sports > Inline Skating. Canonical label: Inline Skating. Tier depth: 2. Parent path: Sports. Keywords: inline skating, sports, sports inline skating", + "unique_id": "516" + }, + { + "keywords": [ + "lacrosse", + "sports", + "sports lacrosse" + ], + "label": "Lacrosse", + "level": 2, + "parent_id": "483", + "path": [ + "Sports", + "Lacrosse" + ], + "path_label": "Sports > Lacrosse", + "retrieval_text": "IAB category path: Sports > Lacrosse. Canonical label: Lacrosse. Tier depth: 2. Parent path: Sports. Keywords: lacrosse, sports, sports lacrosse", + "unique_id": "517" + }, + { + "keywords": [ + "martial arts", + "sports", + "sports martial arts" + ], + "label": "Martial Arts", + "level": 2, + "parent_id": "483", + "path": [ + "Sports", + "Martial Arts" + ], + "path_label": "Sports > Martial Arts", + "retrieval_text": "IAB category path: Sports > Martial Arts. Canonical label: Martial Arts. Tier depth: 2. Parent path: Sports. Keywords: martial arts, sports, sports martial arts", + "unique_id": "520" + }, + { + "keywords": [ + "olympic sports", + "sports", + "sports olympic sports" + ], + "label": "Olympic Sports", + "level": 2, + "parent_id": "483", + "path": [ + "Sports", + "Olympic Sports" + ], + "path_label": "Sports > Olympic Sports", + "retrieval_text": "IAB category path: Sports > Olympic Sports. Canonical label: Olympic Sports. Tier depth: 2. Parent path: Sports. Keywords: olympic sports, sports, sports olympic sports", + "unique_id": "521" + }, + { + "keywords": [ + "olympic sports", + "sports", + "sports olympic sports summer olympic sports", + "summer olympic sports" + ], + "label": "Summer Olympic Sports", + "level": 3, + "parent_id": "521", + "path": [ + "Sports", + "Olympic Sports", + "Summer Olympic Sports" + ], + "path_label": "Sports > Olympic Sports > Summer Olympic Sports", + "retrieval_text": "IAB category path: Sports > Olympic Sports > Summer Olympic Sports. Canonical label: Summer Olympic Sports. Tier depth: 3. Parent path: Sports > Olympic Sports. Keywords: olympic sports, sports, sports olympic sports summer olympic sports, summer olympic sports", + "unique_id": "522" + }, + { + "keywords": [ + "olympic sports", + "sports", + "sports olympic sports winter olympic sports", + "winter olympic sports" + ], + "label": "Winter Olympic Sports", + "level": 3, + "parent_id": "521", + "path": [ + "Sports", + "Olympic Sports", + "Winter Olympic Sports" + ], + "path_label": "Sports > Olympic Sports > Winter Olympic Sports", + "retrieval_text": "IAB category path: Sports > Olympic Sports > Winter Olympic Sports. Canonical label: Winter Olympic Sports. Tier depth: 3. Parent path: Sports > Olympic Sports. Keywords: olympic sports, sports, sports olympic sports winter olympic sports, winter olympic sports", + "unique_id": "523" + }, + { + "keywords": [ + "poker and professional gambling", + "sports", + "sports poker and professional gambling" + ], + "label": "Poker and Professional Gambling", + "level": 2, + "parent_id": "483", + "path": [ + "Sports", + "Poker and Professional Gambling" + ], + "path_label": "Sports > Poker and Professional Gambling", + "retrieval_text": "IAB category path: Sports > Poker and Professional Gambling. Canonical label: Poker and Professional Gambling. Tier depth: 2. Parent path: Sports. Keywords: poker and professional gambling, sports, sports poker and professional gambling", + "unique_id": "524" + }, + { + "keywords": [ + "rodeo", + "sports", + "sports rodeo" + ], + "label": "Rodeo", + "level": 2, + "parent_id": "483", + "path": [ + "Sports", + "Rodeo" + ], + "path_label": "Sports > Rodeo", + "retrieval_text": "IAB category path: Sports > Rodeo. Canonical label: Rodeo. Tier depth: 2. Parent path: Sports. Keywords: rodeo, sports, sports rodeo", + "unique_id": "525" + }, + { + "keywords": [ + "rowing", + "sports", + "sports rowing" + ], + "label": "Rowing", + "level": 2, + "parent_id": "483", + "path": [ + "Sports", + "Rowing" + ], + "path_label": "Sports > Rowing", + "retrieval_text": "IAB category path: Sports > Rowing. Canonical label: Rowing. Tier depth: 2. Parent path: Sports. Keywords: rowing, sports, sports rowing", + "unique_id": "526" + }, + { + "keywords": [ + "rugby", + "sports", + "sports rugby" + ], + "label": "Rugby", + "level": 2, + "parent_id": "483", + "path": [ + "Sports", + "Rugby" + ], + "path_label": "Sports > Rugby", + "retrieval_text": "IAB category path: Sports > Rugby. Canonical label: Rugby. Tier depth: 2. Parent path: Sports. Keywords: rugby, sports, sports rugby", + "unique_id": "527" + }, + { + "keywords": [ + "rugby", + "rugby league", + "sports", + "sports rugby rugby league" + ], + "label": "Rugby League", + "level": 3, + "parent_id": "527", + "path": [ + "Sports", + "Rugby", + "Rugby League" + ], + "path_label": "Sports > Rugby > Rugby League", + "retrieval_text": "IAB category path: Sports > Rugby > Rugby League. Canonical label: Rugby League. Tier depth: 3. Parent path: Sports > Rugby. Keywords: rugby, rugby league, sports, sports rugby rugby league", + "unique_id": "528" + }, + { + "keywords": [ + "rugby", + "rugby union", + "sports", + "sports rugby rugby union" + ], + "label": "Rugby Union", + "level": 3, + "parent_id": "527", + "path": [ + "Sports", + "Rugby", + "Rugby Union" + ], + "path_label": "Sports > Rugby > Rugby Union", + "retrieval_text": "IAB category path: Sports > Rugby > Rugby Union. Canonical label: Rugby Union. Tier depth: 3. Parent path: Sports > Rugby. Keywords: rugby, rugby union, sports, sports rugby rugby union", + "unique_id": "529" + }, + { + "keywords": [ + "sailing", + "sports", + "sports sailing" + ], + "label": "Sailing", + "level": 2, + "parent_id": "483", + "path": [ + "Sports", + "Sailing" + ], + "path_label": "Sports > Sailing", + "retrieval_text": "IAB category path: Sports > Sailing. Canonical label: Sailing. Tier depth: 2. Parent path: Sports. Keywords: sailing, sports, sports sailing", + "unique_id": "530" + }, + { + "keywords": [ + "skiing", + "sports", + "sports skiing" + ], + "label": "Skiing", + "level": 2, + "parent_id": "483", + "path": [ + "Sports", + "Skiing" + ], + "path_label": "Sports > Skiing", + "retrieval_text": "IAB category path: Sports > Skiing. Canonical label: Skiing. Tier depth: 2. Parent path: Sports. Keywords: skiing, sports, sports skiing", + "unique_id": "531" + }, + { + "keywords": [ + "snooker pool billiards", + "sports", + "sports snooker pool billiards" + ], + "label": "Snooker/Pool/Billiards", + "level": 2, + "parent_id": "483", + "path": [ + "Sports", + "Snooker/Pool/Billiards" + ], + "path_label": "Sports > Snooker/Pool/Billiards", + "retrieval_text": "IAB category path: Sports > Snooker/Pool/Billiards. Canonical label: Snooker/Pool/Billiards. Tier depth: 2. Parent path: Sports. Keywords: snooker pool billiards, sports, sports snooker pool billiards", + "unique_id": "532" + }, + { + "keywords": [ + "soccer", + "sports", + "sports soccer" + ], + "label": "Soccer", + "level": 2, + "parent_id": "483", + "path": [ + "Sports", + "Soccer" + ], + "path_label": "Sports > Soccer", + "retrieval_text": "IAB category path: Sports > Soccer. Canonical label: Soccer. Tier depth: 2. Parent path: Sports. Keywords: soccer, sports, sports soccer", + "unique_id": "533" + }, + { + "keywords": [ + "softball", + "sports", + "sports softball" + ], + "label": "Softball", + "level": 2, + "parent_id": "483", + "path": [ + "Sports", + "Softball" + ], + "path_label": "Sports > Softball", + "retrieval_text": "IAB category path: Sports > Softball. Canonical label: Softball. Tier depth: 2. Parent path: Sports. Keywords: softball, sports, sports softball", + "unique_id": "535" + }, + { + "keywords": [ + "sports", + "sports equipment", + "sports sports equipment" + ], + "label": "Sports Equipment", + "level": 2, + "parent_id": "483", + "path": [ + "Sports", + "Sports Equipment" + ], + "path_label": "Sports > Sports Equipment", + "retrieval_text": "IAB category path: Sports > Sports Equipment. Canonical label: Sports Equipment. Tier depth: 2. Parent path: Sports. Keywords: sports, sports equipment, sports sports equipment", + "unique_id": "551" + }, + { + "keywords": [ + "sports", + "sports squash", + "squash" + ], + "label": "Squash", + "level": 2, + "parent_id": "483", + "path": [ + "Sports", + "Squash" + ], + "path_label": "Sports > Squash", + "retrieval_text": "IAB category path: Sports > Squash. Canonical label: Squash. Tier depth: 2. Parent path: Sports. Keywords: sports, sports squash, squash", + "unique_id": "536" + }, + { + "keywords": [ + "sports", + "sports swimming", + "swimming" + ], + "label": "Swimming", + "level": 2, + "parent_id": "483", + "path": [ + "Sports", + "Swimming" + ], + "path_label": "Sports > Swimming", + "retrieval_text": "IAB category path: Sports > Swimming. Canonical label: Swimming. Tier depth: 2. Parent path: Sports. Keywords: sports, sports swimming, swimming", + "unique_id": "537" + }, + { + "keywords": [ + "sports", + "sports table tennis", + "table tennis" + ], + "label": "Table Tennis", + "level": 2, + "parent_id": "483", + "path": [ + "Sports", + "Table Tennis" + ], + "path_label": "Sports > Table Tennis", + "retrieval_text": "IAB category path: Sports > Table Tennis. Canonical label: Table Tennis. Tier depth: 2. Parent path: Sports. Keywords: sports, sports table tennis, table tennis", + "unique_id": "538" + }, + { + "keywords": [ + "sports", + "sports tennis", + "tennis" + ], + "label": "Tennis", + "level": 2, + "parent_id": "483", + "path": [ + "Sports", + "Tennis" + ], + "path_label": "Sports > Tennis", + "retrieval_text": "IAB category path: Sports > Tennis. Canonical label: Tennis. Tier depth: 2. Parent path: Sports. 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Keywords: rail travel, travel, travel travel type rail travel, travel type", + "unique_id": "669" + }, + { + "keywords": [ + "road trips", + "travel", + "travel travel type road trips", + "travel type" + ], + "label": "Road Trips", + "level": 3, + "parent_id": "664", + "path": [ + "Travel", + "Travel Type", + "Road Trips" + ], + "path_label": "Travel > Travel Type > Road Trips", + "retrieval_text": "IAB category path: Travel > Travel Type > Road Trips. Canonical label: Road Trips. Tier depth: 3. Parent path: Travel > Travel Type. Keywords: road trips, travel, travel travel type road trips, travel type", + "unique_id": "670" + }, + { + "keywords": [ + "spas", + "travel", + "travel travel type spas", + "travel type" + ], + "label": "Spas", + "level": 3, + "parent_id": "664", + "path": [ + "Travel", + "Travel Type", + "Spas" + ], + "path_label": "Travel > Travel Type > Spas", + "retrieval_text": "IAB category path: Travel > Travel Type > Spas. Canonical label: Spas. Tier depth: 3. Parent path: Travel > Travel Type. Keywords: spas, travel, travel travel type spas, travel type", + "unique_id": "671" + }, + { + "keywords": [ + "video gaming" + ], + "label": "Video Gaming", + "level": 1, + "parent_id": null, + "path": [ + "Video Gaming" + ], + "path_label": "Video Gaming", + "retrieval_text": "IAB category path: Video Gaming. Canonical label: Video Gaming. Tier depth: 1. Keywords: video gaming", + "unique_id": "680" + }, + { + "keywords": [ + "console games", + "video gaming", + "video gaming console games" + ], + "label": "Console Games", + "level": 2, + "parent_id": "680", + "path": [ + "Video Gaming", + "Console Games" + ], + "path_label": "Video Gaming > Console Games", + "retrieval_text": "IAB category path: Video Gaming > Console Games. Canonical label: Console Games. Tier depth: 2. Parent path: Video Gaming. Keywords: console games, video gaming, video gaming console games", + "unique_id": "681" + }, + { + "keywords": [ + "esports", + "video gaming", + "video gaming esports" + ], + "label": "eSports", + "level": 2, + "parent_id": "680", + "path": [ + "Video Gaming", + "eSports" + ], + "path_label": "Video Gaming > eSports", + "retrieval_text": "IAB category path: Video Gaming > eSports. Canonical label: eSports. Tier depth: 2. Parent path: Video Gaming. Keywords: esports, video gaming, video gaming esports", + "unique_id": "682" + }, + { + "keywords": [ + "mobile games", + "video gaming", + "video gaming mobile games" + ], + "label": "Mobile Games", + "level": 2, + "parent_id": "680", + "path": [ + "Video Gaming", + "Mobile Games" + ], + "path_label": "Video Gaming > Mobile Games", + "retrieval_text": "IAB category path: Video Gaming > Mobile Games. Canonical label: Mobile Games. Tier depth: 2. Parent path: Video Gaming. Keywords: mobile games, video gaming, video gaming mobile games", + "unique_id": "683" + }, + { + "keywords": [ + "pc games", + "video gaming", + "video gaming pc games" + ], + "label": "PC Games", + "level": 2, + "parent_id": "680", + "path": [ + "Video Gaming", + "PC Games" + ], + "path_label": "Video Gaming > PC Games", + "retrieval_text": "IAB category path: Video Gaming > PC Games. Canonical label: PC Games. Tier depth: 2. Parent path: Video Gaming. Keywords: pc games, video gaming, video gaming pc games", + "unique_id": "684" + }, + { + "keywords": [ + "video game genres", + "video gaming", + "video gaming video game genres" + ], + "label": "Video Game Genres", + "level": 2, + "parent_id": "680", + "path": [ + "Video Gaming", + "Video Game Genres" + ], + "path_label": "Video Gaming > Video Game Genres", + "retrieval_text": "IAB category path: Video Gaming > Video Game Genres. Canonical label: Video Game Genres. Tier depth: 2. Parent path: Video Gaming. Keywords: video game genres, video gaming, video gaming video game genres", + "unique_id": "685" + }, + { + "keywords": [ + "action video games", + "video game genres", + "video gaming", + "video gaming video game genres action video games" + ], + "label": "Action Video Games", + "level": 3, + "parent_id": "685", + "path": [ + "Video Gaming", + "Video Game Genres", + "Action Video Games" + ], + "path_label": "Video Gaming > Video Game Genres > Action Video Games", + "retrieval_text": "IAB category path: Video Gaming > Video Game Genres > Action Video Games. Canonical label: Action Video Games. Tier depth: 3. Parent path: Video Gaming > Video Game Genres. Keywords: action video games, video game genres, video gaming, video gaming video game genres action video games", + "unique_id": "686" + }, + { + "keywords": [ + "action adventure video games", + "video game genres", + "video gaming", + "video gaming video game genres action adventure video games" + ], + "label": "Action-Adventure Video Games", + "level": 3, + "parent_id": "685", + "path": [ + "Video Gaming", + "Video Game Genres", + "Action-Adventure Video Games" + ], + "path_label": "Video Gaming > Video Game Genres > Action-Adventure Video Games", + "retrieval_text": "IAB category path: Video Gaming > Video Game Genres > Action-Adventure Video Games. Canonical label: Action-Adventure Video Games. Tier depth: 3. Parent path: Video Gaming > Video Game Genres. Keywords: action adventure video games, video game genres, video gaming, video gaming video game genres action adventure video games", + "unique_id": "691" + }, + { + "keywords": [ + "adult video games", + "video game genres", + "video gaming", + "video gaming video game genres adult video games" + ], + "label": "Adult Video Games", + "level": 3, + "parent_id": "685", + "path": [ + "Video Gaming", + "Video Game Genres", + "Adult Video Games" + ], + "path_label": "Video Gaming > Video Game Genres > Adult Video Games", + "retrieval_text": "IAB category path: Video Gaming > Video Game Genres > Adult Video Games. Canonical label: Adult Video Games. Tier depth: 3. Parent path: Video Gaming > Video Game Genres. Keywords: adult video games, video game genres, video gaming, video gaming video game genres adult video games", + "unique_id": "MQ2XML" + }, + { + "keywords": [ + "adventure video games", + "video game genres", + "video gaming", + "video gaming video game genres adventure video games" + ], + "label": "Adventure Video Games", + "level": 3, + "parent_id": "685", + "path": [ + "Video Gaming", + "Video Game Genres", + "Adventure Video Games" + ], + "path_label": "Video Gaming > Video Game Genres > Adventure Video Games", + "retrieval_text": "IAB category path: Video Gaming > Video Game Genres > Adventure Video Games. Canonical label: Adventure Video Games. Tier depth: 3. Parent path: Video Gaming > Video Game Genres. Keywords: adventure video games, video game genres, video gaming, video gaming video game genres adventure video games", + "unique_id": "692" + }, + { + "keywords": [ + "casino and gambling video games", + "video game genres", + "video gaming", + "video gaming video game genres casino and gambling video games" + ], + "label": "Casino and Gambling Video Games", + "level": 3, + "parent_id": "685", + "path": [ + "Video Gaming", + "Video Game Genres", + "Casino and Gambling Video Games" + ], + "path_label": "Video Gaming > Video Game Genres > Casino and Gambling Video Games", + "retrieval_text": "IAB category path: Video Gaming > Video Game Genres > Casino and Gambling Video Games. Canonical label: Casino and Gambling Video Games. Tier depth: 3. Parent path: Video Gaming > Video Game Genres. Keywords: casino and gambling video games, video game genres, video gaming, video gaming video game genres casino and gambling video games", + "unique_id": "ZJG29S" + }, + { + "keywords": [ + "casual games", + "video game genres", + "video gaming", + "video gaming video game genres casual games" + ], + "label": "Casual Games", + "level": 3, + "parent_id": "685", + "path": [ + "Video Gaming", + "Video Game Genres", + "Casual Games" + ], + "path_label": "Video Gaming > Video Game Genres > Casual Games", + "retrieval_text": "IAB category path: Video Gaming > Video Game Genres > Casual Games. Canonical label: Casual Games. Tier depth: 3. Parent path: Video Gaming > Video Game Genres. Keywords: casual games, video game genres, video gaming, video gaming video game genres casual games", + "unique_id": "693" + }, + { + "keywords": [ + "educational video games", + "video game genres", + "video gaming", + "video gaming video game genres educational video games" + ], + "label": "Educational Video Games", + "level": 3, + "parent_id": "685", + "path": [ + "Video Gaming", + "Video Game Genres", + "Educational Video Games" + ], + "path_label": "Video Gaming > Video Game Genres > Educational Video Games", + "retrieval_text": "IAB category path: Video Gaming > Video Game Genres > Educational Video Games. Canonical label: Educational Video Games. Tier depth: 3. Parent path: Video Gaming > Video Game Genres. Keywords: educational video games, video game genres, video gaming, video gaming video game genres educational video games", + "unique_id": "694" + }, + { + "keywords": [ + "exercise and fitness video games", + "video game genres", + "video gaming", + "video gaming video game genres exercise and fitness video games" + ], + "label": "Exercise and Fitness Video Games", + "level": 3, + "parent_id": "685", + "path": [ + "Video Gaming", + "Video Game Genres", + "Exercise and Fitness Video Games" + ], + "path_label": "Video Gaming > Video Game Genres > Exercise and Fitness Video Games", + "retrieval_text": "IAB category path: Video Gaming > Video Game Genres > Exercise and Fitness Video Games. Canonical label: Exercise and Fitness Video Games. Tier depth: 3. Parent path: Video Gaming > Video Game Genres. Keywords: exercise and fitness video games, video game genres, video gaming, video gaming video game genres exercise and fitness video games", + "unique_id": "695" + }, + { + "keywords": [ + "family video games", + "video game genres", + "video gaming", + "video gaming video game genres family video games" + ], + "label": "Family Video Games", + "level": 3, + "parent_id": "685", + "path": [ + "Video Gaming", + "Video Game Genres", + "Family Video Games" + ], + "path_label": "Video Gaming > Video Game Genres > Family Video Games", + "retrieval_text": "IAB category path: Video Gaming > Video Game Genres > Family Video Games. Canonical label: Family Video Games. Tier depth: 3. Parent path: Video Gaming > Video Game Genres. Keywords: family video games, video game genres, video gaming, video gaming video game genres family video games", + "unique_id": "VWGKS7" + }, + { + "keywords": [ + "horror video games", + "video game genres", + "video gaming", + "video gaming video game genres horror video games" + ], + "label": "Horror Video Games", + "level": 3, + "parent_id": "685", + "path": [ + "Video Gaming", + "Video Game Genres", + "Horror Video Games" + ], + "path_label": "Video Gaming > Video Game Genres > Horror Video Games", + "retrieval_text": "IAB category path: Video Gaming > Video Game Genres > Horror Video Games. Canonical label: Horror Video Games. Tier depth: 3. Parent path: Video Gaming > Video Game Genres. Keywords: horror video games, video game genres, video gaming, video gaming video game genres horror video games", + "unique_id": "II436J" + }, + { + "keywords": [ + "mmos", + "video game genres", + "video gaming", + "video gaming video game genres mmos" + ], + "label": "MMOs", + "level": 3, + "parent_id": "685", + "path": [ + "Video Gaming", + "Video Game Genres", + "MMOs" + ], + "path_label": "Video Gaming > Video Game Genres > MMOs", + "retrieval_text": "IAB category path: Video Gaming > Video Game Genres > MMOs. Canonical label: MMOs. Tier depth: 3. Parent path: Video Gaming > Video Game Genres. Keywords: mmos, video game genres, video gaming, video gaming video game genres mmos", + "unique_id": "696" + }, + { + "keywords": [ + "music and party video games", + "video game genres", + "video gaming", + "video gaming video game genres music and party video games" + ], + "label": "Music and Party Video Games", + "level": 3, + "parent_id": "685", + "path": [ + "Video Gaming", + "Video Game Genres", + "Music and Party Video Games" + ], + "path_label": "Video Gaming > Video Game Genres > Music and Party Video Games", + "retrieval_text": "IAB category path: Video Gaming > Video Game Genres > Music and Party Video Games. Canonical label: Music and Party Video Games. Tier depth: 3. Parent path: Video Gaming > Video Game Genres. Keywords: music and party video games, video game genres, video gaming, video gaming video game genres music and party video games", + "unique_id": "697" + }, + { + "keywords": [ + "puzzle video games", + "video game genres", + "video gaming", + "video gaming video game genres puzzle video games" + ], + "label": "Puzzle Video Games", + "level": 3, + "parent_id": "685", + "path": [ + "Video Gaming", + "Video Game Genres", + "Puzzle Video Games" + ], + "path_label": "Video Gaming > Video Game Genres > Puzzle Video Games", + "retrieval_text": "IAB category path: Video Gaming > Video Game Genres > Puzzle Video Games. Canonical label: Puzzle Video Games. Tier depth: 3. Parent path: Video Gaming > Video Game Genres. Keywords: puzzle video games, video game genres, video gaming, video gaming video game genres puzzle video games", + "unique_id": "698" + }, + { + "keywords": [ + "racing video games", + "video game genres", + "video gaming", + "video gaming video game genres racing video games" + ], + "label": "Racing Video Games", + "level": 3, + "parent_id": "685", + "path": [ + "Video Gaming", + "Video Game Genres", + "Racing Video Games" + ], + "path_label": "Video Gaming > Video Game Genres > Racing Video Games", + "retrieval_text": "IAB category path: Video Gaming > Video Game Genres > Racing Video Games. Canonical label: Racing Video Games. Tier depth: 3. Parent path: Video Gaming > Video Game Genres. Keywords: racing video games, video game genres, video gaming, video gaming video game genres racing video games", + "unique_id": "VK7KD0" + }, + { + "keywords": [ + "role playing video games", + "video game genres", + "video gaming", + "video gaming video game genres role playing video games" + ], + "label": "Role-Playing Video Games", + "level": 3, + "parent_id": "685", + "path": [ + "Video Gaming", + "Video Game Genres", + "Role-Playing Video Games" + ], + "path_label": "Video Gaming > Video Game Genres > Role-Playing Video Games", + "retrieval_text": "IAB category path: Video Gaming > Video Game Genres > Role-Playing Video Games. Canonical label: Role-Playing Video Games. Tier depth: 3. Parent path: Video Gaming > Video Game Genres. Keywords: role playing video games, video game genres, video gaming, video gaming video game genres role playing video games", + "unique_id": "687" + }, + { + "keywords": [ + "simulation video games", + "video game genres", + "video gaming", + "video gaming video game genres simulation video games" + ], + "label": "Simulation Video Games", + "level": 3, + "parent_id": "685", + "path": [ + "Video Gaming", + "Video Game Genres", + "Simulation Video Games" + ], + "path_label": "Video Gaming > Video Game Genres > Simulation Video Games", + "retrieval_text": "IAB category path: Video Gaming > Video Game Genres > Simulation Video Games. Canonical label: Simulation Video Games. Tier depth: 3. Parent path: Video Gaming > Video Game Genres. Keywords: simulation video games, video game genres, video gaming, video gaming video game genres simulation video games", + "unique_id": "688" + }, + { + "keywords": [ + "sports video games", + "video game genres", + "video gaming", + "video gaming video game genres sports video games" + ], + "label": "Sports Video Games", + "level": 3, + "parent_id": "685", + "path": [ + "Video Gaming", + "Video Game Genres", + "Sports Video Games" + ], + "path_label": "Video Gaming > Video Game Genres > Sports Video Games", + "retrieval_text": "IAB category path: Video Gaming > Video Game Genres > Sports Video Games. Canonical label: Sports Video Games. Tier depth: 3. Parent path: Video Gaming > Video Game Genres. Keywords: sports video games, video game genres, video gaming, video gaming video game genres sports video games", + "unique_id": "689" + }, + { + "keywords": [ + "strategy video games", + "video game genres", + "video gaming", + "video gaming video game genres strategy video games" + ], + "label": "Strategy Video Games", + "level": 3, + "parent_id": "685", + "path": [ + "Video Gaming", + "Video Game Genres", + "Strategy Video Games" + ], + "path_label": "Video Gaming > Video Game Genres > Strategy Video Games", + "retrieval_text": "IAB category path: Video Gaming > Video Game Genres > Strategy Video Games. Canonical label: Strategy Video Games. Tier depth: 3. Parent path: Video Gaming > Video Game Genres. Keywords: strategy video games, video game genres, video gaming, video gaming video game genres strategy video games", + "unique_id": "690" + }, + { + "keywords": [ + "war and conflicts" + ], + "label": "War and Conflicts", + "level": 1, + "parent_id": null, + "path": [ + "War and Conflicts" + ], + "path_label": "War and Conflicts", + "retrieval_text": "IAB category path: War and Conflicts. Canonical label: War and Conflicts. Tier depth: 1. Keywords: war and conflicts", + "unique_id": "389" + } +] diff --git a/combined_inference.py b/combined_inference.py new file mode 100644 index 0000000000000000000000000000000000000000..5a9d46353a324e76673a4bd91a10450d865bbdc9 --- /dev/null +++ b/combined_inference.py @@ -0,0 +1,491 @@ +import argparse +import json +import os + +from config import ( + CAUTIONARY_SUBTYPES, + COMMERCIAL_SCORE_MIN, + HIGH_INTENT_SUBTYPES, + INTENT_SCORE_WEIGHTS, + LOW_SIGNAL_SUBTYPES, + PHASE_SCORE_WEIGHTS, + PROJECT_VERSION, + SAFE_FALLBACK_INTENTS, + SAFE_FALLBACK_SUBTYPE_FAMILIES, + SUBTYPE_FAMILY_MAP, + SUBTYPE_SCORE_WEIGHTS, +) +from inference_intent_type import predict as predict_intent_type +from inference_decision_phase import predict as predict_decision_phase +from inference_iab_classifier import predict as predict_iab_content_classifier +from inference_subtype import predict as predict_intent_subtype +from schemas import validate_classify_response + +# Degraded fallback only: production requires `training/train_iab.py` and +# `calibrate_confidence.py --head iab_content`. Used when weights are missing or forced via --skip-iab. +_SKIPPED_IAB_CONTENT: dict = { + "taxonomy": "IAB Content Taxonomy", + "taxonomy_version": "3.0", + "tier1": {"id": "skip_placeholder", "label": "Technology & computing"}, + "mapping_mode": "internal_extension", + "mapping_confidence": 0.0, +} +_SKIPPED_IAB_PRED: dict = {"calibrated": False, "placeholder": True} + + +def _force_iab_placeholder(explicit: bool) -> bool: + """Force placeholder IAB even when a trained classifier exists (tests / debugging).""" + if explicit: + return True + return os.environ.get("SKIP_IAB_CLASSIFIER", "").strip().lower() in ("1", "true", "yes") + + +def round_score(value: float) -> float: + return round(float(value), 4) + + +def iab_content_path(content: dict) -> tuple[str, ...]: + path = [] + for tier in ("tier1", "tier2", "tier3", "tier4"): + if tier in content: + path.append(content[tier]["label"]) + return tuple(path) + + +def subtype_family(subtype: str) -> str: + return SUBTYPE_FAMILY_MAP.get(subtype, "unknown") + + +def requires_subtype_threshold(subtype: str) -> bool: + return subtype not in LOW_SIGNAL_SUBTYPES + + +def compute_commercial_score(intent_type: str, decision_phase: str, subtype: str) -> float: + intent_weight = INTENT_SCORE_WEIGHTS.get(intent_type, 0.2) + phase_weight = PHASE_SCORE_WEIGHTS.get(decision_phase, 0.2) + subtype_weight = SUBTYPE_SCORE_WEIGHTS.get(subtype, 0.2) + return round_score((intent_weight * 0.2) + (phase_weight * 0.35) + (subtype_weight * 0.45)) + + +def build_summary(intent_type: str, decision_phase: str, subtype: str) -> str: + return f"Classified as {intent_type} intent with subtype {subtype} in the {decision_phase} phase." + + +def build_overall_confidence(intent_pred: dict, subtype_pred: dict, phase_pred: dict) -> float: + confidences = [intent_pred["confidence"], phase_pred["confidence"]] + if requires_subtype_threshold(subtype_pred["label"]): + confidences.append(subtype_pred["confidence"]) + return round_score(min(confidences)) + + +def build_fallback(intent_pred: dict, subtype_pred: dict, phase_pred: dict) -> dict | None: + intent_type = intent_pred["label"] + subtype = subtype_pred["label"] + subtype_group = subtype_family(subtype) + failed_components = [] + if not intent_pred["meets_confidence_threshold"]: + failed_components.append("intent_type") + if requires_subtype_threshold(subtype) and not subtype_pred["meets_confidence_threshold"]: + failed_components.append("intent_subtype") + if not phase_pred["meets_confidence_threshold"]: + failed_components.append("decision_phase") + + if intent_type == "ambiguous" or subtype == "follow_up": + reason = "ambiguous_query" + fallback_intent_type = "ambiguous" + eligibility = "not_allowed" + elif intent_type == "prohibited": + reason = "policy_default" + fallback_intent_type = "prohibited" + eligibility = "not_allowed" + elif intent_type in {"support", "chit_chat"}: + reason = "policy_default" + fallback_intent_type = intent_type + eligibility = "not_allowed" + elif intent_type == "personal_reflection" or subtype_group in SAFE_FALLBACK_SUBTYPE_FAMILIES: + reason = "policy_default" + fallback_intent_type = "personal_reflection" if subtype_group == "reflection" else "ambiguous" + eligibility = "not_allowed" + elif failed_components or intent_type in SAFE_FALLBACK_INTENTS: + reason = "confidence_below_threshold" + fallback_intent_type = "ambiguous" + eligibility = "not_allowed" + else: + return None + + return { + "applied": True, + "fallback_intent_type": fallback_intent_type, + "fallback_monetization_eligibility": eligibility, + "reason": reason, + "failed_components": failed_components, + } + + +def build_policy( + intent_type: str, + decision_phase: str, + subtype: str, + commercial_score: float, + iab_content: dict, + fallback: dict | None, + intent_pred: dict, + subtype_pred: dict, + phase_pred: dict, +) -> dict: + subtype_group = subtype_family(subtype) + applied_thresholds = { + "commercial_score_min": COMMERCIAL_SCORE_MIN, + "intent_type_confidence_min": intent_pred["confidence_threshold"], + "intent_subtype_confidence_min": subtype_pred["confidence_threshold"], + "decision_phase_confidence_min": phase_pred["confidence_threshold"], + } + if fallback is not None: + if fallback["reason"] == "ambiguous_query": + decision_basis = "fallback_ambiguous_intent" + elif fallback["reason"] == "policy_default": + decision_basis = "fallback_policy_default" + else: + decision_basis = "fallback_low_confidence" + return { + "monetization_eligibility": fallback["fallback_monetization_eligibility"], + "eligibility_reason": fallback["reason"], + "decision_basis": decision_basis, + "applied_thresholds": applied_thresholds, + "sensitivity": "high" if subtype_group in {"reflection", "support"} else "medium", + "regulated_vertical": False, + } + + if subtype in HIGH_INTENT_SUBTYPES and commercial_score >= 0.72: + return { + "monetization_eligibility": "allowed", + "eligibility_reason": "high_intent_subtype_signal", + "decision_basis": "score_threshold", + "applied_thresholds": applied_thresholds, + "sensitivity": "low", + "regulated_vertical": False, + } + + if intent_type == "commercial" and commercial_score >= COMMERCIAL_SCORE_MIN: + reason = "commercial_decision_signal_present" + if subtype == "product_discovery": + reason = "commercial_discovery_signal_present" + elif subtype in CAUTIONARY_SUBTYPES: + reason = "commercial_comparison_signal_present" + return { + "monetization_eligibility": "allowed_with_caution", + "eligibility_reason": reason, + "decision_basis": "score_threshold", + "applied_thresholds": applied_thresholds, + "sensitivity": "medium" if subtype == "deal_seeking" else "low", + "regulated_vertical": False, + } + + if subtype in {"download"} and commercial_score >= 0.42: + return { + "monetization_eligibility": "allowed_with_caution", + "eligibility_reason": "download_signal_present", + "decision_basis": "score_threshold", + "applied_thresholds": applied_thresholds, + "sensitivity": "low", + "regulated_vertical": False, + } + + if subtype_group == "post_purchase": + return { + "monetization_eligibility": "restricted", + "eligibility_reason": "post_purchase_setup_query", + "decision_basis": "score_threshold", + "applied_thresholds": applied_thresholds, + "sensitivity": "low", + "regulated_vertical": False, + } + + if subtype == "task_execution": + return { + "monetization_eligibility": "restricted", + "eligibility_reason": "operational_task_query", + "decision_basis": "score_threshold", + "applied_thresholds": applied_thresholds, + "sensitivity": "low", + "regulated_vertical": False, + } + + return { + "monetization_eligibility": "restricted", + "eligibility_reason": "commercial_signal_below_threshold", + "decision_basis": "score_threshold", + "applied_thresholds": applied_thresholds, + "sensitivity": "low", + "regulated_vertical": False, + } + + +def build_opportunity(subtype: str, fallback: dict | None) -> dict: + if fallback is not None or subtype_family(subtype) in SAFE_FALLBACK_SUBTYPE_FAMILIES: + return {"type": "none", "strength": "low"} + + if subtype in {"signup", "purchase", "booking", "contact_sales"}: + return {"type": "transaction_trigger", "strength": "high"} + if subtype == "provider_selection": + return {"type": "decision_moment", "strength": "high"} + if subtype in {"comparison", "evaluation"}: + return {"type": "comparison_slot", "strength": "high" if subtype == "comparison" else "medium"} + if subtype in {"product_discovery", "deal_seeking", "download", "onboarding_setup"}: + return {"type": "soft_recommendation", "strength": "medium" if subtype != "onboarding_setup" else "low"} + return {"type": "none", "strength": "low"} + + +def iab_path_labels(iab_content: dict) -> tuple[str | None, str | None, str | None, str | None]: + return ( + iab_content.get("tier1", {}).get("label"), + iab_content.get("tier2", {}).get("label"), + iab_content.get("tier3", {}).get("label"), + iab_content.get("tier4", {}).get("label"), + ) + + +def normalize_iab_label(label: str | None) -> str: + return (label or "").strip().lower() + + +def is_buyable_iab_path(iab_content: dict) -> bool: + tier1, tier2, tier3, tier4 = iab_path_labels(iab_content) + labels = [normalize_iab_label(label) for label in (tier1, tier2, tier3, tier4) if label] + if not labels: + return False + + joined = " > ".join(labels) + if any( + term in joined + for term in { + "buying and selling", + "shopping", + "sales and promotions", + "coupons and discounts", + "laptops", + "desktops", + "smartphones", + "tablets and e-readers", + "cameras and camcorders", + "wearable technology", + "computer software and applications", + "software and applications", + "web hosting", + "real estate renting and leasing", + "hotels and motels", + "air travel", + } + ): + return True + + tier1_label = labels[0] + tier2_label = labels[1] if len(labels) > 1 else "" + return ( + tier1_label in {"automotive", "shopping", "real estate", "travel"} + or (tier1_label == "technology & computing" and tier2_label in {"computing", "consumer electronics"}) + ) + + +def should_override_low_confidence_fallback( + fallback: dict | None, + intent_pred: dict, + subtype_pred: dict, + phase_pred: dict, + commercial_score: float, + iab_content: dict, +) -> bool: + if fallback is None or fallback.get("reason") != "confidence_below_threshold": + return False + failed_components = set(fallback.get("failed_components", [])) + if not failed_components or len(failed_components) > 2: + return False + if len(failed_components) == 2 and failed_components != {"intent_type", "decision_phase"}: + return False + if intent_pred["label"] != "commercial": + return False + if phase_pred["label"] not in {"consideration", "decision", "action"}: + return False + if subtype_family(subtype_pred["label"]) in SAFE_FALLBACK_SUBTYPE_FAMILIES: + return False + if subtype_pred["label"] not in { + "product_discovery", + "comparison", + "evaluation", + "deal_seeking", + "provider_selection", + "purchase", + "booking", + "contact_sales", + }: + return False + if not is_buyable_iab_path(iab_content): + return False + mapping_confidence = iab_content.get("mapping_confidence", 0.0) + subtype_threshold = subtype_pred["confidence_threshold"] + subtype_confidence = subtype_pred["confidence"] + + if failed_components == {"intent_subtype"}: + return ( + intent_pred["meets_confidence_threshold"] + and phase_pred["meets_confidence_threshold"] + and subtype_confidence >= max(0.2, subtype_threshold - 0.03) + and commercial_score >= 0.78 + and mapping_confidence >= 0.8 + ) + + if failed_components == {"intent_type", "decision_phase"}: + return ( + subtype_pred["meets_confidence_threshold"] + and commercial_score >= 0.72 + and mapping_confidence >= 0.72 + ) + + return False + + +def build_iab_content( + text: str, + intent_type: str, + subtype: str, + decision_phase: str, + confidence_threshold: float | None = None, + *, + force_placeholder: bool = False, +) -> tuple[dict, dict]: + if force_placeholder: + return _SKIPPED_IAB_CONTENT, _SKIPPED_IAB_PRED + classifier_pred = predict_iab_content_classifier(text, confidence_threshold=confidence_threshold) + if classifier_pred is None: + # Missing IAB artifacts: valid JSON only; check meta.iab_mapping_is_placeholder. Train + calibrate IAB for production. + return _SKIPPED_IAB_CONTENT, _SKIPPED_IAB_PRED + return classifier_pred["content"], classifier_pred + + +def classify_query( + text: str, + threshold_overrides: dict[str, float] | None = None, + *, + force_iab_placeholder: bool = False, +) -> dict: + threshold_overrides = threshold_overrides or {} + force_iab_placeholder = _force_iab_placeholder(force_iab_placeholder) + intent_pred = predict_intent_type(text, confidence_threshold=threshold_overrides.get("intent_type")) + subtype_pred = predict_intent_subtype(text, confidence_threshold=threshold_overrides.get("intent_subtype")) + phase_pred = predict_decision_phase(text, confidence_threshold=threshold_overrides.get("decision_phase")) + + intent_type = intent_pred["label"] + subtype = subtype_pred["label"] + decision_phase = phase_pred["label"] + confidence = build_overall_confidence(intent_pred, subtype_pred, phase_pred) + commercial_score = compute_commercial_score(intent_type, decision_phase, subtype) + iab_content, iab_pred = build_iab_content( + text, + intent_type, + subtype, + decision_phase, + confidence_threshold=threshold_overrides.get("iab_content"), + force_placeholder=force_iab_placeholder, + ) + fallback = build_fallback(intent_pred, subtype_pred, phase_pred) + if should_override_low_confidence_fallback( + fallback, + intent_pred, + subtype_pred, + phase_pred, + commercial_score, + iab_content, + ): + fallback = None + + payload = { + "model_output": { + "classification": { + "iab_content": iab_content, + "intent": { + "type": intent_type, + "subtype": subtype, + "decision_phase": decision_phase, + "confidence": confidence, + "commercial_score": commercial_score, + "summary": build_summary(intent_type, decision_phase, subtype), + "component_confidence": { + "intent_type": { + "label": intent_pred["label"], + "confidence": intent_pred["confidence"], + "raw_confidence": intent_pred["raw_confidence"], + "confidence_threshold": intent_pred["confidence_threshold"], + "calibrated": intent_pred["calibrated"], + "meets_threshold": intent_pred["meets_confidence_threshold"], + }, + "intent_subtype": { + "label": subtype_pred["label"], + "confidence": subtype_pred["confidence"], + "raw_confidence": subtype_pred["raw_confidence"], + "confidence_threshold": subtype_pred["confidence_threshold"], + "calibrated": subtype_pred["calibrated"], + "meets_threshold": subtype_pred["meets_confidence_threshold"], + }, + "decision_phase": { + "label": phase_pred["label"], + "confidence": phase_pred["confidence"], + "raw_confidence": phase_pred["raw_confidence"], + "confidence_threshold": phase_pred["confidence_threshold"], + "calibrated": phase_pred["calibrated"], + "meets_threshold": phase_pred["meets_confidence_threshold"], + }, + "overall_strategy": "min_required_component_confidence", + }, + } + }, + "fallback": fallback, + }, + "system_decision": { + "policy": build_policy( + intent_type, + decision_phase, + subtype, + commercial_score, + iab_content, + fallback, + intent_pred, + subtype_pred, + phase_pred, + ), + "opportunity": build_opportunity(subtype, fallback), + "intent_trajectory": [decision_phase], + }, + "meta": { + "system_version": PROJECT_VERSION, + "calibration_enabled": bool( + intent_pred["calibrated"] + or subtype_pred["calibrated"] + or phase_pred["calibrated"] + or (iab_pred is not None and iab_pred["calibrated"]) + ), + "iab_mapping_is_placeholder": bool(iab_pred is not None and iab_pred.get("placeholder")), + }, + } + return validate_classify_response(payload) + + +def main(): + parser = argparse.ArgumentParser( + description=( + "Run combined IAB + intent classification. Production requires trained+calibrated IAB " + "under iab_classifier_model_output/; use meta.iab_mapping_is_placeholder to detect degraded mode." + ) + ) + parser.add_argument("text", help="Raw query to classify") + parser.add_argument( + "--skip-iab", + action="store_true", + dest="force_iab_placeholder", + help="Ignore the IAB classifier and return placeholder mapping (testing only).", + ) + args = parser.parse_args() + print(json.dumps(classify_query(args.text, force_iab_placeholder=args.force_iab_placeholder), indent=2)) + + +if __name__ == "__main__": + main() diff --git a/complete_pipeline.py b/complete_pipeline.py new file mode 100644 index 0000000000000000000000000000000000000000..bb55ec3bac27d180d347594e0f76838ecfa11bbb --- /dev/null +++ b/complete_pipeline.py @@ -0,0 +1,27 @@ +#!/usr/bin/env python3 +"""End-to-end production pipeline entry point (Colab-friendly). + +Runs ``training/run_full_training_pipeline.py`` and forwards CLI args. + +Typical: + python complete_pipeline.py --complete + python complete_pipeline.py --skip-full-eval --complete # Colab: skip heavy eval suites + python training/pipeline_verify.py # only check artifacts +""" +from __future__ import annotations + +import subprocess +import sys +from pathlib import Path + +BASE_DIR = Path(__file__).resolve().parent + + +def main() -> None: + script = BASE_DIR / "training" / "run_full_training_pipeline.py" + cmd = [sys.executable, str(script), *sys.argv[1:]] + subprocess.run(cmd, cwd=BASE_DIR, check=True) + + +if __name__ == "__main__": + main() diff --git a/config.py b/config.py new file mode 100644 index 0000000000000000000000000000000000000000..6f7e20d55a8c70372bf3a60235ecbf66034fdff4 --- /dev/null +++ b/config.py @@ -0,0 +1,395 @@ +from __future__ import annotations + +import csv +import os +from dataclasses import dataclass +from pathlib import Path + +PROJECT_VERSION = "0.6.0-phase4" + +BASE_DIR = Path(__file__).resolve().parent +ARTIFACTS_DIR = BASE_DIR / "artifacts" +CALIBRATION_ARTIFACTS_DIR = ARTIFACTS_DIR / "calibration" +EVALUATION_ARTIFACTS_DIR = ARTIFACTS_DIR / "evaluation" +IAB_ARTIFACTS_DIR = ARTIFACTS_DIR / "iab" +FULL_INTENT_TAXONOMY_DATA_DIR = BASE_DIR / "data" / "full_intent_taxonomy" +INTENT_TYPE_DIFFICULTY_DATA_DIR = BASE_DIR / "data" / "intent_type_difficulty" +INTENT_TYPE_BENCHMARK_PATH = BASE_DIR / "data" / "intent_type_benchmark.jsonl" +DECISION_PHASE_DIFFICULTY_DATA_DIR = BASE_DIR / "data" / "decision_phase_difficulty" +DECISION_PHASE_BENCHMARK_PATH = BASE_DIR / "data" / "decision_phase_benchmark.jsonl" +SUBTYPE_DIFFICULTY_DATA_DIR = BASE_DIR / "data" / "subtype_difficulty" +SUBTYPE_BENCHMARK_PATH = BASE_DIR / "data" / "subtype_benchmark.jsonl" +IAB_DIFFICULTY_DATA_DIR = BASE_DIR / "data" / "iab_difficulty" +IAB_BENCHMARK_PATH = BASE_DIR / "data" / "iab_benchmark.jsonl" +IAB_CROSS_VERTICAL_BENCHMARK_PATH = BASE_DIR / "data" / "iab_cross_vertical_benchmark.jsonl" + +DEFAULT_API_HOST = "127.0.0.1" +DEFAULT_API_PORT = 8008 +DEFAULT_BENCHMARK_PATH = BASE_DIR / "examples" / "demo_prompt_suite.json" +KNOWN_FAILURE_CASES_PATH = BASE_DIR / "examples" / "known_failure_cases.json" +IAB_TAXONOMY_VERSION = os.environ.get("IAB_TAXONOMY_VERSION_OVERRIDE", "3.0") +IAB_TAXONOMY_PATH = Path( + os.environ.get( + "IAB_TAXONOMY_PATH_OVERRIDE", + str(BASE_DIR / "data" / "iab-content" / f"Content Taxonomy {IAB_TAXONOMY_VERSION}.tsv"), + ) +) +IAB_TAXONOMY_GRAPH_PATH = IAB_ARTIFACTS_DIR / "taxonomy_graph.json" +IAB_TAXONOMY_NODES_PATH = IAB_ARTIFACTS_DIR / "taxonomy_nodes.json" +IAB_TAXONOMY_EMBEDDINGS_PATH = IAB_ARTIFACTS_DIR / "taxonomy_embeddings.pt" +IAB_DATASET_SUMMARY_PATH = IAB_ARTIFACTS_DIR / "dataset_summary.json" +MULTITASK_INTENT_MODEL_DIR = BASE_DIR / "multitask_intent_model_output" +IAB_CLASSIFIER_MODEL_DIR = BASE_DIR / "iab_classifier_model_output" +IAB_RETRIEVAL_LOCAL_MODEL_DIR = BASE_DIR / "iab_embedding_model_output" +IAB_QUALITY_TARGET_CASES_PATH = BASE_DIR / "examples" / "iab_mapping_cases.json" +IAB_CROSS_VERTICAL_QUALITY_TARGET_CASES_PATH = BASE_DIR / "examples" / "iab_cross_vertical_mapping_cases.json" +IAB_BEHAVIOR_LOCK_CASES_PATH = BASE_DIR / "examples" / "iab_behavior_lock_cases.json" +IAB_CROSS_VERTICAL_BEHAVIOR_LOCK_CASES_PATH = BASE_DIR / "examples" / "iab_cross_vertical_behavior_lock_cases.json" +IAB_RETRIEVAL_SPLIT_PATHS = { + "train": BASE_DIR / "data" / "iab" / "train.jsonl", + "val": BASE_DIR / "data" / "iab" / "val.jsonl", + "test": BASE_DIR / "data" / "iab" / "test.jsonl", +} +IAB_RETRIEVAL_STRESS_SUITE_PATHS = { + "hard_cases": BASE_DIR / "data" / "iab" / "hard_cases.jsonl", + "extended_cases": BASE_DIR / "data" / "iab" / "extended_cases.jsonl", + "difficulty_benchmark": IAB_BENCHMARK_PATH, + "cross_vertical_benchmark": IAB_CROSS_VERTICAL_BENCHMARK_PATH, +} +IAB_RETRIEVAL_FALLBACK_MODEL_NAME = "Alibaba-NLP/gte-Qwen2-1.5B-instruct" +IAB_RETRIEVAL_MODEL_MAX_LENGTH = 2048 +IAB_RETRIEVAL_TOP_K = 16 +IAB_RETRIEVAL_DEPTH_BONUS = 0.01 +IAB_RETRIEVAL_PREFIX_CONFIDENCE_THRESHOLDS = { + 1: 0.5, + 2: 0.54, + 3: 0.58, + 4: 0.62, +} +IAB_PARENT_FALLBACK_CONFIDENCE_FLOOR = 0.3 + +INTENT_TYPE_LABELS = ( + "informational", + "exploratory", + "commercial", + "transactional", + "support", + "personal_reflection", + "creative_generation", + "chit_chat", + "ambiguous", + "prohibited", +) + +DECISION_PHASE_LABELS = ( + "awareness", + "research", + "consideration", + "decision", + "action", + "post_purchase", + "support", +) + +SUBTYPE_LABELS = ( + "education", + "product_discovery", + "comparison", + "evaluation", + "deal_seeking", + "provider_selection", + "signup", + "purchase", + "booking", + "download", + "contact_sales", + "task_execution", + "onboarding_setup", + "troubleshooting", + "account_help", + "billing_help", + "follow_up", + "emotional_reflection", +) + +def build_label_maps(labels: tuple[str, ...]) -> tuple[dict[str, int], dict[int, str]]: + label2id = {label: idx for idx, label in enumerate(labels)} + id2label = {idx: label for label, idx in label2id.items()} + return label2id, id2label + + +def _looks_like_local_hf_model_dir(path: Path) -> bool: + return ( + path.is_dir() + and (path / "config.json").exists() + and ((path / "model.safetensors").exists() or (path / "pytorch_model.bin").exists()) + ) + + +def _load_iab_path_labels(path: Path) -> tuple[str, ...]: + with path.open("r", encoding="utf-8") as handle: + reader = csv.reader(handle, delimiter="\t") + rows = list(reader) + + header = rows[1] + labels: list[str] = [] + for row in rows[2:]: + padded = row + [""] * (len(header) - len(row)) + item = dict(zip(header, padded)) + path_parts = [ + item.get(key, "").strip() + for key in ("Tier 1", "Tier 2", "Tier 3", "Tier 4") + if item.get(key, "").strip() + ] + if path_parts: + labels.append(" > ".join(path_parts)) + return tuple(labels) + + +IAB_PATH_LABELS = _load_iab_path_labels(IAB_TAXONOMY_PATH) + + +@dataclass(frozen=True) +class HeadConfig: + slug: str + task_name: str + model_name: str + model_dir: Path + data_dir: Path + label_field: str + labels: tuple[str, ...] + max_length: int + default_confidence_threshold: float + target_accept_precision: float + min_calibrated_confidence_threshold: float + stress_suite_paths: dict[str, Path] + + @property + def label2id(self) -> dict[str, int]: + return build_label_maps(self.labels)[0] + + @property + def id2label(self) -> dict[int, str]: + return build_label_maps(self.labels)[1] + + @property + def calibration_path(self) -> Path: + return CALIBRATION_ARTIFACTS_DIR / f"{self.slug}.json" + + @property + def split_paths(self) -> dict[str, Path]: + return { + "train": self.data_dir / "train.jsonl", + "val": self.data_dir / "val.jsonl", + "test": self.data_dir / "test.jsonl", + } + + +INTENT_HEAD_CONFIG = HeadConfig( + slug="intent_type", + task_name="intent.type", + model_name="distilbert-base-uncased", + model_dir=BASE_DIR / "model_output", + data_dir=BASE_DIR / "data", + label_field="intent_type", + labels=INTENT_TYPE_LABELS, + max_length=64, + default_confidence_threshold=0.7, + target_accept_precision=0.8, + min_calibrated_confidence_threshold=0.4, + stress_suite_paths={ + "hard_cases": BASE_DIR / "data" / "hard_cases.jsonl", + "third_wave_cases": BASE_DIR / "data" / "third_wave_cases.jsonl", + "difficulty_benchmark": INTENT_TYPE_BENCHMARK_PATH, + }, +) + +DECISION_PHASE_HEAD_CONFIG = HeadConfig( + slug="decision_phase", + task_name="intent.decision_phase", + model_name="distilbert-base-uncased", + model_dir=BASE_DIR / "decision_phase_model_output", + data_dir=BASE_DIR / "data" / "decision_phase", + label_field="decision_phase", + labels=DECISION_PHASE_LABELS, + max_length=64, + default_confidence_threshold=0.5, + target_accept_precision=0.75, + min_calibrated_confidence_threshold=0.22, + stress_suite_paths={ + "hard_cases": BASE_DIR / "data" / "decision_phase" / "hard_cases.jsonl", + "final_wave_cases": BASE_DIR / "data" / "decision_phase" / "final_wave_cases.jsonl", + "difficulty_benchmark": DECISION_PHASE_BENCHMARK_PATH, + }, +) + +SUBTYPE_HEAD_CONFIG = HeadConfig( + slug="intent_subtype", + task_name="intent.subtype", + model_name="distilbert-base-uncased", + model_dir=BASE_DIR / "subtype_model_output", + data_dir=BASE_DIR / "data" / "subtype", + label_field="intent_subtype", + labels=SUBTYPE_LABELS, + max_length=72, + default_confidence_threshold=0.45, + target_accept_precision=0.75, + min_calibrated_confidence_threshold=0.25, + stress_suite_paths={ + "hard_cases": BASE_DIR / "data" / "subtype" / "hard_cases.jsonl", + "extended_cases": BASE_DIR / "data" / "subtype" / "extended_cases.jsonl", + "difficulty_benchmark": SUBTYPE_BENCHMARK_PATH, + }, +) + +IAB_HEAD_CONFIG = HeadConfig( + slug="iab_content", + task_name="iab.content", + model_name="distilbert-base-uncased", + model_dir=IAB_CLASSIFIER_MODEL_DIR, + data_dir=BASE_DIR / "data" / "iab", + label_field="iab_path", + labels=IAB_PATH_LABELS, + max_length=96, + default_confidence_threshold=0.2, + target_accept_precision=0.7, + min_calibrated_confidence_threshold=0.12, + stress_suite_paths=IAB_RETRIEVAL_STRESS_SUITE_PATHS, +) + +IAB_RETRIEVAL_MODEL_NAME = os.environ.get( + "IAB_RETRIEVAL_MODEL_NAME_OVERRIDE", + str(IAB_RETRIEVAL_LOCAL_MODEL_DIR) + if _looks_like_local_hf_model_dir(IAB_RETRIEVAL_LOCAL_MODEL_DIR) + else IAB_RETRIEVAL_FALLBACK_MODEL_NAME, +) + +HEAD_CONFIGS = { + INTENT_HEAD_CONFIG.slug: INTENT_HEAD_CONFIG, + SUBTYPE_HEAD_CONFIG.slug: SUBTYPE_HEAD_CONFIG, + DECISION_PHASE_HEAD_CONFIG.slug: DECISION_PHASE_HEAD_CONFIG, + IAB_HEAD_CONFIG.slug: IAB_HEAD_CONFIG, +} + +COMMERCIAL_SCORE_MIN = 0.6 +SAFE_FALLBACK_INTENTS = {"ambiguous", "support", "personal_reflection", "chit_chat", "prohibited"} + +INTENT_SCORE_WEIGHTS = { + "informational": 0.15, + "exploratory": 0.35, + "commercial": 0.75, + "transactional": 0.95, + "support": 0.0, + "personal_reflection": 0.0, + "creative_generation": 0.0, + "chit_chat": 0.0, + "ambiguous": 0.1, + "prohibited": 0.0, +} + +INTENT_TYPE_TRAINING_WEIGHTS = { + "informational": 1.0, + "exploratory": 1.0, + "commercial": 1.7, + "transactional": 1.9, + "support": 1.6, + "personal_reflection": 0.85, + "creative_generation": 0.75, + "chit_chat": 0.7, + "ambiguous": 1.1, + "prohibited": 2.2, +} + +PHASE_SCORE_WEIGHTS = { + "awareness": 0.1, + "research": 0.35, + "consideration": 0.7, + "decision": 0.85, + "action": 1.0, + "post_purchase": 0.15, + "support": 0.0, +} + +DECISION_PHASE_TRAINING_WEIGHTS = { + "awareness": 0.9, + "research": 1.0, + "consideration": 1.35, + "decision": 1.8, + "action": 1.55, + "post_purchase": 1.15, + "support": 1.5, +} + +SUBTYPE_TRAINING_WEIGHTS = { + "education": 0.95, + "product_discovery": 1.55, + "comparison": 1.65, + "evaluation": 1.1, + "deal_seeking": 1.7, + "provider_selection": 1.75, + "signup": 1.6, + "purchase": 1.9, + "booking": 1.45, + "download": 1.1, + "contact_sales": 1.55, + "task_execution": 1.0, + "onboarding_setup": 1.05, + "troubleshooting": 1.4, + "account_help": 1.55, + "billing_help": 1.6, + "follow_up": 0.9, + "emotional_reflection": 0.85, +} + +SUBTYPE_SCORE_WEIGHTS = { + "education": 0.05, + "product_discovery": 0.58, + "comparison": 0.74, + "evaluation": 0.68, + "deal_seeking": 0.71, + "provider_selection": 0.9, + "signup": 0.92, + "purchase": 1.0, + "booking": 0.94, + "download": 0.46, + "contact_sales": 0.95, + "task_execution": 0.22, + "onboarding_setup": 0.18, + "troubleshooting": 0.0, + "account_help": 0.0, + "billing_help": 0.0, + "follow_up": 0.05, + "emotional_reflection": 0.0, +} + +SUBTYPE_FAMILY_MAP = { + "education": "informational", + "product_discovery": "commercial", + "comparison": "commercial", + "evaluation": "commercial", + "deal_seeking": "commercial", + "provider_selection": "commercial", + "signup": "transactional", + "purchase": "transactional", + "booking": "transactional", + "download": "transactional", + "contact_sales": "transactional", + "task_execution": "transactional", + "onboarding_setup": "post_purchase", + "troubleshooting": "support", + "account_help": "support", + "billing_help": "support", + "follow_up": "ambiguous", + "emotional_reflection": "reflection", +} + +SAFE_FALLBACK_SUBTYPE_FAMILIES = {"support", "ambiguous", "reflection"} +HIGH_INTENT_SUBTYPES = {"provider_selection", "signup", "purchase", "booking", "contact_sales"} +CAUTIONARY_SUBTYPES = {"comparison", "evaluation", "deal_seeking", "download"} +LOW_SIGNAL_SUBTYPES = {"education", "follow_up", "onboarding_setup", "task_execution"} + + +def ensure_artifact_dirs() -> None: + CALIBRATION_ARTIFACTS_DIR.mkdir(parents=True, exist_ok=True) + EVALUATION_ARTIFACTS_DIR.mkdir(parents=True, exist_ok=True) + IAB_ARTIFACTS_DIR.mkdir(parents=True, exist_ok=True) diff --git a/data/decision_phase/final_wave_cases.jsonl b/data/decision_phase/final_wave_cases.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..58c8efd50f5d3b9683948d1fb5f6ed8d6a21f394 --- /dev/null +++ b/data/decision_phase/final_wave_cases.jsonl @@ -0,0 +1,27 @@ +{"text":"What does CRM do for a business?","decision_phase":"awareness"} +{"text":"What is a CRM platform?","decision_phase":"awareness"} +{"text":"How do CRM systems help sales teams?","decision_phase":"awareness"} +{"text":"What is CRM software used for in a small business?","decision_phase":"awareness"} +{"text":"Help me understand CRM fundamentals","decision_phase":"research"} +{"text":"Walk me through how startups use CRM tools","decision_phase":"research"} +{"text":"Show me how CRM systems help small businesses","decision_phase":"research"} +{"text":"Teach me the basics of CRM for a small team","decision_phase":"research"} +{"text":"What CRM options should a small startup look at?","decision_phase":"consideration"} +{"text":"Show me CRM choices for a two-person team","decision_phase":"consideration"} +{"text":"Which CRM tools are worth considering for a startup?","decision_phase":"consideration"} +{"text":"What are the best CRM candidates for a growing startup?","decision_phase":"consideration"} +{"text":"Which CRM should we choose for our two-person sales team?","decision_phase":"decision"} +{"text":"Should we pick HubSpot or Zoho for our startup?","decision_phase":"decision"} +{"text":"Which CRM should we commit to before next month?","decision_phase":"decision"} +{"text":"HubSpot or Pipedrive for our team right now?","decision_phase":"decision"} +{"text":"How do I connect my email after creating the account?","decision_phase":"post_purchase"} +{"text":"Where do I configure our pipeline after purchase?","decision_phase":"post_purchase"} +{"text":"How do I invite teammates after we sign up?","decision_phase":"post_purchase"} +{"text":"How do I set up user permissions after we subscribe?","decision_phase":"post_purchase"} +{"text":"I am locked out of my workspace","decision_phase":"support"} +{"text":"Our account setup page keeps crashing","decision_phase":"support"} +{"text":"Why does the password reset email never arrive?","decision_phase":"support"} +{"text":"The login form keeps rejecting my credentials","decision_phase":"support"} +{"text":"What is auto buying and selling?","decision_phase":"awareness"} +{"text":"Best SUV to buy in 2026","decision_phase":"consideration"} +{"text":"Which electric car should I buy this year?","decision_phase":"decision"} diff --git a/data/decision_phase/hard_cases.jsonl b/data/decision_phase/hard_cases.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..24ffbd1a88dd2715aeaafde9040cc2822f31d0f2 --- /dev/null +++ b/data/decision_phase/hard_cases.jsonl @@ -0,0 +1,39 @@ +{"text":"What does CRM stand for in software?","decision_phase":"awareness"} +{"text":"What is a CRM used for?","decision_phase":"awareness"} +{"text":"How does a CRM work?","decision_phase":"awareness"} +{"text":"What does a customer relationship platform do?","decision_phase":"awareness"} +{"text":"What is a sales 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consider?","decision_phase":"consideration"} +{"text":"Show me CRM tools for a five-person company","decision_phase":"consideration"} +{"text":"Which CRM vendors are worth considering for a startup?","decision_phase":"consideration"} +{"text":"HubSpot or Zoho for my team?","decision_phase":"decision"} +{"text":"Should I choose HubSpot or Pipedrive for our team?","decision_phase":"decision"} +{"text":"Which CRM should we commit to this month?","decision_phase":"decision"} +{"text":"Is Zoho the right CRM for our budget?","decision_phase":"decision"} +{"text":"Which one should we go with for our sales process?","decision_phase":"decision"} +{"text":"Which CRM should I sign with today?","decision_phase":"decision"} +{"text":"How do I import contacts after signing up?","decision_phase":"post_purchase"} +{"text":"How do I configure my account after purchase?","decision_phase":"post_purchase"} +{"text":"How do I set up user permissions in my new CRM?","decision_phase":"post_purchase"} +{"text":"What should I do first after creating my workspace?","decision_phase":"post_purchase"} +{"text":"How do I connect email after I subscribe?","decision_phase":"post_purchase"} +{"text":"Show me how to onboard teammates after signup","decision_phase":"post_purchase"} +{"text":"My password reset link is not working","decision_phase":"support"} +{"text":"I cannot access my dashboard","decision_phase":"support"} +{"text":"Why am I getting a billing error?","decision_phase":"support"} +{"text":"My integration setup failed and now I am stuck","decision_phase":"support"} +{"text":"The login code never arrived","decision_phase":"support"} +{"text":"I keep getting an error when I try to export contacts","decision_phase":"support"} +{"text":"What cars should I look at for a family of five?","decision_phase":"research"} +{"text":"Toyota Corolla vs Honda Civic for commuting","decision_phase":"consideration"} +{"text":"Which car to buy in 2026","decision_phase":"decision"} diff --git a/data/decision_phase/test.jsonl b/data/decision_phase/test.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..a91fb19f3fdfa7fb956082ea33712e852c5c1973 --- /dev/null +++ b/data/decision_phase/test.jsonl @@ -0,0 +1,29 @@ +{"text":"Explain the basics of customer onboarding","decision_phase":"research"} +{"text":"What problems does CRM solve?","decision_phase":"awareness"} +{"text":"What kinds of CRM are best for consultants?","decision_phase":"consideration"} +{"text":"What solutions can help monitor AI search visibility?","decision_phase":"research"} +{"text":"Which CRM is easier for a 5-person sales team to adopt?","decision_phase":"consideration"} +{"text":"Compare AI search monetization platforms for publishers","decision_phase":"consideration"} +{"text":"Is this the right time to switch from spreadsheets to a CRM?","decision_phase":"decision"} +{"text":"Which AI search analytics platform should we commit to?","decision_phase":"decision"} +{"text":"Reserve my seat for the webinar","decision_phase":"action"} +{"text":"Subscribe me to the product updates","decision_phase":"action"} +{"text":"How do I set goals for our first month using this tool?","decision_phase":"post_purchase"} +{"text":"What should we do first after buying this platform?","decision_phase":"post_purchase"} +{"text":"The API is returning errors","decision_phase":"support"} +{"text":"How do I recover deleted contacts?","decision_phase":"support"} +{"text":"What is a CRM used for?","decision_phase":"awareness"} +{"text":"Help me understand how CRM tools work for startups","decision_phase":"research"} +{"text":"What CRM platforms should a real estate team consider?","decision_phase":"consideration"} +{"text":"Should I choose HubSpot or Pipedrive for our team?","decision_phase":"decision"} +{"text":"What should I do first after creating my workspace?","decision_phase":"post_purchase"} +{"text":"The login code never arrived","decision_phase":"support"} +{"text":"What is CRM software used for in a small business?","decision_phase":"awareness"} +{"text":"Teach me the basics of CRM for a small team","decision_phase":"research"} +{"text":"What are the best CRM candidates for a growing startup?","decision_phase":"consideration"} +{"text":"HubSpot or Pipedrive for our team right now?","decision_phase":"decision"} +{"text":"How do I set up user permissions after we subscribe?","decision_phase":"post_purchase"} +{"text":"The login form keeps rejecting my credentials","decision_phase":"support"} +{"text":"How does buying a used car work?","decision_phase":"research"} +{"text":"Which EV should I buy this year","decision_phase":"decision"} +{"text":"Reserve a test drive for tomorrow","decision_phase":"action"} diff --git a/data/decision_phase/train.jsonl b/data/decision_phase/train.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..8de0793b337ec7fdfa8998a9ee334decc6087ac9 --- /dev/null +++ b/data/decision_phase/train.jsonl @@ -0,0 +1,102 @@ +{"text":"What is CRM software?","decision_phase":"awareness"} +{"text":"Why do businesses use CRM systems?","decision_phase":"awareness"} +{"text":"How does lead tracking work?","decision_phase":"awareness"} +{"text":"What is agentic advertising?","decision_phase":"awareness"} +{"text":"What does zero click search mean?","decision_phase":"awareness"} +{"text":"How do AI search engines make money?","decision_phase":"awareness"} +{"text":"Why is customer retention important?","decision_phase":"awareness"} +{"text":"What is marketing attribution?","decision_phase":"awareness"} +{"text":"What tools can help a sales team stay organized?","decision_phase":"research"} +{"text":"How can I improve lead management for a small business?","decision_phase":"research"} +{"text":"What software should I look at for customer support?","decision_phase":"research"} +{"text":"What are some CRM options for startups?","decision_phase":"consideration"} +{"text":"Which platforms help with product analytics?","decision_phase":"research"} +{"text":"What are good tools for email automation?","decision_phase":"research"} +{"text":"How should I evaluate AI search monitoring tools?","decision_phase":"research"} +{"text":"What are alternatives to spreadsheets for sales tracking?","decision_phase":"research"} +{"text":"HubSpot vs Zoho for a small team","decision_phase":"consideration"} +{"text":"Compare Salesforce and Pipedrive for B2B sales","decision_phase":"consideration"} +{"text":"Is HubSpot better than Zoho for lead tracking?","decision_phase":"consideration"} +{"text":"Which CRM has better automation for startups?","decision_phase":"consideration"} +{"text":"Compare onboarding tools for SaaS products","decision_phase":"consideration"} +{"text":"Amplitude vs Mixpanel for product analytics","decision_phase":"consideration"} +{"text":"Which AI visibility tool fits a lean marketing team?","decision_phase":"consideration"} +{"text":"Compare help desk platforms with live chat","decision_phase":"consideration"} +{"text":"Which CRM should I buy for a 3-person startup?","decision_phase":"decision"} +{"text":"Should I choose HubSpot or Zoho this week?","decision_phase":"decision"} +{"text":"What is the best CRM for my budget under $100 a month?","decision_phase":"decision"} +{"text":"Which plan should I choose for Mixpanel?","decision_phase":"decision"} +{"text":"Which vendor is the better fit for our sales team?","decision_phase":"decision"} +{"text":"Should we go with Intercom or Zendesk for support?","decision_phase":"decision"} +{"text":"Is the pro plan worth it for our company size?","decision_phase":"decision"} +{"text":"Which option gives us the best value right now?","decision_phase":"decision"} +{"text":"Start my free trial","decision_phase":"action"} +{"text":"Sign me up for the demo","decision_phase":"action"} +{"text":"Book a meeting with sales","decision_phase":"action"} +{"text":"Create my account","decision_phase":"action"} +{"text":"Buy the annual plan now","decision_phase":"action"} +{"text":"Download the pricing guide","decision_phase":"action"} +{"text":"Request a quote","decision_phase":"action"} +{"text":"Schedule implementation for next week","decision_phase":"action"} +{"text":"How do I set up my new CRM?","decision_phase":"post_purchase"} +{"text":"Show me how to import contacts into HubSpot","decision_phase":"post_purchase"} +{"text":"What is the best way to onboard our team after purchase?","decision_phase":"post_purchase"} +{"text":"How do I configure lead stages in the platform?","decision_phase":"post_purchase"} +{"text":"How can I get more value from our subscription?","decision_phase":"post_purchase"} +{"text":"How do I connect Salesforce to Gmail?","decision_phase":"post_purchase"} +{"text":"Where can I find usage analytics for my account?","decision_phase":"post_purchase"} +{"text":"How do I roll this tool out to my team?","decision_phase":"post_purchase"} +{"text":"I cannot log into my account","decision_phase":"support"} +{"text":"Why is my invoice wrong?","decision_phase":"support"} +{"text":"The integration keeps failing","decision_phase":"support"} +{"text":"How do I reset my password?","decision_phase":"support"} +{"text":"Our dashboard is not loading","decision_phase":"support"} +{"text":"I need help canceling my subscription","decision_phase":"support"} +{"text":"Why was my credit card declined?","decision_phase":"support"} +{"text":"The export button is broken","decision_phase":"support"} +{"text":"What does CRM stand for in software?","decision_phase":"awareness"} +{"text":"What does a customer relationship platform do?","decision_phase":"awareness"} +{"text":"What is a sales CRM?","decision_phase":"awareness"} +{"text":"Why do companies need CRM software?","decision_phase":"awareness"} +{"text":"Walk me through the basics of lead management software","decision_phase":"research"} +{"text":"Teach me how CRM platforms help small sales 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purchase?","decision_phase":"post_purchase"} +{"text":"How do I set up user permissions in my new CRM?","decision_phase":"post_purchase"} +{"text":"How do I connect email after I subscribe?","decision_phase":"post_purchase"} +{"text":"Show me how to onboard teammates after signup","decision_phase":"post_purchase"} +{"text":"I cannot access my dashboard","decision_phase":"support"} +{"text":"Why am I getting a billing error?","decision_phase":"support"} +{"text":"My integration setup failed and now I am stuck","decision_phase":"support"} +{"text":"I keep getting an error when I try to export contacts","decision_phase":"support"} +{"text":"What does CRM do for a business?","decision_phase":"awareness"} +{"text":"What is a CRM platform?","decision_phase":"awareness"} +{"text":"Help me understand CRM fundamentals","decision_phase":"research"} +{"text":"Walk me through how startups use CRM tools","decision_phase":"research"} +{"text":"What CRM options should a small startup look at?","decision_phase":"consideration"} +{"text":"Show me CRM choices for a two-person team","decision_phase":"consideration"} +{"text":"Which CRM should we choose for our two-person sales team?","decision_phase":"decision"} +{"text":"Should we pick HubSpot or Zoho for our startup?","decision_phase":"decision"} +{"text":"How do I connect my email after creating the account?","decision_phase":"post_purchase"} +{"text":"Where do I configure our pipeline after purchase?","decision_phase":"post_purchase"} +{"text":"I am locked out of my workspace","decision_phase":"support"} +{"text":"Our account setup page keeps crashing","decision_phase":"support"} +{"text":"What is auto buying and selling?","decision_phase":"awareness"} +{"text":"How does car financing work for first-time buyers?","decision_phase":"awareness"} +{"text":"What cars should I look at for a family of five?","decision_phase":"research"} +{"text":"Help me understand how to compare cars before buying","decision_phase":"research"} +{"text":"Toyota Corolla vs Honda Civic for commuting","decision_phase":"consideration"} +{"text":"Best SUV to buy in 2026","decision_phase":"consideration"} +{"text":"Which car to buy in 2026","decision_phase":"decision"} +{"text":"Which electric car should I buy this year?","decision_phase":"decision"} +{"text":"Book a test drive for the new SUV","decision_phase":"action"} +{"text":"Reserve this car for pickup tomorrow","decision_phase":"action"} diff --git a/data/decision_phase/val.jsonl b/data/decision_phase/val.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..c2b3aed62a3f843159836f8315fff3a01200bdc3 --- /dev/null +++ b/data/decision_phase/val.jsonl @@ -0,0 +1,29 @@ +{"text":"How do sales pipelines work?","decision_phase":"awareness"} +{"text":"What does product analytics measure?","decision_phase":"awareness"} +{"text":"What solutions exist for onboarding new users?","decision_phase":"research"} +{"text":"What tools can help reduce churn?","decision_phase":"research"} +{"text":"Which CRM integrates better with Gmail?","decision_phase":"consideration"} +{"text":"What are the pros and cons of Intercom vs Zendesk?","decision_phase":"consideration"} +{"text":"What costs less HubSpot or Zoho?","decision_phase":"decision"} +{"text":"Which tool should we sign with this quarter?","decision_phase":"decision"} +{"text":"Begin checkout","decision_phase":"action"} +{"text":"Activate my subscription","decision_phase":"action"} +{"text":"What features should we enable first after signup?","decision_phase":"post_purchase"} +{"text":"How do I invite teammates to the workspace?","decision_phase":"post_purchase"} +{"text":"How do I contact support about a billing issue?","decision_phase":"support"} +{"text":"My team members are not receiving invites","decision_phase":"support"} +{"text":"How does a CRM work?","decision_phase":"awareness"} +{"text":"Explain CRM basics","decision_phase":"research"} +{"text":"Best CRM for a 3-person startup","decision_phase":"consideration"} +{"text":"HubSpot or Zoho for my team?","decision_phase":"decision"} +{"text":"How do I import contacts after signing up?","decision_phase":"post_purchase"} +{"text":"My password reset link is not working","decision_phase":"support"} +{"text":"How do CRM systems help sales teams?","decision_phase":"awareness"} +{"text":"Show me how CRM systems help small businesses","decision_phase":"research"} +{"text":"Which CRM tools are worth considering for a startup?","decision_phase":"consideration"} +{"text":"Which CRM should we commit to before next month?","decision_phase":"decision"} +{"text":"How do I invite teammates after we sign up?","decision_phase":"post_purchase"} +{"text":"Why does the password reset email never arrive?","decision_phase":"support"} +{"text":"What is car financing?","decision_phase":"awareness"} +{"text":"Best hybrid SUV for a family","decision_phase":"consideration"} +{"text":"Schedule a test drive for this sedan","decision_phase":"action"} diff --git a/data/decision_phase_benchmark.jsonl b/data/decision_phase_benchmark.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..18d2c0e1e3ae1afa7b15f9dd8074e3ea324be7a7 --- /dev/null +++ b/data/decision_phase_benchmark.jsonl @@ -0,0 +1,105 @@ +{"decision_phase": "awareness", "difficulty": "easy", "source": "decision_phase_benchmark", "text": "What is help desk software?"} +{"decision_phase": "awareness", "difficulty": "easy", "source": "decision_phase_benchmark", "text": "Explain help desk software."} +{"decision_phase": "awareness", "difficulty": "easy", "source": "decision_phase_benchmark", "text": "How does help desk platform work?"} +{"decision_phase": "awareness", "difficulty": "easy", "source": "decision_phase_benchmark", "text": "What does Zendesk do?"} +{"decision_phase": "awareness", "difficulty": "easy", "source": "decision_phase_benchmark", "text": "Give me the basics of help desk software."} +{"decision_phase": "awareness", "difficulty": "medium", "source": "decision_phase_benchmark", "text": "Help me understand what problem Toyota Corolla solves."} +{"decision_phase": "awareness", "difficulty": "medium", "source": "decision_phase_benchmark", "text": "What should a beginner know about cars?"} +{"decision_phase": "awareness", "difficulty": "medium", "source": "decision_phase_benchmark", "text": "Before I look at options, what is a car?"} +{"decision_phase": "awareness", "difficulty": "medium", "source": "decision_phase_benchmark", "text": "What is the purpose of cars in daily commuting?"} +{"decision_phase": "awareness", "difficulty": "medium", "source": "decision_phase_benchmark", "text": "What does a car actually help with?"} +{"decision_phase": "awareness", "difficulty": "hard", "source": "decision_phase_benchmark", "text": "I am not shopping yet, I just want to understand what hosting platforms is."} +{"decision_phase": "awareness", "difficulty": "hard", "source": "decision_phase_benchmark", "text": "Before I evaluate anything, what role does hosting platforms play in a startup launch?"} +{"decision_phase": "awareness", "difficulty": "hard", "source": "decision_phase_benchmark", "text": "I keep hearing about Vercel; what is it actually for?"} +{"decision_phase": "awareness", "difficulty": "hard", "source": "decision_phase_benchmark", "text": "Can you clarify what people mean by hosting platforms in practice?"} +{"decision_phase": "awareness", "difficulty": "hard", "source": "decision_phase_benchmark", "text": "I only need an overview of hosting platforms right now."} +{"decision_phase": "research", "difficulty": "easy", "source": "decision_phase_benchmark", "text": "What help desk tools should I explore for a support team?"} +{"decision_phase": "research", "difficulty": "easy", "source": "decision_phase_benchmark", "text": "Show me options to consider for handle tickets faster."} +{"decision_phase": "research", "difficulty": "easy", "source": "decision_phase_benchmark", "text": "What tools should I look at for a support team?"} +{"decision_phase": "research", "difficulty": "easy", "source": "decision_phase_benchmark", "text": "Help me research help desk tools."} +{"decision_phase": "research", "difficulty": "easy", "source": "decision_phase_benchmark", "text": "Where should I start with help desk tools?"} +{"decision_phase": "research", "difficulty": "medium", "source": "decision_phase_benchmark", "text": "I am early in the process and want to explore cars."} +{"decision_phase": "research", "difficulty": "medium", "source": "decision_phase_benchmark", "text": "Give me a shortlist of cars worth researching."} +{"decision_phase": "research", "difficulty": "medium", "source": "decision_phase_benchmark", "text": "What directions should I investigate for choose the right car?"} +{"decision_phase": "research", "difficulty": "medium", "source": "decision_phase_benchmark", "text": "What categories should I look at before narrowing down?"} +{"decision_phase": "research", "difficulty": "medium", "source": "decision_phase_benchmark", "text": "What are some promising cars for daily commuting?"} +{"decision_phase": "research", "difficulty": "hard", "source": "decision_phase_benchmark", "text": "I am not ready to compare vendors yet, just help me scope the market."} +{"decision_phase": "research", "difficulty": "hard", "source": "decision_phase_benchmark", "text": "What should I research first if I am only beginning to look at hosting providers?"} +{"decision_phase": "research", "difficulty": "hard", "source": "decision_phase_benchmark", "text": "I need a landscape view before I make a shortlist."} +{"decision_phase": "research", "difficulty": "hard", "source": "decision_phase_benchmark", "text": "What are the main options in this space before I decide anything?"} +{"decision_phase": "research", "difficulty": "hard", "source": "decision_phase_benchmark", "text": "Help me map the market for hosting providers without recommending one yet."} +{"decision_phase": "consideration", "difficulty": "easy", "source": "decision_phase_benchmark", "text": "Best help desk platform for a support team."} +{"decision_phase": "consideration", "difficulty": "easy", "source": "decision_phase_benchmark", "text": "Zendesk vs Freshdesk."} +{"decision_phase": "consideration", "difficulty": "easy", "source": "decision_phase_benchmark", "text": "Compare help desk tools for handle tickets faster."} +{"decision_phase": "consideration", "difficulty": "easy", "source": "decision_phase_benchmark", "text": "Which help desk platform looks best for a support team?"} +{"decision_phase": "consideration", "difficulty": "easy", "source": "decision_phase_benchmark", "text": "What are some help desk tools worth considering?"} +{"decision_phase": "consideration", "difficulty": "medium", "source": "decision_phase_benchmark", "text": "Compare Toyota Corolla and Honda Civic for choose the right car."} +{"decision_phase": "consideration", "difficulty": "medium", "source": "decision_phase_benchmark", "text": "What are the pros and cons of Toyota Corolla?"} +{"decision_phase": "consideration", "difficulty": "medium", "source": "decision_phase_benchmark", "text": "Help me evaluate the best cars for daily commuting."} +{"decision_phase": "consideration", "difficulty": "medium", "source": "decision_phase_benchmark", "text": "Which car seems worth considering right now?"} +{"decision_phase": "consideration", "difficulty": "medium", "source": "decision_phase_benchmark", "text": "I am comparing options for choose the right car; what should be on the shortlist?"} +{"decision_phase": "consideration", "difficulty": "hard", "source": "decision_phase_benchmark", "text": "I am past basic research and now weighing tradeoffs between Vercel and Netlify."} +{"decision_phase": "consideration", "difficulty": "hard", "source": "decision_phase_benchmark", "text": "I want to compare serious options before committing to one."} +{"decision_phase": "consideration", "difficulty": "hard", "source": "decision_phase_benchmark", "text": "Help me think through the tradeoffs in the current shortlist."} +{"decision_phase": "consideration", "difficulty": "hard", "source": "decision_phase_benchmark", "text": "What looks strongest if I am narrowing down to a few options?"} +{"decision_phase": "consideration", "difficulty": "hard", "source": "decision_phase_benchmark", "text": "I have done research, now help me compare the finalists."} +{"decision_phase": "decision", "difficulty": "easy", "source": "decision_phase_benchmark", "text": "Which help desk platform should I choose?"} +{"decision_phase": "decision", "difficulty": "easy", "source": "decision_phase_benchmark", "text": "Should I pick Zendesk or Freshdesk?"} +{"decision_phase": "decision", "difficulty": "easy", "source": "decision_phase_benchmark", "text": "Which option should I commit to?"} +{"decision_phase": "decision", "difficulty": "easy", "source": "decision_phase_benchmark", "text": "What is the best fit for me right now?"} +{"decision_phase": "decision", "difficulty": "easy", "source": "decision_phase_benchmark", "text": "Which plan should I choose today?"} +{"decision_phase": "decision", "difficulty": "medium", "source": "decision_phase_benchmark", "text": "I am ready to decide between Toyota Corolla and Honda Civic."} +{"decision_phase": "decision", "difficulty": "medium", "source": "decision_phase_benchmark", "text": "Help me pick the final option for choose the right car."} +{"decision_phase": "decision", "difficulty": "medium", "source": "decision_phase_benchmark", "text": "Which car should I commit to this week?"} +{"decision_phase": "decision", "difficulty": "medium", "source": "decision_phase_benchmark", "text": "I need to make the call now; which option fits best?"} +{"decision_phase": "decision", "difficulty": "medium", "source": "decision_phase_benchmark", "text": "What should I choose if I need to decide today?"} +{"decision_phase": "decision", "difficulty": "hard", "source": "decision_phase_benchmark", "text": "I have a shortlist and need to commit to one vendor now."} +{"decision_phase": "decision", "difficulty": "hard", "source": "decision_phase_benchmark", "text": "I am at the point of commitment and need a final recommendation."} +{"decision_phase": "decision", "difficulty": "hard", "source": "decision_phase_benchmark", "text": "Which option should we sign off on before next week?"} +{"decision_phase": "decision", "difficulty": "hard", "source": "decision_phase_benchmark", "text": "I have enough information; tell me which one to go with."} +{"decision_phase": "decision", "difficulty": "hard", "source": "decision_phase_benchmark", "text": "I need the final pick, not another round of comparison."} +{"decision_phase": "action", "difficulty": "easy", "source": "decision_phase_benchmark", "text": "Start my free trial."} +{"decision_phase": "action", "difficulty": "easy", "source": "decision_phase_benchmark", "text": "Book a demo with Zendesk."} +{"decision_phase": "action", "difficulty": "easy", "source": "decision_phase_benchmark", "text": "Create my account."} +{"decision_phase": "action", "difficulty": "easy", "source": "decision_phase_benchmark", "text": "Buy Zendesk now."} +{"decision_phase": "action", "difficulty": "easy", "source": "decision_phase_benchmark", "text": "Download the help desk buyer guide."} +{"decision_phase": "action", "difficulty": "medium", "source": "decision_phase_benchmark", "text": "Take me to checkout for Toyota Corolla."} +{"decision_phase": "action", "difficulty": "medium", "source": "decision_phase_benchmark", "text": "Get me signed up for Toyota Corolla."} +{"decision_phase": "action", "difficulty": "medium", "source": "decision_phase_benchmark", "text": "Reserve my spot with Toyota Corolla."} +{"decision_phase": "action", "difficulty": "medium", "source": "decision_phase_benchmark", "text": "I want to purchase Toyota Corolla today."} +{"decision_phase": "action", "difficulty": "medium", "source": "decision_phase_benchmark", "text": "Send me the download link for the car buying worksheet."} +{"decision_phase": "action", "difficulty": "hard", "source": "decision_phase_benchmark", "text": "I am ready to move forward now, where do I start the purchase?"} +{"decision_phase": "action", "difficulty": "hard", "source": "decision_phase_benchmark", "text": "Help me complete the signup flow for Vercel."} +{"decision_phase": "action", "difficulty": "hard", "source": "decision_phase_benchmark", "text": "I want to act on this immediately and get access now."} +{"decision_phase": "action", "difficulty": "hard", "source": "decision_phase_benchmark", "text": "Can you help me finish the order for Vercel?"} +{"decision_phase": "action", "difficulty": "hard", "source": "decision_phase_benchmark", "text": "I have decided, now let me complete the next step."} +{"decision_phase": "post_purchase", "difficulty": "easy", "source": "decision_phase_benchmark", "text": "How do I set up my new help desk platform?"} +{"decision_phase": "post_purchase", "difficulty": "easy", "source": "decision_phase_benchmark", "text": "Show me how to import contacts into Zendesk."} +{"decision_phase": "post_purchase", "difficulty": "easy", "source": "decision_phase_benchmark", "text": "How do I onboard my team after purchase?"} +{"decision_phase": "post_purchase", "difficulty": "easy", "source": "decision_phase_benchmark", "text": "What should I enable first after signup?"} +{"decision_phase": "post_purchase", "difficulty": "easy", "source": "decision_phase_benchmark", "text": "How do I configure my account now that I signed up?"} +{"decision_phase": "post_purchase", "difficulty": "medium", "source": "decision_phase_benchmark", "text": "We already subscribed; how do we get value quickly?"} +{"decision_phase": "post_purchase", "difficulty": "medium", "source": "decision_phase_benchmark", "text": "What is the best way to roll this out after purchase?"} +{"decision_phase": "post_purchase", "difficulty": "medium", "source": "decision_phase_benchmark", "text": "Help me configure Toyota Corolla now that we bought it."} +{"decision_phase": "post_purchase", "difficulty": "medium", "source": "decision_phase_benchmark", "text": "How do I invite teammates after signing up?"} +{"decision_phase": "post_purchase", "difficulty": "medium", "source": "decision_phase_benchmark", "text": "What should I do first after we activate the plan?"} +{"decision_phase": "post_purchase", "difficulty": "hard", "source": "decision_phase_benchmark", "text": "We already made the purchase, now I need guidance on rollout and setup."} +{"decision_phase": "post_purchase", "difficulty": "hard", "source": "decision_phase_benchmark", "text": "This is not a buying decision anymore; I need post-purchase onboarding help."} +{"decision_phase": "post_purchase", "difficulty": "hard", "source": "decision_phase_benchmark", "text": "I need adoption guidance now that the contract is signed."} +{"decision_phase": "post_purchase", "difficulty": "hard", "source": "decision_phase_benchmark", "text": "What is the right onboarding sequence after we commit to Vercel?"} +{"decision_phase": "post_purchase", "difficulty": "hard", "source": "decision_phase_benchmark", "text": "We are past checkout and need implementation help."} +{"decision_phase": "support", "difficulty": "easy", "source": "decision_phase_benchmark", "text": "I cannot log into my billing portal."} +{"decision_phase": "support", "difficulty": "easy", "source": "decision_phase_benchmark", "text": "How do I reset my password?"} +{"decision_phase": "support", "difficulty": "easy", "source": "decision_phase_benchmark", "text": "My invoice is wrong."} +{"decision_phase": "support", "difficulty": "easy", "source": "decision_phase_benchmark", "text": "The integration keeps failing."} +{"decision_phase": "support", "difficulty": "easy", "source": "decision_phase_benchmark", "text": "Our dashboard is not loading."} +{"decision_phase": "support", "difficulty": "medium", "source": "decision_phase_benchmark", "text": "Can you help me fix a test drive booking?"} +{"decision_phase": "support", "difficulty": "medium", "source": "decision_phase_benchmark", "text": "I am stuck because my reservation keeps breaking."} +{"decision_phase": "support", "difficulty": "medium", "source": "decision_phase_benchmark", "text": "My password reset link is not working."} +{"decision_phase": "support", "difficulty": "medium", "source": "decision_phase_benchmark", "text": "I need support with my reservation."} +{"decision_phase": "support", "difficulty": "medium", "source": "decision_phase_benchmark", "text": "Why is Toyota Corolla not syncing correctly?"} +{"decision_phase": "support", "difficulty": "hard", "source": "decision_phase_benchmark", "text": "I am not evaluating anything, I just need this issue fixed."} +{"decision_phase": "support", "difficulty": "hard", "source": "decision_phase_benchmark", "text": "This is a live support problem, not a buying question."} +{"decision_phase": "support", "difficulty": "hard", "source": "decision_phase_benchmark", "text": "Please help me resolve a problem with my existing account."} +{"decision_phase": "support", "difficulty": "hard", "source": "decision_phase_benchmark", "text": "I cannot continue because something is broken in my setup."} +{"decision_phase": "support", "difficulty": "hard", "source": "decision_phase_benchmark", "text": "I need troubleshooting help, not recommendations."} diff --git a/data/decision_phase_difficulty/test.jsonl b/data/decision_phase_difficulty/test.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..1013edb71a3230638c748c1ce78c0b19270c9be1 --- /dev/null +++ b/data/decision_phase_difficulty/test.jsonl @@ -0,0 +1,39 @@ +{"decision_phase": "awareness", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Explain analytics software."} +{"decision_phase": "awareness", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "What does HubSpot do?"} +{"decision_phase": "awareness", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Give me the basics of laptops."} +{"decision_phase": "awareness", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "What should a beginner know about analytics platforms?"} +{"decision_phase": "awareness", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "What is the purpose of crm software in a small sales team?"} +{"decision_phase": "awareness", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "What does a laptop actually help with?"} +{"decision_phase": "awareness", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "Before I evaluate anything, what role does analytics software play in a product team?"} +{"decision_phase": "awareness", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "Can you clarify what people mean by crm software in practice?"} +{"decision_phase": "awareness", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "I only need an overview of laptops right now."} +{"decision_phase": "research", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Show me options to consider for measure activation."} +{"decision_phase": "research", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Help me research CRM tools."} +{"decision_phase": "research", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Where should I start with laptops?"} +{"decision_phase": "research", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "Give me a shortlist of analytics platforms worth researching."} +{"decision_phase": "research", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "What categories should I look at before narrowing down?"} +{"decision_phase": "research", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "I need a landscape view before I make a shortlist."} +{"decision_phase": "consideration", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Mixpanel vs Amplitude."} +{"decision_phase": "consideration", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Which CRM looks best for a small sales team?"} +{"decision_phase": "consideration", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "What are some laptops worth considering?"} +{"decision_phase": "consideration", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "What are the pros and cons of Mixpanel?"} +{"decision_phase": "consideration", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "Which CRM seems worth considering right now?"} +{"decision_phase": "consideration", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "I am comparing options for choose the right laptop; what should be on the shortlist?"} +{"decision_phase": "consideration", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "Help me think through the tradeoffs in the current shortlist."} +{"decision_phase": "decision", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Should I pick Mixpanel or Amplitude?"} +{"decision_phase": "decision", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "Help me pick the final option for measure activation."} +{"decision_phase": "decision", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "I need to make the call now; which option fits best?"} +{"decision_phase": "decision", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "I need the final pick, not another round of comparison."} +{"decision_phase": "action", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Create my account."} +{"decision_phase": "action", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Download the analytics setup guide."} +{"decision_phase": "action", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "Get me signed up for Mixpanel."} +{"decision_phase": "action", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "I want to purchase HubSpot today."} +{"decision_phase": "action", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "Send me the download link for the laptop buying checklist."} +{"decision_phase": "action", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "I want to act on this immediately and get access now."} +{"decision_phase": "post_purchase", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Show me how to import contacts into Mixpanel."} +{"decision_phase": "post_purchase", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "Help me configure MacBook Air now that we bought it."} +{"decision_phase": "post_purchase", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "What is the right onboarding sequence after we commit to Mixpanel?"} +{"decision_phase": "support", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "My invoice is wrong."} +{"decision_phase": "support", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "I am stuck because my dashboard keeps breaking."} +{"decision_phase": "support", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "I need support with my order."} +{"decision_phase": "support", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "I need troubleshooting help, not recommendations."} diff --git a/data/decision_phase_difficulty/train.jsonl b/data/decision_phase_difficulty/train.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..d81007072ea3cc15ca5e02f0eaad32add29c25ce --- /dev/null +++ b/data/decision_phase_difficulty/train.jsonl @@ -0,0 +1,145 @@ +{"decision_phase": "awareness", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "What is crm software?"} +{"decision_phase": "awareness", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "What is analytics software?"} +{"decision_phase": "awareness", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "What is laptops?"} +{"decision_phase": "awareness", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Explain laptops."} +{"decision_phase": "awareness", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "How does CRM work?"} +{"decision_phase": "awareness", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "How does analytics platform work?"} +{"decision_phase": "awareness", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "What does Mixpanel do?"} +{"decision_phase": "awareness", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "What does MacBook Air do?"} +{"decision_phase": "awareness", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Give me the basics of crm software."} +{"decision_phase": "awareness", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "Help me understand what problem HubSpot solves."} +{"decision_phase": "awareness", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "Help me understand what problem Mixpanel solves."} +{"decision_phase": "awareness", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "Help me understand what problem MacBook Air solves."} +{"decision_phase": "awareness", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "What should a beginner know about laptops?"} +{"decision_phase": "awareness", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "Before I look at options, what is a CRM?"} +{"decision_phase": "awareness", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "Before I look at options, what is a analytics platform?"} +{"decision_phase": "awareness", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "What is the purpose of analytics software in a product team?"} +{"decision_phase": "awareness", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "What is the purpose of laptops in college work?"} +{"decision_phase": "awareness", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "What does a CRM actually help with?"} +{"decision_phase": "awareness", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "I am not shopping yet, I just want to understand what crm software is."} +{"decision_phase": "awareness", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "I am not shopping yet, I just want to understand what analytics software is."} +{"decision_phase": "awareness", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "I am not shopping yet, I just want to understand what laptops is."} +{"decision_phase": "awareness", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "Before I evaluate anything, what role does laptops play in college work?"} +{"decision_phase": "awareness", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "I keep hearing about HubSpot; what is it actually for?"} +{"decision_phase": "awareness", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "I keep hearing about Mixpanel; what is it actually for?"} +{"decision_phase": "awareness", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "Can you clarify what people mean by analytics software in practice?"} +{"decision_phase": "awareness", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "Can you clarify what people mean by laptops in practice?"} +{"decision_phase": "awareness", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "I only need an overview of crm software right now."} +{"decision_phase": "research", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "What CRM tools should I explore for a small sales team?"} +{"decision_phase": "research", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "What analytics platforms should I explore for a product team?"} +{"decision_phase": "research", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "What laptops should I explore for college work?"} +{"decision_phase": "research", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Show me options to consider for choose the right laptop."} +{"decision_phase": "research", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "What tools should I look at for a small sales team?"} +{"decision_phase": "research", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "What tools should I look at for a product team?"} +{"decision_phase": "research", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Help me research analytics platforms."} +{"decision_phase": "research", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Help me research laptops."} +{"decision_phase": "research", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Where should I start with CRM tools?"} +{"decision_phase": "research", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "I am early in the process and want to explore CRM tools."} +{"decision_phase": "research", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "I am early in the process and want to explore analytics platforms."} +{"decision_phase": "research", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "I am early in the process and want to explore laptops."} +{"decision_phase": "research", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "Give me a shortlist of laptops worth researching."} +{"decision_phase": "research", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "What directions should I investigate for manage leads better?"} +{"decision_phase": "research", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "What directions should I investigate for measure activation?"} +{"decision_phase": "research", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "What are some promising CRM tools for a small sales team?"} +{"decision_phase": "research", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "What are some promising analytics platforms for a product team?"} +{"decision_phase": "research", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "What are some promising laptops for college work?"} +{"decision_phase": "research", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "I am not ready to compare vendors yet, just help me scope the market."} +{"decision_phase": "research", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "What should I research first if I am only beginning to look at CRM tools?"} +{"decision_phase": "research", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "What should I research first if I am only beginning to look at analytics platforms?"} +{"decision_phase": "research", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "What are the main options in this space before I decide anything?"} +{"decision_phase": "research", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "Help me map the market for CRM tools without recommending one yet."} +{"decision_phase": "research", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "Help me map the market for analytics platforms without recommending one yet."} +{"decision_phase": "consideration", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Best CRM for a small sales team."} +{"decision_phase": "consideration", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Best analytics platform for a product team."} +{"decision_phase": "consideration", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Best laptop for college work."} +{"decision_phase": "consideration", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "MacBook Air vs Dell XPS 13."} +{"decision_phase": "consideration", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Compare CRM tools for manage leads better."} +{"decision_phase": "consideration", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Compare analytics platforms for measure activation."} +{"decision_phase": "consideration", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Which analytics platform looks best for a product team?"} +{"decision_phase": "consideration", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Which laptop looks best for college work?"} +{"decision_phase": "consideration", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "What are some CRM tools worth considering?"} +{"decision_phase": "consideration", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "Compare HubSpot and Zoho for manage leads better."} +{"decision_phase": "consideration", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "Compare Mixpanel and Amplitude for measure activation."} +{"decision_phase": "consideration", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "Compare MacBook Air and Dell XPS 13 for choose the right laptop."} +{"decision_phase": "consideration", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "What are the pros and cons of MacBook Air?"} +{"decision_phase": "consideration", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "Help me evaluate the best CRM tools for a small sales team."} +{"decision_phase": "consideration", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "Help me evaluate the best analytics platforms for a product team."} +{"decision_phase": "consideration", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "Which analytics platform seems worth considering right now?"} +{"decision_phase": "consideration", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "Which laptop seems worth considering right now?"} +{"decision_phase": "consideration", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "I am comparing options for manage leads better; what should be on the shortlist?"} +{"decision_phase": "consideration", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "I am past basic research and now weighing tradeoffs between HubSpot and Zoho."} +{"decision_phase": "consideration", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "I am past basic research and now weighing tradeoffs between Mixpanel and Amplitude."} +{"decision_phase": "consideration", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "I am past basic research and now weighing tradeoffs between MacBook Air and Dell XPS 13."} +{"decision_phase": "consideration", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "What looks strongest if I am narrowing down to a few options?"} +{"decision_phase": "consideration", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "I have done research, now help me compare the finalists."} +{"decision_phase": "decision", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Which CRM should I choose?"} +{"decision_phase": "decision", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Which analytics platform should I choose?"} +{"decision_phase": "decision", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Which laptop should I choose?"} +{"decision_phase": "decision", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Should I pick MacBook Air or Dell XPS 13?"} +{"decision_phase": "decision", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Which option should I commit to?"} +{"decision_phase": "decision", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "What is the best fit for me right now?"} +{"decision_phase": "decision", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "I am ready to decide between HubSpot and Zoho."} +{"decision_phase": "decision", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "I am ready to decide between Mixpanel and Amplitude."} +{"decision_phase": "decision", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "I am ready to decide between MacBook Air and Dell XPS 13."} +{"decision_phase": "decision", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "Help me pick the final option for choose the right laptop."} +{"decision_phase": "decision", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "Which CRM should I commit to this week?"} +{"decision_phase": "decision", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "Which analytics platform should I commit to this week?"} +{"decision_phase": "decision", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "What should I choose if I need to decide today?"} +{"decision_phase": "decision", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "I have a shortlist and need to commit to one vendor now."} +{"decision_phase": "decision", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "I am at the point of commitment and need a final recommendation."} +{"decision_phase": "decision", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "Which option should we sign off on before next week?"} +{"decision_phase": "action", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Start my free trial."} +{"decision_phase": "action", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Book a demo with HubSpot."} +{"decision_phase": "action", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Book a demo with Mixpanel."} +{"decision_phase": "action", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Buy HubSpot now."} +{"decision_phase": "action", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Buy Mixpanel now."} +{"decision_phase": "action", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Buy MacBook Air now."} +{"decision_phase": "action", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Download the laptop buying checklist."} +{"decision_phase": "action", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "Take me to checkout for HubSpot."} +{"decision_phase": "action", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "Take me to checkout for Mixpanel."} +{"decision_phase": "action", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "Take me to checkout for MacBook Air."} +{"decision_phase": "action", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "Get me signed up for MacBook Air."} +{"decision_phase": "action", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "Reserve my spot with HubSpot."} +{"decision_phase": "action", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "Reserve my spot with Mixpanel."} +{"decision_phase": "action", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "I want to purchase Mixpanel today."} +{"decision_phase": "action", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "I want to purchase MacBook Air today."} +{"decision_phase": "action", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "Send me the download link for the CRM onboarding guide."} +{"decision_phase": "action", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "I am ready to move forward now, where do I start the purchase?"} +{"decision_phase": "action", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "Help me complete the signup flow for HubSpot."} +{"decision_phase": "action", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "Help me complete the signup flow for Mixpanel."} +{"decision_phase": "action", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "Can you help me finish the order for HubSpot?"} +{"decision_phase": "action", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "Can you help me finish the order for Mixpanel?"} +{"decision_phase": "action", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "Can you help me finish the order for MacBook Air?"} +{"decision_phase": "post_purchase", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "How do I set up my new CRM?"} +{"decision_phase": "post_purchase", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "How do I set up my new analytics platform?"} +{"decision_phase": "post_purchase", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "How do I set up my new laptop?"} +{"decision_phase": "post_purchase", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Show me how to import contacts into MacBook Air."} +{"decision_phase": "post_purchase", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "How do I onboard my team after purchase?"} +{"decision_phase": "post_purchase", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "What should I enable first after signup?"} +{"decision_phase": "post_purchase", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "We already subscribed; how do we get value quickly?"} +{"decision_phase": "post_purchase", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "What is the best way to roll this out after purchase?"} +{"decision_phase": "post_purchase", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "Help me configure HubSpot now that we bought it."} +{"decision_phase": "post_purchase", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "How do I invite teammates after signing up?"} +{"decision_phase": "post_purchase", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "What should I do first after we activate the plan?"} +{"decision_phase": "post_purchase", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "We already made the purchase, now I need guidance on rollout and setup."} +{"decision_phase": "post_purchase", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "This is not a buying decision anymore; I need post-purchase onboarding help."} +{"decision_phase": "post_purchase", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "I need adoption guidance now that the contract is signed."} +{"decision_phase": "post_purchase", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "What is the right onboarding sequence after we commit to MacBook Air?"} +{"decision_phase": "post_purchase", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "We are past checkout and need implementation help."} +{"decision_phase": "support", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "I cannot log into my account."} +{"decision_phase": "support", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "I cannot log into my dashboard."} +{"decision_phase": "support", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "I cannot log into my order."} +{"decision_phase": "support", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "The integration keeps failing."} +{"decision_phase": "support", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Our dashboard is not loading."} +{"decision_phase": "support", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "Can you help me fix a password reset?"} +{"decision_phase": "support", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "Can you help me fix a data sync issue?"} +{"decision_phase": "support", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "Can you help me fix a delivery delay?"} +{"decision_phase": "support", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "I am stuck because my order keeps breaking."} +{"decision_phase": "support", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "My password reset link is not working."} +{"decision_phase": "support", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "I need support with my account."} +{"decision_phase": "support", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "Why is HubSpot not syncing correctly?"} +{"decision_phase": "support", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "Why is Mixpanel not syncing correctly?"} +{"decision_phase": "support", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "Why is MacBook Air not syncing correctly?"} +{"decision_phase": "support", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "I am not evaluating anything, I just need this issue fixed."} +{"decision_phase": "support", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "This is a live support problem, not a buying question."} +{"decision_phase": "support", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "Please help me resolve a problem with my existing account."} diff --git a/data/decision_phase_difficulty/val.jsonl b/data/decision_phase_difficulty/val.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..2ad130cee8dc00b2e04b0cd57c4e231ad39a189a --- /dev/null +++ b/data/decision_phase_difficulty/val.jsonl @@ -0,0 +1,43 @@ +{"decision_phase": "awareness", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Explain crm software."} +{"decision_phase": "awareness", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "How does laptop work?"} +{"decision_phase": "awareness", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Give me the basics of analytics software."} +{"decision_phase": "awareness", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "What should a beginner know about CRM tools?"} +{"decision_phase": "awareness", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "Before I look at options, what is a laptop?"} +{"decision_phase": "awareness", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "What does a analytics platform actually help with?"} +{"decision_phase": "awareness", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "Before I evaluate anything, what role does crm software play in a small sales team?"} +{"decision_phase": "awareness", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "I keep hearing about MacBook Air; what is it actually for?"} +{"decision_phase": "awareness", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "I only need an overview of analytics software right now."} +{"decision_phase": "research", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Show me options to consider for manage leads better."} +{"decision_phase": "research", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "What tools should I look at for college work?"} +{"decision_phase": "research", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Where should I start with analytics platforms?"} +{"decision_phase": "research", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "Give me a shortlist of CRM tools worth researching."} +{"decision_phase": "research", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "What directions should I investigate for choose the right laptop?"} +{"decision_phase": "research", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "What should I research first if I am only beginning to look at laptops?"} +{"decision_phase": "research", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "Help me map the market for laptops without recommending one yet."} +{"decision_phase": "consideration", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "HubSpot vs Zoho."} +{"decision_phase": "consideration", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Compare laptops for choose the right laptop."} +{"decision_phase": "consideration", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "What are some analytics platforms worth considering?"} +{"decision_phase": "consideration", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "What are the pros and cons of HubSpot?"} +{"decision_phase": "consideration", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "Help me evaluate the best laptops for college work."} +{"decision_phase": "consideration", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "I am comparing options for measure activation; what should be on the shortlist?"} +{"decision_phase": "consideration", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "I want to compare serious options before committing to one."} +{"decision_phase": "decision", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Should I pick HubSpot or Zoho?"} +{"decision_phase": "decision", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Which plan should I choose today?"} +{"decision_phase": "decision", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "Help me pick the final option for manage leads better."} +{"decision_phase": "decision", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "Which laptop should I commit to this week?"} +{"decision_phase": "decision", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "I have enough information; tell me which one to go with."} +{"decision_phase": "action", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Book a demo with MacBook Air."} +{"decision_phase": "action", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Download the CRM onboarding guide."} +{"decision_phase": "action", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "Get me signed up for HubSpot."} +{"decision_phase": "action", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "Reserve my spot with MacBook Air."} +{"decision_phase": "action", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "Send me the download link for the analytics setup guide."} +{"decision_phase": "action", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "Help me complete the signup flow for MacBook Air."} +{"decision_phase": "action", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "I have decided, now let me complete the next step."} +{"decision_phase": "post_purchase", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "Show me how to import contacts into HubSpot."} +{"decision_phase": "post_purchase", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "How do I configure my account now that I signed up?"} +{"decision_phase": "post_purchase", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "Help me configure Mixpanel now that we bought it."} +{"decision_phase": "post_purchase", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "What is the right onboarding sequence after we commit to HubSpot?"} +{"decision_phase": "support", "difficulty": "easy", "source": "synthetic_decision_phase_difficulty", "text": "How do I reset my password?"} +{"decision_phase": "support", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "I am stuck because my account keeps breaking."} +{"decision_phase": "support", "difficulty": "medium", "source": "synthetic_decision_phase_difficulty", "text": "I need support with my dashboard."} +{"decision_phase": "support", "difficulty": "hard", "source": "synthetic_decision_phase_difficulty", "text": "I cannot continue because something is broken in my setup."} diff --git a/data/full_intent_taxonomy/test.jsonl b/data/full_intent_taxonomy/test.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4f61ff1253ee43f4fad72c1c5d0abcecfb50f0c0 --- /dev/null +++ b/data/full_intent_taxonomy/test.jsonl @@ -0,0 +1,65 @@ +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "what crm tools should be on my radar for sales teams"} +{"decision_phase": "awareness", "intent_subtype": "follow_up", "intent_type": "chit_chat", "source": "synthetic_full_intent_taxonomy", "text": "appreciate the help"} +{"decision_phase": "awareness", "intent_subtype": "follow_up", "intent_type": "chit_chat", "source": "synthetic_full_intent_taxonomy", "text": "you are very helpful"} +{"decision_phase": "research", "intent_subtype": "follow_up", "intent_type": "ambiguous", "source": "synthetic_full_intent_taxonomy", "text": "say more about that"} +{"decision_phase": "research", "intent_subtype": "follow_up", "intent_type": "ambiguous", "source": "synthetic_full_intent_taxonomy", "text": "why that one"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "prohibited", "source": "synthetic_full_intent_taxonomy", "text": "how can I access an account without permission"} +{"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source": "synthetic_full_intent_taxonomy", "text": "what does help desk platform do"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "what help desk tools should be on my radar for support teams"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "best help desk options this year"} +{"decision_phase": "awareness", "intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source": "synthetic_full_intent_taxonomy", "text": "I am frustrated by our help desk results"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "creative_generation", "source": "synthetic_full_intent_taxonomy", "text": "write product copy for Zendesk"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "what project management tools should be on my radar for agency teams"} +{"decision_phase": "consideration", "intent_subtype": "evaluation", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "is Asana good for agency teams"} +{"decision_phase": "consideration", "intent_subtype": "deal_seeking", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "cheap project management tool options for organize projects"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "help me pick between Asana and ClickUp"} +{"decision_phase": "action", "intent_subtype": "purchase", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "purchase Asana today"} +{"decision_phase": "action", "intent_subtype": "signup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "start my free trial for Asana"} +{"decision_phase": "action", "intent_subtype": "download", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "download the buyer guide for project management tools"} +{"decision_phase": "action", "intent_subtype": "contact_sales", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "request pricing from the Asana sales team"} +{"decision_phase": "action", "intent_subtype": "booking", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "reserve a spot with Asana"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "walk me through onboarding for Asana"} +{"decision_phase": "support", "intent_subtype": "account_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "why is my workspace not working"} +{"decision_phase": "support", "intent_subtype": "billing_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "help me fix a billing problem with Asana"} +{"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "the integration for Asana keeps breaking"} +{"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source": "synthetic_full_intent_taxonomy", "text": "what does analytics platform do"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "what analytics platforms should be on my radar for product teams"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "best analytics options this year"} +{"decision_phase": "awareness", "intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source": "synthetic_full_intent_taxonomy", "text": "I am frustrated by our analytics results"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "creative_generation", "source": "synthetic_full_intent_taxonomy", "text": "write product copy for Mixpanel"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "what laptops should be on my radar for students"} +{"decision_phase": "consideration", "intent_subtype": "evaluation", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "help me assess laptop options for students"} +{"decision_phase": "consideration", "intent_subtype": "deal_seeking", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "discounted laptops worth comparing"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "which laptop should I commit to for pick the right laptop"} +{"decision_phase": "action", "intent_subtype": "purchase", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "pay for MacBook Air now"} +{"decision_phase": "action", "intent_subtype": "signup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "sign me up for MacBook Air"} +{"decision_phase": "action", "intent_subtype": "download", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "export the setup guide for MacBook Air"} +{"decision_phase": "action", "intent_subtype": "contact_sales", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "talk to sales about MacBook Air"} +{"decision_phase": "action", "intent_subtype": "booking", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "book a table at a laptop tonight"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "how do I finish setup for MacBook Air"} +{"decision_phase": "support", "intent_subtype": "account_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "my device warranty portal keeps failing"} +{"decision_phase": "support", "intent_subtype": "billing_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "I need help with a refund for MacBook Air"} +{"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "troubleshoot my laptop setup"} +{"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source": "synthetic_full_intent_taxonomy", "text": "what does smartphone do"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "what smartphones should be on my radar for travelers"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "best smartphone options this year"} +{"decision_phase": "awareness", "intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source": "synthetic_full_intent_taxonomy", "text": "I am frustrated by our smartphone results"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "creative_generation", "source": "synthetic_full_intent_taxonomy", "text": "write product copy for iPhone"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "prohibited", "source": "synthetic_full_intent_taxonomy", "text": "write a phishing email for iPhone"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "what cars should be on my radar for commuters"} +{"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source": "synthetic_full_intent_taxonomy", "text": "what does restaurant do"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "what restaurants should be on my radar for date nights"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "best restaurant options this year"} +{"decision_phase": "consideration", "intent_subtype": "evaluation", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "is Italian restaurant good for date nights"} +{"decision_phase": "consideration", "intent_subtype": "deal_seeking", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "cheap restaurant options for book a table"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "help me pick between Italian restaurant and sushi place"} +{"decision_phase": "action", "intent_subtype": "purchase", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "purchase Italian restaurant today"} +{"decision_phase": "action", "intent_subtype": "signup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "start my free trial for Italian restaurant"} +{"decision_phase": "action", "intent_subtype": "download", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "download the buyer guide for restaurants"} +{"decision_phase": "action", "intent_subtype": "contact_sales", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "request pricing from the Italian restaurant sales team"} +{"decision_phase": "action", "intent_subtype": "booking", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "reserve a spot with Italian restaurant"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "walk me through onboarding for Italian restaurant"} +{"decision_phase": "support", "intent_subtype": "billing_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "help me fix a billing problem with Italian restaurant"} +{"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "the integration for Italian restaurant keeps breaking"} +{"decision_phase": "awareness", "intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source": "synthetic_full_intent_taxonomy", "text": "I am frustrated by our restaurant results"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "creative_generation", "source": "synthetic_full_intent_taxonomy", "text": "write product copy for Italian restaurant"} diff --git a/data/full_intent_taxonomy/train.jsonl b/data/full_intent_taxonomy/train.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4ead0e27b986e35e9ff1cc1c2673353101c4a313 --- /dev/null +++ b/data/full_intent_taxonomy/train.jsonl @@ -0,0 +1,501 @@ +{"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source": "synthetic_full_intent_taxonomy", "text": "what is crm software"} +{"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source": "synthetic_full_intent_taxonomy", "text": "how does crm software work"} +{"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source": "synthetic_full_intent_taxonomy", "text": "explain crm basics"} +{"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source": "synthetic_full_intent_taxonomy", "text": "help me understand crm software"} +{"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source": "synthetic_full_intent_taxonomy", "text": "what does crm do"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "what crm tools should I explore for sales teams"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "show me crm tools to consider for manage leads"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "help me explore crm tools for sales teams"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "what options should I look at before choosing a crm"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "I am researching crm tools for sales teams"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "give me a shortlist of crm tools for sales teams"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "what are some promising crm tools for manage leads"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "best crm for sales teams"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "HubSpot vs Zoho for manage leads"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "compare crm tools for sales teams"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "which crm should I buy for manage leads"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "best crm options this year"} +{"decision_phase": "consideration", "intent_subtype": "evaluation", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "evaluate HubSpot for manage leads"} +{"decision_phase": "consideration", "intent_subtype": "evaluation", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "is HubSpot good for sales teams"} +{"decision_phase": "consideration", "intent_subtype": "evaluation", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "review the pros and cons of HubSpot"} +{"decision_phase": "consideration", "intent_subtype": "evaluation", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "help me assess crm options for sales teams"} +{"decision_phase": "consideration", "intent_subtype": "deal_seeking", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "best deal on crm tools for sales teams"} +{"decision_phase": "consideration", "intent_subtype": "deal_seeking", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "cheap crm options for manage leads"} +{"decision_phase": "consideration", "intent_subtype": "deal_seeking", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "where can I get the best price on crm tools"} +{"decision_phase": "consideration", "intent_subtype": "deal_seeking", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "discounted crm tools worth comparing"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "which HubSpot should I choose for manage leads"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "help me pick between HubSpot and Zoho"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "I am ready to decide on a crm for sales teams"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "which crm should I commit to for manage leads"} +{"decision_phase": "action", "intent_subtype": "purchase", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "buy a crm for sales teams"} +{"decision_phase": "action", "intent_subtype": "purchase", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "purchase HubSpot today"} +{"decision_phase": "action", "intent_subtype": "purchase", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "complete my order for HubSpot"} +{"decision_phase": "action", "intent_subtype": "purchase", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "pay for HubSpot now"} +{"decision_phase": "action", "intent_subtype": "signup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "book a demo for HubSpot"} +{"decision_phase": "action", "intent_subtype": "signup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "start my free trial for HubSpot"} +{"decision_phase": "action", "intent_subtype": "signup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "create an account for HubSpot"} +{"decision_phase": "action", "intent_subtype": "signup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "sign me up for HubSpot"} +{"decision_phase": "action", "intent_subtype": "download", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "download the crm onboarding guide"} +{"decision_phase": "action", "intent_subtype": "download", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "download the buyer guide for crm tools"} +{"decision_phase": "action", "intent_subtype": "download", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "get the checklist for choosing crm tools"} +{"decision_phase": "action", "intent_subtype": "download", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "export the setup guide for HubSpot"} +{"decision_phase": "action", "intent_subtype": "contact_sales", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "contact sales for HubSpot"} +{"decision_phase": "action", "intent_subtype": "contact_sales", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "request pricing from the HubSpot sales team"} +{"decision_phase": "action", "intent_subtype": "contact_sales", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "connect me with a sales rep for HubSpot"} +{"decision_phase": "action", "intent_subtype": "contact_sales", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "talk to sales about HubSpot"} +{"decision_phase": "action", "intent_subtype": "booking", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "book HubSpot for tomorrow"} +{"decision_phase": "action", "intent_subtype": "booking", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "reserve a spot with HubSpot"} +{"decision_phase": "action", "intent_subtype": "booking", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "schedule my appointment for HubSpot"} +{"decision_phase": "action", "intent_subtype": "booking", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "book a table at a crm tonight"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "help me set up HubSpot after purchase"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "walk me through onboarding for HubSpot"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "configure my new crm"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "how do I finish setup for HubSpot"} +{"decision_phase": "support", "intent_subtype": "account_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "I cannot access my account"} +{"decision_phase": "support", "intent_subtype": "account_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "why is my account not working"} +{"decision_phase": "support", "intent_subtype": "account_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "I need help with my account"} +{"decision_phase": "support", "intent_subtype": "account_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "my account keeps failing"} +{"decision_phase": "support", "intent_subtype": "billing_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "why is my invoice wrong for HubSpot"} +{"decision_phase": "support", "intent_subtype": "billing_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "help me fix a billing problem with HubSpot"} +{"decision_phase": "support", "intent_subtype": "billing_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "my payment for HubSpot failed"} +{"decision_phase": "support", "intent_subtype": "billing_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "I need help with a refund for HubSpot"} +{"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "help me fix a password reset"} +{"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "the integration for HubSpot keeps breaking"} +{"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "why is HubSpot not syncing correctly"} +{"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "troubleshoot my crm setup"} +{"decision_phase": "awareness", "intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source": "synthetic_full_intent_taxonomy", "text": "I feel overwhelmed trying to choose crm tools"} +{"decision_phase": "awareness", "intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source": "synthetic_full_intent_taxonomy", "text": "I am worried we picked the wrong crm"} +{"decision_phase": "awareness", "intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source": "synthetic_full_intent_taxonomy", "text": "I regret switching our crm setup"} +{"decision_phase": "awareness", "intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source": "synthetic_full_intent_taxonomy", "text": "I feel stuck deciding between HubSpot and Zoho"} +{"decision_phase": "awareness", "intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source": "synthetic_full_intent_taxonomy", "text": "I am frustrated by our crm results"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "creative_generation", "source": "synthetic_full_intent_taxonomy", "text": "write five ad headlines for HubSpot"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "creative_generation", "source": "synthetic_full_intent_taxonomy", "text": "draft a launch email for HubSpot"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "creative_generation", "source": "synthetic_full_intent_taxonomy", "text": "create a tagline for a crm"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "creative_generation", "source": "synthetic_full_intent_taxonomy", "text": "generate social copy for the crm onboarding guide"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "creative_generation", "source": "synthetic_full_intent_taxonomy", "text": "write product copy for HubSpot"} +{"decision_phase": "awareness", "intent_subtype": "follow_up", "intent_type": "chit_chat", "source": "synthetic_full_intent_taxonomy", "text": "hello there"} +{"decision_phase": "awareness", "intent_subtype": "follow_up", "intent_type": "chit_chat", "source": "synthetic_full_intent_taxonomy", "text": "thanks for the help"} +{"decision_phase": "awareness", "intent_subtype": "follow_up", "intent_type": "chit_chat", "source": "synthetic_full_intent_taxonomy", "text": "how is your day going"} +{"decision_phase": "awareness", "intent_subtype": "follow_up", "intent_type": "chit_chat", "source": "synthetic_full_intent_taxonomy", "text": "nice to meet you"} +{"decision_phase": "awareness", "intent_subtype": "follow_up", "intent_type": "chit_chat", "source": "synthetic_full_intent_taxonomy", "text": "can we just chat for a minute"} +{"decision_phase": "awareness", "intent_subtype": "follow_up", "intent_type": "chit_chat", "source": "synthetic_full_intent_taxonomy", "text": "good morning"} +{"decision_phase": "awareness", "intent_subtype": "follow_up", "intent_type": "chit_chat", "source": "synthetic_full_intent_taxonomy", "text": "hope your day is going well"} +{"decision_phase": "awareness", "intent_subtype": "follow_up", "intent_type": "chit_chat", "source": "synthetic_full_intent_taxonomy", "text": "good afternoon"} +{"decision_phase": "awareness", "intent_subtype": "follow_up", "intent_type": "chit_chat", "source": "synthetic_full_intent_taxonomy", "text": "good evening"} +{"decision_phase": "awareness", "intent_subtype": "follow_up", "intent_type": "chit_chat", "source": "synthetic_full_intent_taxonomy", "text": "how are you doing today"} +{"decision_phase": "awareness", "intent_subtype": "follow_up", "intent_type": "chit_chat", "source": "synthetic_full_intent_taxonomy", "text": "how has your day been"} +{"decision_phase": "awareness", "intent_subtype": "follow_up", "intent_type": "chit_chat", "source": "synthetic_full_intent_taxonomy", "text": "just saying hi"} +{"decision_phase": "awareness", "intent_subtype": "follow_up", "intent_type": "chit_chat", "source": "synthetic_full_intent_taxonomy", "text": "hey there"} +{"decision_phase": "awareness", "intent_subtype": "follow_up", "intent_type": "chit_chat", "source": "synthetic_full_intent_taxonomy", "text": "happy to chat for a bit"} +{"decision_phase": "awareness", "intent_subtype": "follow_up", "intent_type": "chit_chat", "source": "synthetic_full_intent_taxonomy", "text": "hope things are going well"} +{"decision_phase": "awareness", "intent_subtype": "follow_up", "intent_type": "chit_chat", "source": "synthetic_full_intent_taxonomy", "text": "nice chatting with you"} +{"decision_phase": "awareness", "intent_subtype": "follow_up", "intent_type": "chit_chat", "source": "synthetic_full_intent_taxonomy", "text": "glad to talk with you"} +{"decision_phase": "awareness", "intent_subtype": "follow_up", "intent_type": "chit_chat", "source": "synthetic_full_intent_taxonomy", "text": "just wanted to say thanks"} +{"decision_phase": "awareness", "intent_subtype": "follow_up", "intent_type": "chit_chat", "source": "synthetic_full_intent_taxonomy", "text": "hello again"} +{"decision_phase": "awareness", "intent_subtype": "follow_up", "intent_type": "chit_chat", "source": "synthetic_full_intent_taxonomy", "text": "hey, what is up"} +{"decision_phase": "awareness", "intent_subtype": "follow_up", "intent_type": "chit_chat", "source": "synthetic_full_intent_taxonomy", "text": "how is everything going"} +{"decision_phase": "research", "intent_subtype": "follow_up", "intent_type": "ambiguous", "source": "synthetic_full_intent_taxonomy", "text": "show me more"} +{"decision_phase": "research", "intent_subtype": "follow_up", "intent_type": "ambiguous", "source": "synthetic_full_intent_taxonomy", "text": "what about this one"} +{"decision_phase": "research", "intent_subtype": "follow_up", "intent_type": "ambiguous", "source": "synthetic_full_intent_taxonomy", "text": "which one"} +{"decision_phase": "research", "intent_subtype": "follow_up", "intent_type": "ambiguous", "source": "synthetic_full_intent_taxonomy", "text": "can you explain that"} +{"decision_phase": "research", "intent_subtype": "follow_up", "intent_type": "ambiguous", "source": "synthetic_full_intent_taxonomy", "text": "what should I do next"} +{"decision_phase": "research", "intent_subtype": "follow_up", "intent_type": "ambiguous", "source": "synthetic_full_intent_taxonomy", "text": "tell me more"} +{"decision_phase": "research", "intent_subtype": "follow_up", "intent_type": "ambiguous", "source": "synthetic_full_intent_taxonomy", "text": "go on"} +{"decision_phase": "research", "intent_subtype": "follow_up", "intent_type": "ambiguous", "source": "synthetic_full_intent_taxonomy", "text": "can you expand on that"} +{"decision_phase": "research", "intent_subtype": "follow_up", "intent_type": "ambiguous", "source": "synthetic_full_intent_taxonomy", "text": "what else do you have"} +{"decision_phase": "research", "intent_subtype": "follow_up", "intent_type": "ambiguous", "source": "synthetic_full_intent_taxonomy", "text": "what else should I know"} +{"decision_phase": "research", "intent_subtype": "follow_up", "intent_type": "ambiguous", "source": "synthetic_full_intent_taxonomy", "text": "what about that option"} +{"decision_phase": "research", "intent_subtype": "follow_up", "intent_type": "ambiguous", "source": "synthetic_full_intent_taxonomy", "text": "can you clarify"} +{"decision_phase": "research", "intent_subtype": "follow_up", "intent_type": "ambiguous", "source": "synthetic_full_intent_taxonomy", "text": "which should I pick"} +{"decision_phase": "research", "intent_subtype": "follow_up", "intent_type": "ambiguous", "source": "synthetic_full_intent_taxonomy", "text": "what comes next"} +{"decision_phase": "research", "intent_subtype": "follow_up", "intent_type": "ambiguous", "source": "synthetic_full_intent_taxonomy", "text": "what about pricing"} +{"decision_phase": "research", "intent_subtype": "follow_up", "intent_type": "ambiguous", "source": "synthetic_full_intent_taxonomy", "text": "is there another one"} +{"decision_phase": "research", "intent_subtype": "follow_up", "intent_type": "ambiguous", "source": "synthetic_full_intent_taxonomy", "text": "what do you recommend"} +{"decision_phase": "research", "intent_subtype": "follow_up", "intent_type": "ambiguous", "source": "synthetic_full_intent_taxonomy", "text": "can you help"} +{"decision_phase": "research", "intent_subtype": "follow_up", "intent_type": "ambiguous", "source": "synthetic_full_intent_taxonomy", "text": "I need something better"} +{"decision_phase": "research", "intent_subtype": "follow_up", "intent_type": "ambiguous", "source": "synthetic_full_intent_taxonomy", "text": "show me options"} +{"decision_phase": "research", "intent_subtype": "follow_up", "intent_type": "ambiguous", "source": "synthetic_full_intent_taxonomy", "text": "what should I choose"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "prohibited", "source": "synthetic_full_intent_taxonomy", "text": "how do I hack into a account"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "prohibited", "source": "synthetic_full_intent_taxonomy", "text": "write a phishing email for HubSpot"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "prohibited", "source": "synthetic_full_intent_taxonomy", "text": "help me steal customer payment data"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "prohibited", "source": "synthetic_full_intent_taxonomy", "text": "show me how to bypass account security"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "prohibited", "source": "synthetic_full_intent_taxonomy", "text": "how can I break into a private dashboard"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "prohibited", "source": "synthetic_full_intent_taxonomy", "text": "how do I crack someone else's login"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "prohibited", "source": "synthetic_full_intent_taxonomy", "text": "show me how to exfiltrate private customer records"} +{"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source": "synthetic_full_intent_taxonomy", "text": "what is help desk software"} +{"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source": "synthetic_full_intent_taxonomy", "text": "how does help desk software work"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "what help desk tools should I explore for support teams"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "show me help desk tools to consider for handle tickets"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "help me explore help desk tools for support teams"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "what options should I look at before choosing a help desk platform"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "I am researching help desk tools for support teams"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "give me a shortlist of help desk tools for support teams"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "what are some promising help desk tools for handle tickets"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "best help desk platform for support teams"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "Zendesk vs Freshdesk for handle tickets"} +{"decision_phase": "consideration", "intent_subtype": "evaluation", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "evaluate Zendesk for handle tickets"} +{"decision_phase": "consideration", "intent_subtype": "evaluation", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "is Zendesk good for support teams"} +{"decision_phase": "consideration", "intent_subtype": "evaluation", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "review the pros and cons of Zendesk"} +{"decision_phase": "consideration", "intent_subtype": "deal_seeking", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "best deal on help desk tools for support teams"} +{"decision_phase": "consideration", "intent_subtype": "deal_seeking", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "cheap help desk platform options for handle tickets"} +{"decision_phase": "consideration", "intent_subtype": "deal_seeking", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "where can I get the best price on help desk tools"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "which Zendesk should I choose for handle tickets"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "help me pick between Zendesk and Freshdesk"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "I am ready to decide on a help desk platform for support teams"} +{"decision_phase": "action", "intent_subtype": "purchase", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "buy a help desk platform for support teams"} +{"decision_phase": "action", "intent_subtype": "purchase", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "purchase Zendesk today"} +{"decision_phase": "action", "intent_subtype": "purchase", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "complete my order for Zendesk"} +{"decision_phase": "action", "intent_subtype": "signup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "book a demo for Zendesk"} +{"decision_phase": "action", "intent_subtype": "signup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "start my free trial for Zendesk"} +{"decision_phase": "action", "intent_subtype": "signup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "create an account for Zendesk"} +{"decision_phase": "action", "intent_subtype": "download", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "download the support workflow template"} +{"decision_phase": "action", "intent_subtype": "download", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "download the buyer guide for help desk tools"} +{"decision_phase": "action", "intent_subtype": "download", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "get the checklist for choosing help desk tools"} +{"decision_phase": "action", "intent_subtype": "contact_sales", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "contact sales for Zendesk"} +{"decision_phase": "action", "intent_subtype": "contact_sales", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "request pricing from the Zendesk sales team"} +{"decision_phase": "action", "intent_subtype": "contact_sales", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "connect me with a sales rep for Zendesk"} +{"decision_phase": "action", "intent_subtype": "booking", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "book Zendesk for tomorrow"} +{"decision_phase": "action", "intent_subtype": "booking", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "reserve a spot with Zendesk"} +{"decision_phase": "action", "intent_subtype": "booking", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "schedule my appointment for Zendesk"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "help me set up Zendesk after purchase"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "walk me through onboarding for Zendesk"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "configure my new help desk platform"} +{"decision_phase": "support", "intent_subtype": "account_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "I cannot access my billing portal"} +{"decision_phase": "support", "intent_subtype": "account_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "why is my billing portal not working"} +{"decision_phase": "support", "intent_subtype": "account_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "I need help with my billing portal"} +{"decision_phase": "support", "intent_subtype": "billing_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "why is my invoice wrong for Zendesk"} +{"decision_phase": "support", "intent_subtype": "billing_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "help me fix a billing problem with Zendesk"} +{"decision_phase": "support", "intent_subtype": "billing_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "my payment for Zendesk failed"} +{"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "help me fix a invoice issue"} +{"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "the integration for Zendesk keeps breaking"} +{"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "why is Zendesk not syncing correctly"} +{"decision_phase": "awareness", "intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source": "synthetic_full_intent_taxonomy", "text": "I feel overwhelmed trying to choose help desk tools"} +{"decision_phase": "awareness", "intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source": "synthetic_full_intent_taxonomy", "text": "I am worried we picked the wrong help desk platform"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "creative_generation", "source": "synthetic_full_intent_taxonomy", "text": "write five ad headlines for Zendesk"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "creative_generation", "source": "synthetic_full_intent_taxonomy", "text": "draft a launch email for Zendesk"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "prohibited", "source": "synthetic_full_intent_taxonomy", "text": "how do I hack into a billing portal"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "prohibited", "source": "synthetic_full_intent_taxonomy", "text": "write a phishing email for Zendesk"} +{"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source": "synthetic_full_intent_taxonomy", "text": "what is project management software"} +{"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source": "synthetic_full_intent_taxonomy", "text": "how does project management software work"} +{"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source": "synthetic_full_intent_taxonomy", "text": "explain project management basics"} +{"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source": "synthetic_full_intent_taxonomy", "text": "help me understand project management software"} +{"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source": "synthetic_full_intent_taxonomy", "text": "what does project management tool do"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "what project management tools should I explore for agency teams"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "show me project management tools to consider for organize projects"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "help me explore project management tools for agency teams"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "what options should I look at before choosing a project management tool"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "I am researching project management tools for agency teams"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "give me a shortlist of project management tools for agency teams"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "what are some promising project management tools for organize projects"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "best project management tool for agency teams"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "Asana vs ClickUp for organize projects"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "compare project management tools for agency teams"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "which project management tool should I buy for organize projects"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "best project management options this year"} +{"decision_phase": "consideration", "intent_subtype": "evaluation", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "review the pros and cons of Asana"} +{"decision_phase": "consideration", "intent_subtype": "evaluation", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "help me assess project management tool options for agency teams"} +{"decision_phase": "consideration", "intent_subtype": "deal_seeking", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "where can I get the best price on project management tools"} +{"decision_phase": "consideration", "intent_subtype": "deal_seeking", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "discounted project management tools worth comparing"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "I am ready to decide on a project management tool for agency teams"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "which project management tool should I commit to for organize projects"} +{"decision_phase": "action", "intent_subtype": "purchase", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "complete my order for Asana"} +{"decision_phase": "action", "intent_subtype": "purchase", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "pay for Asana now"} +{"decision_phase": "action", "intent_subtype": "signup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "create an account for Asana"} +{"decision_phase": "action", "intent_subtype": "signup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "sign me up for Asana"} +{"decision_phase": "action", "intent_subtype": "download", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "get the checklist for choosing project management tools"} +{"decision_phase": "action", "intent_subtype": "download", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "export the setup guide for Asana"} +{"decision_phase": "action", "intent_subtype": "contact_sales", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "connect me with a sales rep for Asana"} +{"decision_phase": "action", "intent_subtype": "contact_sales", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "talk to sales about Asana"} +{"decision_phase": "action", "intent_subtype": "booking", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "schedule my appointment for Asana"} +{"decision_phase": "action", "intent_subtype": "booking", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "book a table at a project management tool tonight"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "configure my new project management tool"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "how do I finish setup for Asana"} +{"decision_phase": "support", "intent_subtype": "account_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "I need help with my workspace"} +{"decision_phase": "support", "intent_subtype": "account_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "my workspace keeps failing"} +{"decision_phase": "support", "intent_subtype": "billing_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "my payment for Asana failed"} +{"decision_phase": "support", "intent_subtype": "billing_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "I need help with a refund for Asana"} +{"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "why is Asana not syncing correctly"} +{"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "troubleshoot my project management tool setup"} +{"decision_phase": "awareness", "intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source": "synthetic_full_intent_taxonomy", "text": "I feel overwhelmed trying to choose project management tools"} +{"decision_phase": "awareness", "intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source": "synthetic_full_intent_taxonomy", "text": "I am worried we picked the wrong project management tool"} +{"decision_phase": "awareness", "intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source": "synthetic_full_intent_taxonomy", "text": "I regret switching our project management setup"} +{"decision_phase": "awareness", "intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source": "synthetic_full_intent_taxonomy", "text": "I feel stuck deciding between Asana and ClickUp"} +{"decision_phase": "awareness", "intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source": "synthetic_full_intent_taxonomy", "text": "I am frustrated by our project management results"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "creative_generation", "source": "synthetic_full_intent_taxonomy", "text": "write five ad headlines for Asana"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "creative_generation", "source": "synthetic_full_intent_taxonomy", "text": "draft a launch email for Asana"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "creative_generation", "source": "synthetic_full_intent_taxonomy", "text": "create a tagline for a project management tool"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "creative_generation", "source": "synthetic_full_intent_taxonomy", "text": "generate social copy for the project planning checklist"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "creative_generation", "source": "synthetic_full_intent_taxonomy", "text": "write product copy for Asana"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "prohibited", "source": "synthetic_full_intent_taxonomy", "text": "how do I hack into a workspace"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "prohibited", "source": "synthetic_full_intent_taxonomy", "text": "write a phishing email for Asana"} +{"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source": "synthetic_full_intent_taxonomy", "text": "what is analytics software"} +{"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source": "synthetic_full_intent_taxonomy", "text": "how does analytics software work"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "what analytics platforms should I explore for product teams"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "show me analytics platforms to consider for measure activation"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "help me explore analytics platforms for product teams"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "what options should I look at before choosing a analytics platform"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "I am researching analytics platforms for product teams"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "give me a shortlist of analytics platforms for product teams"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "what are some promising analytics platforms for measure activation"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "best analytics platform for product teams"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "Mixpanel vs Amplitude for measure activation"} +{"decision_phase": "consideration", "intent_subtype": "evaluation", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "evaluate Mixpanel for measure activation"} +{"decision_phase": "consideration", "intent_subtype": "evaluation", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "is Mixpanel good for product teams"} +{"decision_phase": "consideration", "intent_subtype": "evaluation", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "review the pros and cons of Mixpanel"} +{"decision_phase": "consideration", "intent_subtype": "evaluation", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "help me assess analytics platform options for product teams"} +{"decision_phase": "consideration", "intent_subtype": "deal_seeking", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "best deal on analytics platforms for product teams"} +{"decision_phase": "consideration", "intent_subtype": "deal_seeking", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "cheap analytics platform options for measure activation"} +{"decision_phase": "consideration", "intent_subtype": "deal_seeking", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "where can I get the best price on analytics platforms"} +{"decision_phase": "consideration", "intent_subtype": "deal_seeking", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "discounted analytics platforms worth comparing"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "which Mixpanel should I choose for measure activation"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "help me pick between Mixpanel and Amplitude"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "I am ready to decide on a analytics platform for product teams"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "which analytics platform should I commit to for measure activation"} +{"decision_phase": "action", "intent_subtype": "purchase", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "buy a analytics platform for product teams"} +{"decision_phase": "action", "intent_subtype": "purchase", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "purchase Mixpanel today"} +{"decision_phase": "action", "intent_subtype": "purchase", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "complete my order for Mixpanel"} +{"decision_phase": "action", "intent_subtype": "purchase", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "pay for Mixpanel now"} +{"decision_phase": "action", "intent_subtype": "signup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "book a demo for Mixpanel"} +{"decision_phase": "action", "intent_subtype": "signup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "start my free trial for Mixpanel"} +{"decision_phase": "action", "intent_subtype": "signup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "create an account for Mixpanel"} +{"decision_phase": "action", "intent_subtype": "signup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "sign me up for Mixpanel"} +{"decision_phase": "action", "intent_subtype": "download", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "download the analytics setup guide"} +{"decision_phase": "action", "intent_subtype": "download", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "download the buyer guide for analytics platforms"} +{"decision_phase": "action", "intent_subtype": "download", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "get the checklist for choosing analytics platforms"} +{"decision_phase": "action", "intent_subtype": "download", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "export the setup guide for Mixpanel"} +{"decision_phase": "action", "intent_subtype": "contact_sales", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "contact sales for Mixpanel"} +{"decision_phase": "action", "intent_subtype": "contact_sales", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "request pricing from the Mixpanel sales team"} +{"decision_phase": "action", "intent_subtype": "contact_sales", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "connect me with a sales rep for Mixpanel"} +{"decision_phase": "action", "intent_subtype": "contact_sales", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "talk to sales about Mixpanel"} +{"decision_phase": "action", "intent_subtype": "booking", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "book Mixpanel for tomorrow"} +{"decision_phase": "action", "intent_subtype": "booking", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "reserve a spot with Mixpanel"} +{"decision_phase": "action", "intent_subtype": "booking", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "schedule my appointment for Mixpanel"} +{"decision_phase": "action", "intent_subtype": "booking", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "book a table at a analytics platform tonight"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "help me set up Mixpanel after purchase"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "walk me through onboarding for Mixpanel"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "configure my new analytics platform"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "how do I finish setup for Mixpanel"} +{"decision_phase": "support", "intent_subtype": "account_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "I cannot access my dashboard"} +{"decision_phase": "support", "intent_subtype": "account_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "why is my dashboard not working"} +{"decision_phase": "support", "intent_subtype": "account_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "I need help with my dashboard"} +{"decision_phase": "support", "intent_subtype": "account_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "my dashboard keeps failing"} +{"decision_phase": "support", "intent_subtype": "billing_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "why is my invoice wrong for Mixpanel"} +{"decision_phase": "support", "intent_subtype": "billing_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "help me fix a billing problem with Mixpanel"} +{"decision_phase": "support", "intent_subtype": "billing_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "my payment for Mixpanel failed"} +{"decision_phase": "support", "intent_subtype": "billing_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "I need help with a refund for Mixpanel"} +{"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "help me fix a data sync issue"} +{"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "the integration for Mixpanel keeps breaking"} +{"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "why is Mixpanel not syncing correctly"} +{"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "troubleshoot my analytics platform setup"} +{"decision_phase": "awareness", "intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source": "synthetic_full_intent_taxonomy", "text": "I feel overwhelmed trying to choose analytics platforms"} +{"decision_phase": "awareness", "intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source": "synthetic_full_intent_taxonomy", "text": "I am worried we picked the wrong analytics platform"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "creative_generation", "source": "synthetic_full_intent_taxonomy", "text": "write five ad headlines for Mixpanel"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "creative_generation", "source": "synthetic_full_intent_taxonomy", "text": "draft a launch email for Mixpanel"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "prohibited", "source": "synthetic_full_intent_taxonomy", "text": "how do I hack into a dashboard"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "prohibited", "source": "synthetic_full_intent_taxonomy", "text": "write a phishing email for Mixpanel"} +{"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source": "synthetic_full_intent_taxonomy", "text": "what is laptops"} +{"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source": "synthetic_full_intent_taxonomy", "text": "how does laptops work"} +{"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source": "synthetic_full_intent_taxonomy", "text": "explain laptop basics"} +{"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source": "synthetic_full_intent_taxonomy", "text": "help me understand laptops"} +{"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source": "synthetic_full_intent_taxonomy", "text": "what does laptop do"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "what laptops should I explore for students"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "show me laptops to consider for pick the right laptop"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "help me explore laptops for students"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "what options should I look at before choosing a laptop"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "I am researching laptops for students"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "give me a shortlist of laptops for students"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "what are some promising laptops for pick the right laptop"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "best laptop for students"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "MacBook Air vs Dell XPS 13 for pick the right laptop"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "compare laptops for students"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "which laptop should I buy for pick the right laptop"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "best laptop options this year"} +{"decision_phase": "consideration", "intent_subtype": "evaluation", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "evaluate MacBook Air for pick the right laptop"} +{"decision_phase": "consideration", "intent_subtype": "deal_seeking", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "best deal on laptops for students"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "which MacBook Air should I choose for pick the right laptop"} +{"decision_phase": "action", "intent_subtype": "purchase", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "buy a laptop for students"} +{"decision_phase": "action", "intent_subtype": "signup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "book a demo for MacBook Air"} +{"decision_phase": "action", "intent_subtype": "download", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "download the laptop buying checklist"} +{"decision_phase": "action", "intent_subtype": "contact_sales", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "contact sales for MacBook Air"} +{"decision_phase": "action", "intent_subtype": "booking", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "book MacBook Air for tomorrow"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "help me set up MacBook Air after purchase"} +{"decision_phase": "support", "intent_subtype": "account_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "I cannot access my device warranty portal"} +{"decision_phase": "support", "intent_subtype": "billing_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "why is my invoice wrong for MacBook Air"} +{"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "help me fix a order issue"} +{"decision_phase": "awareness", "intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source": "synthetic_full_intent_taxonomy", "text": "I feel overwhelmed trying to choose laptops"} +{"decision_phase": "awareness", "intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source": "synthetic_full_intent_taxonomy", "text": "I am worried we picked the wrong laptop"} +{"decision_phase": "awareness", "intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source": "synthetic_full_intent_taxonomy", "text": "I regret switching our laptop setup"} +{"decision_phase": "awareness", "intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source": "synthetic_full_intent_taxonomy", "text": "I feel stuck deciding between MacBook Air and Dell XPS 13"} +{"decision_phase": "awareness", "intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source": "synthetic_full_intent_taxonomy", "text": "I am frustrated by our laptop results"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "creative_generation", "source": "synthetic_full_intent_taxonomy", "text": "write five ad headlines for MacBook Air"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "creative_generation", "source": "synthetic_full_intent_taxonomy", "text": "draft a launch email for MacBook Air"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "creative_generation", "source": "synthetic_full_intent_taxonomy", "text": "create a tagline for a laptop"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "creative_generation", "source": "synthetic_full_intent_taxonomy", "text": "generate social copy for the laptop buying checklist"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "creative_generation", "source": "synthetic_full_intent_taxonomy", "text": "write product copy for MacBook Air"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "prohibited", "source": "synthetic_full_intent_taxonomy", "text": "how do I hack into a device warranty portal"} +{"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source": "synthetic_full_intent_taxonomy", "text": "what is smartphones"} +{"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source": "synthetic_full_intent_taxonomy", "text": "how does smartphones work"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "what smartphones should I explore for travelers"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "show me smartphones to consider for choose a new phone"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "help me explore smartphones for travelers"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "what options should I look at before choosing a smartphone"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "I am researching smartphones for travelers"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "give me a shortlist of smartphones for travelers"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "what are some promising smartphones for choose a new phone"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "best smartphone for travelers"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "iPhone vs Pixel for choose a new phone"} +{"decision_phase": "consideration", "intent_subtype": "evaluation", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "evaluate iPhone for choose a new phone"} +{"decision_phase": "consideration", "intent_subtype": "evaluation", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "is iPhone good for travelers"} +{"decision_phase": "consideration", "intent_subtype": "evaluation", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "review the pros and cons of iPhone"} +{"decision_phase": "consideration", "intent_subtype": "evaluation", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "help me assess smartphone options for travelers"} +{"decision_phase": "consideration", "intent_subtype": "deal_seeking", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "best deal on smartphones for travelers"} +{"decision_phase": "consideration", "intent_subtype": "deal_seeking", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "cheap smartphone options for choose a new phone"} +{"decision_phase": "consideration", "intent_subtype": "deal_seeking", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "where can I get the best price on smartphones"} +{"decision_phase": "consideration", "intent_subtype": "deal_seeking", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "discounted smartphones worth comparing"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "which iPhone should I choose for choose a new phone"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "help me pick between iPhone and Pixel"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "I am ready to decide on a smartphone for travelers"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "which smartphone should I commit to for choose a new phone"} +{"decision_phase": "action", "intent_subtype": "purchase", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "buy a smartphone for travelers"} +{"decision_phase": "action", "intent_subtype": "purchase", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "purchase iPhone today"} +{"decision_phase": "action", "intent_subtype": "purchase", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "complete my order for iPhone"} +{"decision_phase": "action", "intent_subtype": "purchase", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "pay for iPhone now"} +{"decision_phase": "action", "intent_subtype": "signup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "book a demo for iPhone"} +{"decision_phase": "action", "intent_subtype": "signup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "start my free trial for iPhone"} +{"decision_phase": "action", "intent_subtype": "signup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "create an account for iPhone"} +{"decision_phase": "action", "intent_subtype": "signup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "sign me up for iPhone"} +{"decision_phase": "action", "intent_subtype": "download", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "download the phone comparison sheet"} +{"decision_phase": "action", "intent_subtype": "download", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "download the buyer guide for smartphones"} +{"decision_phase": "action", "intent_subtype": "download", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "get the checklist for choosing smartphones"} +{"decision_phase": "action", "intent_subtype": "download", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "export the setup guide for iPhone"} +{"decision_phase": "action", "intent_subtype": "contact_sales", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "contact sales for iPhone"} +{"decision_phase": "action", "intent_subtype": "contact_sales", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "request pricing from the iPhone sales team"} +{"decision_phase": "action", "intent_subtype": "contact_sales", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "connect me with a sales rep for iPhone"} +{"decision_phase": "action", "intent_subtype": "contact_sales", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "talk to sales about iPhone"} +{"decision_phase": "action", "intent_subtype": "booking", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "book iPhone for tomorrow"} +{"decision_phase": "action", "intent_subtype": "booking", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "reserve a spot with iPhone"} +{"decision_phase": "action", "intent_subtype": "booking", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "schedule my appointment for iPhone"} +{"decision_phase": "action", "intent_subtype": "booking", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "book a table at a smartphone tonight"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "help me set up iPhone after purchase"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "walk me through onboarding for iPhone"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "configure my new smartphone"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "how do I finish setup for iPhone"} +{"decision_phase": "support", "intent_subtype": "account_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "I cannot access my trade-in order"} +{"decision_phase": "support", "intent_subtype": "account_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "why is my trade-in order not working"} +{"decision_phase": "support", "intent_subtype": "account_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "I need help with my trade-in order"} +{"decision_phase": "support", "intent_subtype": "account_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "my trade-in order keeps failing"} +{"decision_phase": "support", "intent_subtype": "billing_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "why is my invoice wrong for iPhone"} +{"decision_phase": "support", "intent_subtype": "billing_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "help me fix a billing problem with iPhone"} +{"decision_phase": "support", "intent_subtype": "billing_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "my payment for iPhone failed"} +{"decision_phase": "support", "intent_subtype": "billing_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "I need help with a refund for iPhone"} +{"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "help me fix a shipping update"} +{"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "the integration for iPhone keeps breaking"} +{"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "why is iPhone not syncing correctly"} +{"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "troubleshoot my smartphone setup"} +{"decision_phase": "awareness", "intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source": "synthetic_full_intent_taxonomy", "text": "I feel overwhelmed trying to choose smartphones"} +{"decision_phase": "awareness", "intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source": "synthetic_full_intent_taxonomy", "text": "I am worried we picked the wrong smartphone"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "creative_generation", "source": "synthetic_full_intent_taxonomy", "text": "write five ad headlines for iPhone"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "creative_generation", "source": "synthetic_full_intent_taxonomy", "text": "draft a launch email for iPhone"} +{"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source": "synthetic_full_intent_taxonomy", "text": "what is cars"} +{"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source": "synthetic_full_intent_taxonomy", "text": "how does cars work"} +{"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source": "synthetic_full_intent_taxonomy", "text": "explain car basics"} +{"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source": "synthetic_full_intent_taxonomy", "text": "help me understand cars"} +{"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source": "synthetic_full_intent_taxonomy", "text": "what does car do"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "what cars should I explore for commuters"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "show me cars to consider for buy the right car"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "help me explore cars for commuters"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "what options should I look at before choosing a car"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "I am researching cars for commuters"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "give me a shortlist of cars for commuters"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "what are some promising cars for buy the right car"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "best car for commuters"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "Toyota Corolla vs Honda Civic for buy the right car"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "compare cars for commuters"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "which car should I buy for buy the right car"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "best car options this year"} +{"decision_phase": "consideration", "intent_subtype": "evaluation", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "evaluate Toyota Corolla for buy the right car"} +{"decision_phase": "consideration", "intent_subtype": "evaluation", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "is Toyota Corolla good for commuters"} +{"decision_phase": "consideration", "intent_subtype": "evaluation", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "review the pros and cons of Toyota Corolla"} +{"decision_phase": "consideration", "intent_subtype": "deal_seeking", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "best deal on cars for commuters"} +{"decision_phase": "consideration", "intent_subtype": "deal_seeking", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "cheap car options for buy the right car"} +{"decision_phase": "consideration", "intent_subtype": "deal_seeking", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "where can I get the best price on cars"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "which Toyota Corolla should I choose for buy the right car"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "help me pick between Toyota Corolla and Honda Civic"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "I am ready to decide on a car for commuters"} +{"decision_phase": "action", "intent_subtype": "purchase", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "buy a car for commuters"} +{"decision_phase": "action", "intent_subtype": "purchase", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "purchase Toyota Corolla today"} +{"decision_phase": "action", "intent_subtype": "purchase", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "complete my order for Toyota Corolla"} +{"decision_phase": "action", "intent_subtype": "signup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "book a demo for Toyota Corolla"} +{"decision_phase": "action", "intent_subtype": "signup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "start my free trial for Toyota Corolla"} +{"decision_phase": "action", "intent_subtype": "signup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "create an account for Toyota Corolla"} +{"decision_phase": "action", "intent_subtype": "download", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "download the car buying checklist"} +{"decision_phase": "action", "intent_subtype": "download", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "download the buyer guide for cars"} +{"decision_phase": "action", "intent_subtype": "download", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "get the checklist for choosing cars"} +{"decision_phase": "action", "intent_subtype": "contact_sales", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "contact sales for Toyota Corolla"} +{"decision_phase": "action", "intent_subtype": "contact_sales", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "request pricing from the Toyota Corolla sales team"} +{"decision_phase": "action", "intent_subtype": "contact_sales", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "connect me with a sales rep for Toyota Corolla"} +{"decision_phase": "action", "intent_subtype": "booking", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "book Toyota Corolla for tomorrow"} +{"decision_phase": "action", "intent_subtype": "booking", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "reserve a spot with Toyota Corolla"} +{"decision_phase": "action", "intent_subtype": "booking", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "schedule my appointment for Toyota Corolla"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "help me set up Toyota Corolla after purchase"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "walk me through onboarding for Toyota Corolla"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "configure my new car"} +{"decision_phase": "support", "intent_subtype": "account_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "I cannot access my reservation"} +{"decision_phase": "support", "intent_subtype": "account_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "why is my reservation not working"} +{"decision_phase": "support", "intent_subtype": "account_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "I need help with my reservation"} +{"decision_phase": "support", "intent_subtype": "billing_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "why is my invoice wrong for Toyota Corolla"} +{"decision_phase": "support", "intent_subtype": "billing_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "help me fix a billing problem with Toyota Corolla"} +{"decision_phase": "support", "intent_subtype": "billing_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "my payment for Toyota Corolla failed"} +{"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "help me fix a test drive booking"} +{"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "the integration for Toyota Corolla keeps breaking"} +{"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "why is Toyota Corolla not syncing correctly"} +{"decision_phase": "awareness", "intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source": "synthetic_full_intent_taxonomy", "text": "I feel overwhelmed trying to choose cars"} +{"decision_phase": "awareness", "intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source": "synthetic_full_intent_taxonomy", "text": "I am worried we picked the wrong car"} +{"decision_phase": "awareness", "intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source": "synthetic_full_intent_taxonomy", "text": "I regret switching our car setup"} +{"decision_phase": "awareness", "intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source": "synthetic_full_intent_taxonomy", "text": "I feel stuck deciding between Toyota Corolla and Honda Civic"} +{"decision_phase": "awareness", "intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source": "synthetic_full_intent_taxonomy", "text": "I am frustrated by our car results"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "creative_generation", "source": "synthetic_full_intent_taxonomy", "text": "write five ad headlines for Toyota Corolla"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "creative_generation", "source": "synthetic_full_intent_taxonomy", "text": "draft a launch email for Toyota Corolla"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "creative_generation", "source": "synthetic_full_intent_taxonomy", "text": "create a tagline for a car"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "creative_generation", "source": "synthetic_full_intent_taxonomy", "text": "generate social copy for the car buying checklist"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "creative_generation", "source": "synthetic_full_intent_taxonomy", "text": "write product copy for Toyota Corolla"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "prohibited", "source": "synthetic_full_intent_taxonomy", "text": "how do I hack into a reservation"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "prohibited", "source": "synthetic_full_intent_taxonomy", "text": "write a phishing email for Toyota Corolla"} +{"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source": "synthetic_full_intent_taxonomy", "text": "what is restaurants"} +{"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source": "synthetic_full_intent_taxonomy", "text": "how does restaurants work"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "what restaurants should I explore for date nights"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "show me restaurants to consider for book a table"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "help me explore restaurants for date nights"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "what options should I look at before choosing a restaurant"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "I am researching restaurants for date nights"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "give me a shortlist of restaurants for date nights"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "what are some promising restaurants for book a table"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "best restaurant for date nights"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "Italian restaurant vs sushi place for book a table"} +{"decision_phase": "consideration", "intent_subtype": "evaluation", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "review the pros and cons of Italian restaurant"} +{"decision_phase": "consideration", "intent_subtype": "evaluation", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "help me assess restaurant options for date nights"} +{"decision_phase": "consideration", "intent_subtype": "deal_seeking", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "where can I get the best price on restaurants"} +{"decision_phase": "consideration", "intent_subtype": "deal_seeking", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "discounted restaurants worth comparing"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "I am ready to decide on a restaurant for date nights"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "which restaurant should I commit to for book a table"} +{"decision_phase": "action", "intent_subtype": "purchase", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "complete my order for Italian restaurant"} +{"decision_phase": "action", "intent_subtype": "purchase", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "pay for Italian restaurant now"} +{"decision_phase": "action", "intent_subtype": "signup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "create an account for Italian restaurant"} +{"decision_phase": "action", "intent_subtype": "signup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "sign me up for Italian restaurant"} +{"decision_phase": "action", "intent_subtype": "download", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "get the checklist for choosing restaurants"} +{"decision_phase": "action", "intent_subtype": "download", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "export the setup guide for Italian restaurant"} +{"decision_phase": "action", "intent_subtype": "contact_sales", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "connect me with a sales rep for Italian restaurant"} +{"decision_phase": "action", "intent_subtype": "contact_sales", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "talk to sales about Italian restaurant"} +{"decision_phase": "action", "intent_subtype": "booking", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "schedule my appointment for Italian restaurant"} +{"decision_phase": "action", "intent_subtype": "booking", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "book a table at a restaurant tonight"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "configure my new restaurant"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "how do I finish setup for Italian restaurant"} +{"decision_phase": "support", "intent_subtype": "billing_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "my payment for Italian restaurant failed"} +{"decision_phase": "support", "intent_subtype": "billing_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "I need help with a refund for Italian restaurant"} +{"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "why is Italian restaurant not syncing correctly"} +{"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "troubleshoot my restaurant setup"} +{"decision_phase": "awareness", "intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source": "synthetic_full_intent_taxonomy", "text": "I feel overwhelmed trying to choose restaurants"} +{"decision_phase": "awareness", "intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source": "synthetic_full_intent_taxonomy", "text": "I am worried we picked the wrong restaurant"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "creative_generation", "source": "synthetic_full_intent_taxonomy", "text": "write five ad headlines for Italian restaurant"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "creative_generation", "source": "synthetic_full_intent_taxonomy", "text": "draft a launch email for Italian restaurant"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "prohibited", "source": "synthetic_full_intent_taxonomy", "text": "write a phishing email for Italian restaurant"} diff --git a/data/full_intent_taxonomy/val.jsonl b/data/full_intent_taxonomy/val.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4ea9f338637a21737d98f1ad08871a6d6e33b1a3 --- /dev/null +++ b/data/full_intent_taxonomy/val.jsonl @@ -0,0 +1,133 @@ +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "where should I start exploring crm tools for sales teams"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "show me categories of crm tools worth researching"} +{"decision_phase": "awareness", "intent_subtype": "follow_up", "intent_type": "chit_chat", "source": "synthetic_full_intent_taxonomy", "text": "thanks, that was useful"} +{"decision_phase": "awareness", "intent_subtype": "follow_up", "intent_type": "chit_chat", "source": "synthetic_full_intent_taxonomy", "text": "hi there"} +{"decision_phase": "awareness", "intent_subtype": "follow_up", "intent_type": "chit_chat", "source": "synthetic_full_intent_taxonomy", "text": "thanks, I appreciate it"} +{"decision_phase": "awareness", "intent_subtype": "follow_up", "intent_type": "chit_chat", "source": "synthetic_full_intent_taxonomy", "text": "that was really helpful"} +{"decision_phase": "awareness", "intent_subtype": "follow_up", "intent_type": "chit_chat", "source": "synthetic_full_intent_taxonomy", "text": "good to see you"} +{"decision_phase": "research", "intent_subtype": "follow_up", "intent_type": "ambiguous", "source": "synthetic_full_intent_taxonomy", "text": "what do you mean"} +{"decision_phase": "research", "intent_subtype": "follow_up", "intent_type": "ambiguous", "source": "synthetic_full_intent_taxonomy", "text": "show me another option"} +{"decision_phase": "research", "intent_subtype": "follow_up", "intent_type": "ambiguous", "source": "synthetic_full_intent_taxonomy", "text": "what else"} +{"decision_phase": "research", "intent_subtype": "follow_up", "intent_type": "ambiguous", "source": "synthetic_full_intent_taxonomy", "text": "how so"} +{"decision_phase": "research", "intent_subtype": "follow_up", "intent_type": "ambiguous", "source": "synthetic_full_intent_taxonomy", "text": "what about this"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "prohibited", "source": "synthetic_full_intent_taxonomy", "text": "help me bypass two factor authentication"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "prohibited", "source": "synthetic_full_intent_taxonomy", "text": "write malware that steals browser passwords"} +{"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source": "synthetic_full_intent_taxonomy", "text": "explain help desk basics"} +{"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source": "synthetic_full_intent_taxonomy", "text": "help me understand help desk software"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "where should I start exploring help desk tools for support teams"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "show me categories of help desk tools worth researching"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "compare help desk tools for support teams"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "which help desk platform should I buy for handle tickets"} +{"decision_phase": "consideration", "intent_subtype": "evaluation", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "help me assess help desk platform options for support teams"} +{"decision_phase": "consideration", "intent_subtype": "deal_seeking", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "discounted help desk tools worth comparing"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "which help desk platform should I commit to for handle tickets"} +{"decision_phase": "action", "intent_subtype": "purchase", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "pay for Zendesk now"} +{"decision_phase": "action", "intent_subtype": "signup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "sign me up for Zendesk"} +{"decision_phase": "action", "intent_subtype": "download", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "export the setup guide for Zendesk"} +{"decision_phase": "action", "intent_subtype": "contact_sales", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "talk to sales about Zendesk"} +{"decision_phase": "action", "intent_subtype": "booking", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "book a table at a help desk platform tonight"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "how do I finish setup for Zendesk"} +{"decision_phase": "support", "intent_subtype": "account_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "my billing portal keeps failing"} +{"decision_phase": "support", "intent_subtype": "billing_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "I need help with a refund for Zendesk"} +{"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "troubleshoot my help desk platform setup"} +{"decision_phase": "awareness", "intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source": "synthetic_full_intent_taxonomy", "text": "I regret switching our help desk setup"} +{"decision_phase": "awareness", "intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source": "synthetic_full_intent_taxonomy", "text": "I feel stuck deciding between Zendesk and Freshdesk"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "creative_generation", "source": "synthetic_full_intent_taxonomy", "text": "create a tagline for a help desk platform"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "creative_generation", "source": "synthetic_full_intent_taxonomy", "text": "generate social copy for the support workflow template"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "where should I start exploring project management tools for agency teams"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "show me categories of project management tools worth researching"} +{"decision_phase": "consideration", "intent_subtype": "evaluation", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "evaluate Asana for organize projects"} +{"decision_phase": "consideration", "intent_subtype": "deal_seeking", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "best deal on project management tools for agency teams"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "which Asana should I choose for organize projects"} +{"decision_phase": "action", "intent_subtype": "purchase", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "buy a project management tool for agency teams"} +{"decision_phase": "action", "intent_subtype": "signup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "book a demo for Asana"} +{"decision_phase": "action", "intent_subtype": "download", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "download the project planning checklist"} +{"decision_phase": "action", "intent_subtype": "contact_sales", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "contact sales for Asana"} +{"decision_phase": "action", "intent_subtype": "booking", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "book Asana for tomorrow"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "help me set up Asana after purchase"} +{"decision_phase": "support", "intent_subtype": "account_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "I cannot access my workspace"} +{"decision_phase": "support", "intent_subtype": "billing_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "why is my invoice wrong for Asana"} +{"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "help me fix a export error"} +{"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source": "synthetic_full_intent_taxonomy", "text": "explain analytics basics"} +{"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source": "synthetic_full_intent_taxonomy", "text": "help me understand analytics software"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "where should I start exploring analytics platforms for product teams"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "show me categories of analytics platforms worth researching"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "compare analytics platforms for product teams"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "which analytics platform should I buy for measure activation"} +{"decision_phase": "awareness", "intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source": "synthetic_full_intent_taxonomy", "text": "I regret switching our analytics setup"} +{"decision_phase": "awareness", "intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source": "synthetic_full_intent_taxonomy", "text": "I feel stuck deciding between Mixpanel and Amplitude"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "creative_generation", "source": "synthetic_full_intent_taxonomy", "text": "create a tagline for a analytics platform"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "creative_generation", "source": "synthetic_full_intent_taxonomy", "text": "generate social copy for the analytics setup guide"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "where should I start exploring laptops for students"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "show me categories of laptops worth researching"} +{"decision_phase": "consideration", "intent_subtype": "evaluation", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "is MacBook Air good for students"} +{"decision_phase": "consideration", "intent_subtype": "evaluation", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "review the pros and cons of MacBook Air"} +{"decision_phase": "consideration", "intent_subtype": "deal_seeking", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "cheap laptop options for pick the right laptop"} +{"decision_phase": "consideration", "intent_subtype": "deal_seeking", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "where can I get the best price on laptops"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "help me pick between MacBook Air and Dell XPS 13"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "I am ready to decide on a laptop for students"} +{"decision_phase": "action", "intent_subtype": "purchase", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "purchase MacBook Air today"} +{"decision_phase": "action", "intent_subtype": "purchase", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "complete my order for MacBook Air"} +{"decision_phase": "action", "intent_subtype": "signup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "start my free trial for MacBook Air"} +{"decision_phase": "action", "intent_subtype": "signup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "create an account for MacBook Air"} +{"decision_phase": "action", "intent_subtype": "download", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "download the buyer guide for laptops"} +{"decision_phase": "action", "intent_subtype": "download", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "get the checklist for choosing laptops"} +{"decision_phase": "action", "intent_subtype": "contact_sales", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "request pricing from the MacBook Air sales team"} +{"decision_phase": "action", "intent_subtype": "contact_sales", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "connect me with a sales rep for MacBook Air"} +{"decision_phase": "action", "intent_subtype": "booking", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "reserve a spot with MacBook Air"} +{"decision_phase": "action", "intent_subtype": "booking", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "schedule my appointment for MacBook Air"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "walk me through onboarding for MacBook Air"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "configure my new laptop"} +{"decision_phase": "support", "intent_subtype": "account_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "why is my device warranty portal not working"} +{"decision_phase": "support", "intent_subtype": "account_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "I need help with my device warranty portal"} +{"decision_phase": "support", "intent_subtype": "billing_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "help me fix a billing problem with MacBook Air"} +{"decision_phase": "support", "intent_subtype": "billing_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "my payment for MacBook Air failed"} +{"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "the integration for MacBook Air keeps breaking"} +{"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "why is MacBook Air not syncing correctly"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "prohibited", "source": "synthetic_full_intent_taxonomy", "text": "write a phishing email for MacBook Air"} +{"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source": "synthetic_full_intent_taxonomy", "text": "explain smartphone basics"} +{"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source": "synthetic_full_intent_taxonomy", "text": "help me understand smartphones"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "where should I start exploring smartphones for travelers"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "show me categories of smartphones worth researching"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "compare smartphones for travelers"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "which smartphone should I buy for choose a new phone"} +{"decision_phase": "awareness", "intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source": "synthetic_full_intent_taxonomy", "text": "I regret switching our smartphone setup"} +{"decision_phase": "awareness", "intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source": "synthetic_full_intent_taxonomy", "text": "I feel stuck deciding between iPhone and Pixel"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "creative_generation", "source": "synthetic_full_intent_taxonomy", "text": "create a tagline for a smartphone"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "creative_generation", "source": "synthetic_full_intent_taxonomy", "text": "generate social copy for the phone comparison sheet"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "prohibited", "source": "synthetic_full_intent_taxonomy", "text": "how do I hack into a trade-in order"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "where should I start exploring cars for commuters"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "show me categories of cars worth researching"} +{"decision_phase": "consideration", "intent_subtype": "evaluation", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "help me assess car options for commuters"} +{"decision_phase": "consideration", "intent_subtype": "deal_seeking", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "discounted cars worth comparing"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "which car should I commit to for buy the right car"} +{"decision_phase": "action", "intent_subtype": "purchase", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "pay for Toyota Corolla now"} +{"decision_phase": "action", "intent_subtype": "signup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "sign me up for Toyota Corolla"} +{"decision_phase": "action", "intent_subtype": "download", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "export the setup guide for Toyota Corolla"} +{"decision_phase": "action", "intent_subtype": "contact_sales", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "talk to sales about Toyota Corolla"} +{"decision_phase": "action", "intent_subtype": "booking", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "book a table at a car tonight"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "how do I finish setup for Toyota Corolla"} +{"decision_phase": "support", "intent_subtype": "account_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "my reservation keeps failing"} +{"decision_phase": "support", "intent_subtype": "billing_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "I need help with a refund for Toyota Corolla"} +{"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "troubleshoot my car setup"} +{"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source": "synthetic_full_intent_taxonomy", "text": "explain restaurant basics"} +{"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source": "synthetic_full_intent_taxonomy", "text": "help me understand restaurants"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "where should I start exploring restaurants for date nights"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "intent_type": "exploratory", "source": "synthetic_full_intent_taxonomy", "text": "show me categories of restaurants worth researching"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "compare restaurants for date nights"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "which restaurant should I buy for book a table"} +{"decision_phase": "consideration", "intent_subtype": "evaluation", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "evaluate Italian restaurant for book a table"} +{"decision_phase": "consideration", "intent_subtype": "deal_seeking", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "best deal on restaurants for date nights"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "intent_type": "commercial", "source": "synthetic_full_intent_taxonomy", "text": "which Italian restaurant should I choose for book a table"} +{"decision_phase": "action", "intent_subtype": "purchase", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "buy a restaurant for date nights"} +{"decision_phase": "action", "intent_subtype": "signup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "book a demo for Italian restaurant"} +{"decision_phase": "action", "intent_subtype": "download", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "download the dining guide"} +{"decision_phase": "action", "intent_subtype": "contact_sales", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "contact sales for Italian restaurant"} +{"decision_phase": "action", "intent_subtype": "booking", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "book Italian restaurant for tomorrow"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "intent_type": "transactional", "source": "synthetic_full_intent_taxonomy", "text": "help me set up Italian restaurant after purchase"} +{"decision_phase": "support", "intent_subtype": "billing_help", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "why is my invoice wrong for Italian restaurant"} +{"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source": "synthetic_full_intent_taxonomy", "text": "help me fix a booking change"} +{"decision_phase": "awareness", "intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source": "synthetic_full_intent_taxonomy", "text": "I regret switching our restaurant setup"} +{"decision_phase": "awareness", "intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source": "synthetic_full_intent_taxonomy", "text": "I feel stuck deciding between Italian restaurant and sushi place"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "creative_generation", "source": "synthetic_full_intent_taxonomy", "text": "create a tagline for a restaurant"} +{"decision_phase": "action", "intent_subtype": "task_execution", "intent_type": "creative_generation", "source": "synthetic_full_intent_taxonomy", "text": "generate social copy for the dining guide"} diff --git a/data/hard_cases.jsonl b/data/hard_cases.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..b5a64c41cd46a5584d521a36af0481746bb72b31 --- /dev/null +++ b/data/hard_cases.jsonl @@ -0,0 +1,61 @@ +{"text":"help me understand CRM basics","intent_type":"informational"} +{"text":"explain how CRM works","intent_type":"informational"} +{"text":"teach me the basics of customer relationship management","intent_type":"informational"} +{"text":"walk me through what a CRM does","intent_type":"informational"} +{"text":"help me learn the difference between CRM and ERP","intent_type":"informational"} +{"text":"show me how CRM software works","intent_type":"informational"} +{"text":"explain the basics of lead scoring","intent_type":"informational"} +{"text":"help me understand sales pipelines","intent_type":"informational"} +{"text":"what does a CRM actually do","intent_type":"informational"} +{"text":"give me a beginner explanation of CRM","intent_type":"informational"} +{"text":"book a table for 2 tonight","intent_type":"transactional"} 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"strong", "hard_negative": true, "iab_path": "Family and Relationships > Dating", "negative_iab_path": "Family and Relationships > Bereavement", "prompt_family": "contrastive", "text": "researching dating family and relationships, not bereavement"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Family and Relationships > Dating", "negative_iab_path": "Family and Relationships > Single Life", "prompt_family": "contrastive", "text": "need dating, not single life"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Family and Relationships > Divorce", "negative_iab_path": "Family and Relationships > Marriage and Civil Unions", "prompt_family": "contrastive", "text": "divorce rather than marriage and civil unions"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Family and Relationships > Divorce", "negative_iab_path": "Family and Relationships > Single Life", "prompt_family": "contrastive", "text": "divorce rather than single 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"Family and Relationships > Parenting > Parenting Babies and Toddlers", "negative_iab_path": "Family and Relationships > Parenting > Adoption and Fostering", "prompt_family": "contrastive", "text": "need family and relationships parenting parenting babies and toddlers, not adoption and fostering"} +{"evidence_strength": "moderate", "hard_negative": false, "iab_path": "Family and Relationships > Parenting > Parenting Babies and Toddlers", "prompt_family": "discovery", "text": "compare family and relationships parenting babies and toddlers"} +{"evidence_strength": "moderate", "hard_negative": true, "iab_path": "Family and Relationships > Parenting > Parenting Babies and Toddlers", "negative_iab_path": "Family and Relationships > Parenting > Daycare and Pre-School", "prompt_family": "contrastive", "text": "family and relationships parenting parenting babies and toddlers rather than daycare and pre-school"} +{"evidence_strength": "moderate", "hard_negative": true, "iab_path": "Family and 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Retail Property", "prompt_family": "action", "text": "find real estate retail property"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Real Estate > Vacation Properties", "negative_iab_path": "Real Estate > Industrial Property", "prompt_family": "contrastive", "text": "researching real estate vacation properties, not industrial property"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Real Estate > Vacation Properties", "prompt_family": "alias", "text": "real estate vacation properties guide"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Real Estate > Vacation Properties", "negative_iab_path": "Real Estate > Houses", "prompt_family": "contrastive", "text": "need vacation property, not houses"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Real Estate > Vacation Properties", "prompt_family": "discovery", "text": "compare vacation property"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Real Estate > Vacation Properties", "negative_iab_path": "Real Estate > Developmental Sites", "prompt_family": "contrastive", "text": "vacation properties rather than developmental sites"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Real Estate > Vacation Properties", "negative_iab_path": "Real Estate > Land and Farms", "prompt_family": "contrastive", "text": "researching real estate vacation properties, not land and farms"} +{"evidence_strength": "weak", "hard_negative": false, "iab_path": "Religion & Spirituality", "prompt_family": "vague", "text": "need advice about religion and spirituality guide"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Religion & Spirituality", "prompt_family": "alias", "text": "religion & spirituality"} +{"evidence_strength": "moderate", "hard_negative": true, "iab_path": "Religion & Spirituality", "negative_iab_path": "Automotive", "prompt_family": "contrastive", "text": "looking for religion and spirituality instead of automotive"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Religion & Spirituality", "prompt_family": "discovery", "text": "religion and spirituality options"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Religion & Spirituality", "prompt_family": "alias", "text": "learn about religion and spirituality"} +{"evidence_strength": "moderate", "hard_negative": true, "iab_path": "Religion & Spirituality", "negative_iab_path": "Attractions", "prompt_family": "contrastive", "text": "need religion & spirituality, not attractions"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Religion & Spirituality", "prompt_family": "discovery", "text": "which religion & spirituality is best"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Religion & Spirituality", "prompt_family": "discovery", "text": "which religion and spirituality is best"} +{"evidence_strength": "weak", "hard_negative": false, "iab_path": "Religion & Spirituality", "prompt_family": "vague", "text": "looking into religion and spirituality guide"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Religion & Spirituality > Agnosticism", "negative_iab_path": "Religion & Spirituality > Buddhism", "prompt_family": "contrastive", "text": "need agnosticism religion and spirituality, not buddhism"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Religion & Spirituality > Agnosticism", "negative_iab_path": "Religion & Spirituality > Hinduism", "prompt_family": "contrastive", "text": "need religion and spirituality agnosticism, not hinduism"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Religion & Spirituality > Agnosticism", "negative_iab_path": "Religion & Spirituality > Christianity", "prompt_family": "contrastive", "text": "researching agnosticism religion and spirituality, not christianity"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Religion & Spirituality > Agnosticism", "negative_iab_path": "Religion & Spirituality > Buddhism", "prompt_family": "contrastive", "text": "researching religion and spirituality agnosticism, not buddhism"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Religion & Spirituality > Agnosticism", "prompt_family": "discovery", "text": "compare agnosticism"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Religion & Spirituality > Agnosticism", "negative_iab_path": "Religion & Spirituality > Astrology", "prompt_family": "contrastive", "text": "need agnosticism, not astrology"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Religion & Spirituality > Astrology", "negative_iab_path": "Religion & Spirituality > Buddhism", "prompt_family": "contrastive", "text": "researching astrology, not buddhism"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Religion & Spirituality > 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+{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Religion & Spirituality > Atheism", "negative_iab_path": "Religion & Spirituality > Hinduism", "prompt_family": "contrastive", "text": "atheism rather than hinduism"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Religion & Spirituality > Atheism", "negative_iab_path": "Religion & Spirituality > Islam", "prompt_family": "contrastive", "text": "researching religion and spirituality atheism, not islam"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Religion & Spirituality > Atheism", "negative_iab_path": "Religion & Spirituality > Islam", "prompt_family": "contrastive", "text": "atheism rather than islam"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Religion & Spirituality > Atheism", "prompt_family": "alias", "text": "atheism overview"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Religion & Spirituality > Atheism", 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"prompt_family": "contrastive", "text": "buddhism religion and spirituality rather than islam"} +{"evidence_strength": "moderate", "hard_negative": false, "iab_path": "Religion & Spirituality > Buddhism", "prompt_family": "vague", "text": "exploring religion and spirituality buddhism options"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Religion & Spirituality > Buddhism", "negative_iab_path": "Religion & Spirituality > Agnosticism", "prompt_family": "contrastive", "text": "religion and spirituality buddhism rather than agnosticism"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Religion & Spirituality > Christianity", "negative_iab_path": "Religion & Spirituality > Islam", "prompt_family": "contrastive", "text": "looking for christianity instead of islam"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Religion & Spirituality > Christianity", "prompt_family": "alias", "text": "christianity"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Religion & Spirituality > Christianity", "prompt_family": "discovery", "text": "top religion and spirituality christianity"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Religion & Spirituality > Christianity", "negative_iab_path": "Religion & Spirituality > Agnosticism", "prompt_family": "contrastive", "text": "religion and spirituality christianity rather than agnosticism"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Religion & Spirituality > Christianity", "negative_iab_path": "Religion & Spirituality > Astrology", "prompt_family": "contrastive", "text": "religion and spirituality christianity rather than astrology"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Religion & Spirituality > Christianity", "prompt_family": "discovery", "text": "which christianity religion and spirituality is best"} +{"evidence_strength": "moderate", "hard_negative": false, "iab_path": "Religion & Spirituality > Hinduism", "prompt_family": "vague", "text": "need advice about hinduism in religion and spirituality"} +{"evidence_strength": "moderate", "hard_negative": false, "iab_path": "Religion & Spirituality > Hinduism", "prompt_family": "alias", "text": "how does hinduism in religion and spirituality work"} +{"evidence_strength": "moderate", "hard_negative": false, "iab_path": "Religion & Spirituality > Hinduism", "prompt_family": "alias", "text": "what is religion and spirituality hinduism options"} +{"evidence_strength": "moderate", "hard_negative": false, "iab_path": "Religion & Spirituality > Hinduism", "prompt_family": "vague", "text": "looking into hinduism in religion and spirituality"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Religion & Spirituality > Hinduism", "negative_iab_path": "Religion & Spirituality > Buddhism", "prompt_family": "contrastive", "text": "researching hinduism religion and spirituality, not buddhism"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Religion & Spirituality > Hinduism", "negative_iab_path": "Religion & Spirituality > Astrology", "prompt_family": "contrastive", "text": "looking for hinduism religion and spirituality instead of astrology"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Religion & Spirituality > Islam", "prompt_family": "discovery", "text": "top islam religion and spirituality"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Religion & Spirituality > Islam", "prompt_family": "discovery", "text": "best islam religion and spirituality"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Religion & Spirituality > Islam", "negative_iab_path": "Religion & Spirituality > Hinduism", "prompt_family": "contrastive", "text": "looking for religion and spirituality islam instead of hinduism"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Religion & Spirituality > Islam", "negative_iab_path": "Religion & Spirituality > Christianity", "prompt_family": "contrastive", "text": "islam rather than christianity"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Religion & Spirituality > Islam", "prompt_family": "alias", "text": "how does islam work"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Religion & Spirituality > Islam", "negative_iab_path": "Religion & Spirituality > Agnosticism", "prompt_family": "contrastive", "text": "need islam religion and spirituality, not agnosticism"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Religion & Spirituality > Judaism", "prompt_family": "discovery", "text": "compare religion and spirituality judaism"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Religion & Spirituality > Judaism", "prompt_family": "discovery", "text": "best judaism"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Religion & Spirituality > Judaism", "negative_iab_path": "Religion & Spirituality > Astrology", "prompt_family": "contrastive", "text": "looking for judaism religion and spirituality instead of astrology"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Religion & Spirituality > Judaism", "negative_iab_path": "Religion & Spirituality > Atheism", "prompt_family": "contrastive", "text": "looking for judaism religion and spirituality instead of atheism"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Religion & Spirituality > Judaism", "negative_iab_path": "Religion & Spirituality > Christianity", "prompt_family": "contrastive", "text": "need judaism religion and spirituality, not christianity"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Religion & Spirituality > Judaism", "prompt_family": "alias", "text": "judaism overview"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Religion & Spirituality 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"hard_negative": true, "iab_path": "Religion & Spirituality > Sikhism", "negative_iab_path": "Religion & Spirituality > Hinduism", "prompt_family": "contrastive", "text": "looking for sikhism instead of hinduism"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Religion & Spirituality > Spirituality", "prompt_family": "discovery", "text": "which spirituality is best"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Religion & Spirituality > Spirituality", "negative_iab_path": "Religion & Spirituality > Agnosticism", "prompt_family": "contrastive", "text": "religion and spirituality spirituality rather than agnosticism"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Religion & Spirituality > Spirituality", "negative_iab_path": "Religion & Spirituality > Hinduism", "prompt_family": "contrastive", "text": "looking for spirituality religion and spirituality instead of hinduism"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Religion & Spirituality > Spirituality", "negative_iab_path": "Religion & Spirituality > Hinduism", "prompt_family": "contrastive", "text": "need spirituality religion and spirituality, not hinduism"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Religion & Spirituality > Spirituality", "negative_iab_path": "Religion & Spirituality > Hinduism", "prompt_family": "contrastive", "text": "religion and spirituality spirituality rather than hinduism"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Religion & Spirituality > Spirituality", "prompt_family": "alias", "text": "religion and spirituality spirituality basics"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Science", "prompt_family": "alias", "text": "what is science"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Science", "prompt_family": "discovery", "text": "science options"} +{"evidence_strength": "weak", "hard_negative": false, "iab_path": "Science", "prompt_family": "alias", "text": "what is science guide"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Science", "prompt_family": "discovery", "text": "best science"} +{"evidence_strength": "moderate", "hard_negative": true, "iab_path": "Science", "negative_iab_path": "Automotive", "prompt_family": "contrastive", "text": "looking for science instead of automotive"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Biological Sciences", "negative_iab_path": "Science > Geography", "prompt_family": "contrastive", "text": "need biological sciences, not geography"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Science > Biological Sciences", "prompt_family": "alias", "text": "what is biological sciences science"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Biological Sciences", "negative_iab_path": "Science > Chemistry", "prompt_family": "contrastive", "text": "researching biological science, not chemistry"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Science > Biological Sciences", "prompt_family": "discovery", "text": "which science biological sciences is best"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Biological Sciences", "negative_iab_path": "Science > Chemistry", "prompt_family": "contrastive", "text": "science biological sciences rather than chemistry"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Science > Biological Sciences", "prompt_family": "discovery", "text": "compare biological sciences"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Science > Chemistry", "prompt_family": "alias", "text": "chemistry guide"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Science > Chemistry", "prompt_family": "alias", "text": "what is chemistry science"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Science > Chemistry", "prompt_family": "alias", "text": "chemistry science"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Science > Chemistry", "prompt_family": "alias", "text": "how does chemistry science work"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Chemistry", "negative_iab_path": "Science > Environment", "prompt_family": "contrastive", "text": "chemistry science rather than environment"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Chemistry", "negative_iab_path": "Science > Geology", "prompt_family": "contrastive", "text": "need chemistry science, not geology"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Science > Environment", "prompt_family": "alias", "text": "environment overview"} +{"evidence_strength": "moderate", "hard_negative": false, "iab_path": "Science > Environment", "prompt_family": "discovery", "text": "compare environment in science"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Environment", "negative_iab_path": "Science > Biological Sciences", "prompt_family": "contrastive", "text": "researching environment, not biological sciences"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Science > Environment", "prompt_family": "alias", "text": "how does environment science work"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Environment", "negative_iab_path": "Science > Genetics", "prompt_family": "contrastive", "text": "looking for environment science instead of genetics"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Environment", "negative_iab_path": "Science > Physics", "prompt_family": "contrastive", "text": "need environment science, not physics"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Genetics", "negative_iab_path": "Science > Geology", "prompt_family": "contrastive", "text": "need genetics, not geology"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Genetics", "negative_iab_path": "Science > Geology", "prompt_family": "contrastive", "text": "science genetics rather than geology"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Science > Genetics", "prompt_family": "alias", "text": "genetics science overview"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Genetics", "negative_iab_path": "Science > Biological Sciences", "prompt_family": "contrastive", "text": "need genetics, not biological sciences"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Genetics", "negative_iab_path": "Science > Physics", "prompt_family": "contrastive", "text": "looking for genetics instead of physics"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Genetics", "negative_iab_path": "Science > Geology", "prompt_family": "contrastive", "text": "genetic rather than geology"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Science > Geography", "prompt_family": "discovery", "text": "which geography is best"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Geography", "negative_iab_path": "Science > Physics", "prompt_family": "contrastive", "text": "looking for geography science instead of physics"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Geography", "negative_iab_path": "Science > Genetics", "prompt_family": "contrastive", "text": "need science geography, not genetics"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Geography", "negative_iab_path": "Science > Environment", "prompt_family": "contrastive", "text": "geography science rather than environment"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Science > Geography", "prompt_family": "alias", "text": "geography science overview"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Geography", "negative_iab_path": "Science > Physics", "prompt_family": "contrastive", "text": "looking for science geography instead of physics"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Geology", "negative_iab_path": "Science > Biological Sciences", "prompt_family": "contrastive", "text": "geology science rather than biological sciences"} +{"evidence_strength": "moderate", "hard_negative": false, "iab_path": "Science > Geology", "prompt_family": "alias", "text": "how does geology in science work"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Geology", "negative_iab_path": "Science > Biological Sciences", "prompt_family": "contrastive", "text": "geology rather than biological sciences"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Science > Geology", "prompt_family": "alias", "text": "science geology"} +{"evidence_strength": "moderate", "hard_negative": false, "iab_path": "Science > Geology", "prompt_family": "discovery", "text": "top geology in science"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Science > Geology", "prompt_family": "discovery", "text": "top geology science"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Science > Physics", "prompt_family": "alias", "text": "learn about physics"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Science > Physics", "prompt_family": "discovery", "text": "which physics science is best"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Science > Physics", "prompt_family": "alias", "text": "science physics"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Science > Physics", "prompt_family": "alias", "text": "physics science basics"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Physics", "negative_iab_path": "Science > Geography", "prompt_family": "contrastive", "text": "researching physics, not geography"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Physics", "negative_iab_path": "Science > Chemistry", "prompt_family": "contrastive", "text": "need science physics, not chemistry"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Science > Space and Astronomy", "prompt_family": "discovery", "text": "top science space and astronomy"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Science > Space and Astronomy", "prompt_family": "alias", "text": "space and astronomy science guide"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Space and Astronomy", "negative_iab_path": "Science > Environment", "prompt_family": "contrastive", "text": "researching space and astronomy science, not environment"} +{"evidence_strength": "moderate", "hard_negative": false, "iab_path": "Science > Space and Astronomy", "prompt_family": "vague", "text": "help me choose space and astronomy in science"} +{"evidence_strength": "moderate", "hard_negative": false, "iab_path": "Science > Space and Astronomy", "prompt_family": "vague", "text": "exploring science space and astronomy options"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Space and Astronomy", "negative_iab_path": "Science > Geology", "prompt_family": "contrastive", "text": "space and astronomy rather than geology"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Weather", "negative_iab_path": "Science > Environment", "prompt_family": "contrastive", "text": "need science weather, not environment"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Weather", "negative_iab_path": "Science > 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"hard_negative": true, "iab_path": "Hobbies & Interests > Content Production > Freelance Writing", "negative_iab_path": "Hobbies & Interests > Content Production > Screenwriting", "prompt_family": "contrastive", "text": "looking for freelance writing content production instead of screenwriting"} +{"evidence_strength": "moderate", "hard_negative": true, "iab_path": "Hobbies & Interests > Content Production > Freelance Writing", "negative_iab_path": "Hobbies & Interests > Content Production > Audio Production", "prompt_family": "contrastive", "text": "need freelance writing, not audio production"} +{"evidence_strength": "moderate", "hard_negative": true, "iab_path": "Hobbies & Interests > Content Production > Freelance Writing", "negative_iab_path": "Hobbies & Interests > Content Production > Audio Production", "prompt_family": "contrastive", "text": "freelance writing rather than audio production"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Hobbies & Interests 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"researching games and puzzles, not collecting"} +{"evidence_strength": "moderate", "hard_negative": false, "iab_path": "Hobbies & Interests > Games and Puzzles", "prompt_family": "vague", "text": "need advice about games and puzzles in hobbies and interests"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Hobbies & Interests > Games and Puzzles", "negative_iab_path": "Hobbies & Interests > Birdwatching", "prompt_family": "contrastive", "text": "need hobbies and interests games and puzzles, not birdwatching"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Hobbies & Interests > Games and Puzzles", "negative_iab_path": "Hobbies & Interests > Collecting", "prompt_family": "contrastive", "text": "researching games and puzzle, not collecting"} +{"evidence_strength": "moderate", "hard_negative": true, "iab_path": "Hobbies & Interests > Games and Puzzles > Board Games and Puzzles", "negative_iab_path": "Hobbies & Interests > Games and Puzzles > 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"iab_path": "Hobbies & Interests > Genealogy and Ancestry", "prompt_family": "alias", "text": "genealogy and ancestry overview"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Hobbies & Interests > Genealogy and Ancestry", "prompt_family": "discovery", "text": "hobbies and interests genealogy and ancestry options"} +{"evidence_strength": "moderate", "hard_negative": false, "iab_path": "Hobbies & Interests > Genealogy and Ancestry", "prompt_family": "alias", "text": "genealogy and ancestry in hobbies and interests guide"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Hobbies & Interests > Genealogy and Ancestry", "negative_iab_path": "Hobbies & Interests > Beekeeping", "prompt_family": "contrastive", "text": "looking for hobbies and interests genealogy and ancestry instead of beekeeping"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Hobbies & Interests > Genealogy and Ancestry", "negative_iab_path": "Hobbies & 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"iab_path": "Hobbies & Interests > Magic and Illusion", "negative_iab_path": "Hobbies & Interests > Antiquing and Antiques", "prompt_family": "contrastive", "text": "researching magic and illusion, not antiquing and antiques"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Hobbies & Interests > Magic and Illusion", "prompt_family": "alias", "text": "hobbies and interests magic and illusion basics"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Hobbies & Interests > Magic and Illusion", "prompt_family": "alias", "text": "magic and illusion hobbies and interests guide"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Hobbies & Interests > Magic and Illusion", "prompt_family": "discovery", "text": "compare magic and illusion"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Hobbies & Interests > Model Toys", "negative_iab_path": "Hobbies & Interests > Birdwatching", "prompt_family": "contrastive", "text": "looking for model toys hobbies and interests instead of birdwatching"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Hobbies & Interests > Model Toys", "prompt_family": "alias", "text": "model toys basics"} +{"evidence_strength": "moderate", "hard_negative": false, "iab_path": "Hobbies & Interests > Model Toys", "prompt_family": "vague", "text": "exploring hobbies and interests model toys options"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Hobbies & Interests > Model Toys", "negative_iab_path": "Hobbies & Interests > Antiquing and Antiques", "prompt_family": "contrastive", "text": "looking for model toys hobbies and interests instead of antiquing and antiques"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Hobbies & Interests > Model Toys", "negative_iab_path": "Hobbies & Interests > Birdwatching", "prompt_family": "contrastive", "text": "looking for model toys instead of birdwatching"} 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and Fantasy", "negative_iab_path": "Hobbies & Interests > Arts and Crafts", "prompt_family": "contrastive", "text": "researching sci-fi and fantasy hobbies and interests, not arts and crafts"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Hobbies & Interests > Sci-fi and Fantasy", "prompt_family": "alias", "text": "sci-fi and fantasy overview"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Hobbies & Interests > Sci-fi and Fantasy", "negative_iab_path": "Hobbies & Interests > Antiquing and Antiques", "prompt_family": "contrastive", "text": "sci-fi and fantasy hobbies and interests rather than antiquing and antiques"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Hobbies & Interests > Sci-fi and Fantasy", "negative_iab_path": "Hobbies & Interests > Beekeeping", "prompt_family": "contrastive", "text": "need sci-fi and fantasy hobbies and interests, not beekeeping"} +{"evidence_strength": "strong", "hard_negative": true, 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"text": "buddhism rather than atheism"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Religion & Spirituality > Buddhism", "negative_iab_path": "Religion & Spirituality > Christianity", "prompt_family": "contrastive", "text": "researching buddhism, not christianity"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Religion & Spirituality > Buddhism", "negative_iab_path": "Religion & Spirituality > Astrology", "prompt_family": "contrastive", "text": "researching buddhism, not astrology"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Religion & Spirituality > Buddhism", "negative_iab_path": "Religion & Spirituality > Hinduism", "prompt_family": "contrastive", "text": "researching religion and spirituality buddhism, not hinduism"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Religion & Spirituality > Buddhism", "prompt_family": "alias", "text": "buddhism basics"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Religion & Spirituality > Christianity", "prompt_family": "alias", "text": "learn about religion and spirituality christianity"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Religion & Spirituality > Christianity", "negative_iab_path": "Religion & Spirituality > Hinduism", "prompt_family": "contrastive", "text": "looking for christianity religion and spirituality instead of hinduism"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Religion & Spirituality > Christianity", "prompt_family": "alias", "text": "christianity religion and spirituality"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Religion & Spirituality > Christianity", "negative_iab_path": "Religion & Spirituality > Hinduism", "prompt_family": "contrastive", "text": "need christianity, not hinduism"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Religion & Spirituality > Christianity", "prompt_family": "discovery", "text": "best christianity religion and spirituality"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Religion & Spirituality > Christianity", "negative_iab_path": "Religion & Spirituality > Hinduism", "prompt_family": "contrastive", "text": "looking for religion and spirituality christianity instead of hinduism"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Religion & Spirituality > Hinduism", "negative_iab_path": "Religion & Spirituality > Atheism", "prompt_family": "contrastive", "text": "religion and spirituality hinduism rather than atheism"} +{"evidence_strength": "moderate", "hard_negative": false, "iab_path": "Religion & Spirituality > Hinduism", "prompt_family": "alias", "text": "what is hinduism in religion and spirituality"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Religion & Spirituality > Hinduism", "prompt_family": "discovery", "text": "hinduism options"} 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"strong", "hard_negative": false, "iab_path": "Religion & Spirituality > Judaism", "prompt_family": "discovery", "text": "best religion and spirituality judaism"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Religion & Spirituality > Judaism", "negative_iab_path": "Religion & Spirituality > Astrology", "prompt_family": "contrastive", "text": "researching judaism religion and spirituality, not astrology"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Religion & Spirituality > Sikhism", "prompt_family": "alias", "text": "religion and spirituality sikhism guide"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Religion & Spirituality > Sikhism", "negative_iab_path": "Religion & Spirituality > Agnosticism", "prompt_family": "contrastive", "text": "researching religion and spirituality sikhism, not agnosticism"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Religion & Spirituality > Sikhism", "prompt_family": "alias", "text": "sikhism religion and spirituality overview"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Religion & Spirituality > Sikhism", "negative_iab_path": "Religion & Spirituality > Atheism", "prompt_family": "contrastive", "text": "need sikhism religion and spirituality, not atheism"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Religion & Spirituality > Sikhism", "negative_iab_path": "Religion & Spirituality > Astrology", "prompt_family": "contrastive", "text": "looking for religion and spirituality sikhism instead of astrology"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Religion & Spirituality > Sikhism", "negative_iab_path": "Religion & Spirituality > Buddhism", "prompt_family": "contrastive", "text": "need religion and spirituality sikhism, not buddhism"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Religion & Spirituality > Spirituality", "negative_iab_path": "Religion & Spirituality > Hinduism", "prompt_family": "contrastive", "text": "looking for religion and spirituality spirituality instead of hinduism"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Religion & Spirituality > Spirituality", "prompt_family": "discovery", "text": "best spirituality religion and spirituality"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Religion & Spirituality > Spirituality", "prompt_family": "alias", "text": "religion and spirituality spirituality"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Religion & Spirituality > Spirituality", "prompt_family": "discovery", "text": "compare spirituality"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Religion & Spirituality > Spirituality", "negative_iab_path": "Religion & Spirituality > Agnosticism", "prompt_family": "contrastive", "text": "need spirituality, not agnosticism"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Religion & Spirituality > Spirituality", "negative_iab_path": "Religion & Spirituality > Hinduism", "prompt_family": "contrastive", "text": "researching spirituality, not hinduism"} +{"evidence_strength": "weak", "hard_negative": false, "iab_path": "Science", "prompt_family": "vague", "text": "need advice about science options"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Science", "prompt_family": "discovery", "text": "which science is best"} +{"evidence_strength": "moderate", "hard_negative": true, "iab_path": "Science", "negative_iab_path": "Attractions", "prompt_family": "contrastive", "text": "need science, not attractions"} +{"evidence_strength": "moderate", "hard_negative": true, "iab_path": "Science", "negative_iab_path": "Books and Literature", "prompt_family": "contrastive", "text": "looking for science instead of books and literature"} +{"evidence_strength": "moderate", "hard_negative": true, "iab_path": "Science", "negative_iab_path": "Books and Literature", "prompt_family": "contrastive", "text": "science rather than books and literature"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Biological Sciences", "negative_iab_path": "Science > Geology", "prompt_family": "contrastive", "text": "need biological sciences science, not geology"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Science > Biological Sciences", "prompt_family": "alias", "text": "learn about biological sciences science"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Biological Sciences", "negative_iab_path": "Science > Genetics", "prompt_family": "contrastive", "text": "researching science biological sciences, not genetics"} +{"evidence_strength": "moderate", "hard_negative": false, "iab_path": "Science > Biological Sciences", "prompt_family": "alias", "text": "what is biological sciences in science"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Science > Biological Sciences", "prompt_family": "alias", "text": "biological sciences overview"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Biological Sciences", "negative_iab_path": "Science > Chemistry", "prompt_family": "contrastive", "text": "biological sciences science rather than chemistry"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Science > Chemistry", "prompt_family": "alias", "text": "science chemistry overview"} +{"evidence_strength": "moderate", "hard_negative": false, "iab_path": "Science > Chemistry", "prompt_family": "vague", "text": "looking into science chemistry options"} +{"evidence_strength": "moderate", "hard_negative": false, "iab_path": "Science > Chemistry", "prompt_family": "alias", "text": "what is science chemistry options"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Science > Chemistry", "prompt_family": "discovery", "text": "top chemistry"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Chemistry", "negative_iab_path": "Science > Geography", "prompt_family": "contrastive", "text": "researching science chemistry, not geography"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Chemistry", "negative_iab_path": "Science > Environment", "prompt_family": "contrastive", "text": "science chemistry rather than environment"} +{"evidence_strength": "moderate", "hard_negative": false, "iab_path": "Science > Environment", "prompt_family": "alias", "text": "how does science environment options work"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Environment", "negative_iab_path": "Science > Genetics", "prompt_family": "contrastive", "text": "researching science environment, not genetics"} +{"evidence_strength": "moderate", "hard_negative": false, "iab_path": "Science > Environment", "prompt_family": "vague", "text": "need advice about science environment options"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Environment", "negative_iab_path": "Science > Genetics", "prompt_family": "contrastive", "text": "need environment, not genetics"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Environment", "negative_iab_path": "Science > Geology", "prompt_family": "contrastive", "text": "science environment rather than geology"} +{"evidence_strength": "moderate", "hard_negative": false, "iab_path": "Science > Environment", "prompt_family": "vague", "text": "help me choose environment in science"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Genetics", "negative_iab_path": "Science > Geology", "prompt_family": "contrastive", "text": "looking for genetics instead of geology"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Genetics", "negative_iab_path": "Science > Chemistry", "prompt_family": "contrastive", "text": "looking for genetics science instead of chemistry"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Genetics", "negative_iab_path": "Science > Biological Sciences", "prompt_family": "contrastive", "text": "genetics rather than biological sciences"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Genetics", "negative_iab_path": "Science > Geography", "prompt_family": "contrastive", "text": "science genetics rather than geography"} +{"evidence_strength": "moderate", "hard_negative": false, "iab_path": "Science > Genetics", "prompt_family": "alias", "text": "genetics in science guide"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Science > Genetics", "prompt_family": "discovery", "text": "genetics science options"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Geography", "negative_iab_path": "Science > Physics", "prompt_family": "contrastive", "text": "need geography, not physics"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Geography", "negative_iab_path": "Science > Genetics", "prompt_family": "contrastive", "text": "researching science geography, not genetics"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Geography", "negative_iab_path": "Science > Chemistry", "prompt_family": "contrastive", "text": "looking for geography science instead of chemistry"} +{"evidence_strength": "moderate", "hard_negative": false, "iab_path": "Science > Geography", "prompt_family": "discovery", "text": "compare geography in science"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Geography", "negative_iab_path": "Science > Biological Sciences", "prompt_family": "contrastive", "text": "looking for science geography instead of biological sciences"} +{"evidence_strength": "moderate", "hard_negative": false, "iab_path": "Science > Geography", "prompt_family": "vague", "text": "need advice about science geography options"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Geology", "negative_iab_path": "Science > Chemistry", "prompt_family": "contrastive", "text": "need geology, not chemistry"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Geology", "negative_iab_path": "Science > Physics", "prompt_family": "contrastive", "text": "looking for geology instead of physics"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Geology", "negative_iab_path": "Science > Physics", "prompt_family": "contrastive", "text": "need geology science, not physics"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Science > Geology", "prompt_family": "alias", "text": "geology science overview"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Science > Geology", "prompt_family": "alias", "text": "geology science"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Science > Geology", "prompt_family": "discovery", "text": "top science geology"} +{"evidence_strength": "moderate", "hard_negative": false, "iab_path": "Science > Physics", "prompt_family": "alias", "text": "science physics options guide"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Physics", "negative_iab_path": "Science > Geography", "prompt_family": "contrastive", "text": "need science physics, not geography"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Science > Physics", "prompt_family": "alias", "text": "what is physics"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Physics", "negative_iab_path": "Science > Biological Sciences", "prompt_family": "contrastive", "text": "need science physics, not biological sciences"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Physics", "negative_iab_path": "Science > Geography", "prompt_family": "contrastive", "text": "looking for science physics instead of geography"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Physics", "negative_iab_path": "Science > Chemistry", "prompt_family": "contrastive", "text": "looking for physic instead of chemistry"} +{"evidence_strength": "moderate", "hard_negative": false, "iab_path": "Science > Space and Astronomy", "prompt_family": "discovery", "text": "compare space and astronomy in science"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Space and Astronomy", "negative_iab_path": "Science > Biological Sciences", "prompt_family": "contrastive", "text": "science space and astronomy rather than biological sciences"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Space and Astronomy", "negative_iab_path": "Science > Chemistry", "prompt_family": "contrastive", "text": "looking for space and astronomy instead of chemistry"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Space and Astronomy", "negative_iab_path": "Science > Chemistry", "prompt_family": "contrastive", "text": "looking for science space and astronomy instead of chemistry"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Science > Space and Astronomy", "prompt_family": "alias", "text": "science space and astronomy overview"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Space and Astronomy", "negative_iab_path": "Science > Environment", "prompt_family": "contrastive", "text": "need space and astronomy science, not environment"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Science > Weather", "prompt_family": "alias", "text": "weather science basics"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Science > Weather", "prompt_family": "alias", "text": "how does weather science work"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Weather", "negative_iab_path": "Science > Environment", "prompt_family": "contrastive", "text": "looking for science weather instead of environment"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Weather", "negative_iab_path": "Science > Biological Sciences", "prompt_family": "contrastive", "text": "need weather, not biological sciences"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Weather", "negative_iab_path": "Science > Biological Sciences", "prompt_family": "contrastive", "text": "weather rather than biological sciences"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Science > Weather", "negative_iab_path": "Science > Geology", "prompt_family": "contrastive", "text": "researching weather science, not geology"} +{"evidence_strength": "moderate", "hard_negative": true, "iab_path": "Sensitive Topics", "negative_iab_path": "Automotive", "prompt_family": "contrastive", "text": "researching sensitive topic, not automotive"} +{"evidence_strength": "moderate", "hard_negative": true, "iab_path": "Sensitive Topics", "negative_iab_path": "Books and Literature", "prompt_family": "contrastive", "text": "sensitive topics rather than books and literature"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Sensitive Topics", "prompt_family": "alias", "text": "learn about sensitive topics"} +{"evidence_strength": "weak", "hard_negative": false, "iab_path": "Sensitive Topics", "prompt_family": "vague", "text": "help me choose sensitive topics guide"} +{"evidence_strength": "moderate", "hard_negative": true, "iab_path": "Sensitive Topics", "negative_iab_path": "Attractions", "prompt_family": "contrastive", "text": "sensitive topics rather than attractions"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Sensitive Topics", "prompt_family": "alias", "text": "how does sensitive topic work"} +{"evidence_strength": "moderate", "hard_negative": true, "iab_path": "Sensitive Topics", "negative_iab_path": "Automotive", "prompt_family": "contrastive", "text": "sensitive topics rather than automotive"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Sensitive Topics", "prompt_family": "discovery", "text": "top sensitive topics"} +{"evidence_strength": "moderate", "hard_negative": true, "iab_path": "Sensitive Topics", "negative_iab_path": "Books and Literature", "prompt_family": "contrastive", "text": "looking for sensitive topics instead of books and literature"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Sensitive Topics > Adult & Explicit Sexual Content", "negative_iab_path": "Sensitive Topics > Arms & Ammunition", "prompt_family": "contrastive", "text": "looking for adult and explicit sexual content instead of arms and ammunition"} +{"evidence_strength": "moderate", "hard_negative": false, "iab_path": "Sensitive Topics > Adult & Explicit Sexual Content", "prompt_family": "discovery", "text": "best sensitive topics adult and explicit sexual content options"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Sensitive Topics > Adult & Explicit Sexual Content", "negative_iab_path": "Sensitive Topics > Illegal Drugs, Tobacco, eCigarettes, Vaping, Alcohol", "prompt_family": "contrastive", "text": "looking for adult and explicit sexual content instead of illegal drugs, tobacco, ecigarettes, vaping, alcohol"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Sensitive Topics > Adult & Explicit Sexual Content", "prompt_family": "discovery", "text": "top adult and explicit sexual content"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Sensitive Topics > Adult & Explicit Sexual Content", "negative_iab_path": "Sensitive Topics > Illegal Drugs, Tobacco, eCigarettes, Vaping, Alcohol", "prompt_family": "contrastive", "text": "looking for adult and explicit sexual content sensitive topics instead of illegal drugs, tobacco, ecigarettes, vaping, alcohol"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Sensitive Topics > Adult & Explicit Sexual Content", "negative_iab_path": "Sensitive Topics > Debated Sensitive Social Issues", "prompt_family": "contrastive", "text": "adult and explicit sexual content rather than debated sensitive social issues"} +{"evidence_strength": "strong", "hard_negative": true, "iab_path": "Sensitive Topics > Arms & Ammunition", "negative_iab_path": "Sensitive Topics > Debated Sensitive Social Issues", "prompt_family": "contrastive", "text": "need sensitive topics arms and ammunition, not debated sensitive social issues"} +{"evidence_strength": "strong", "hard_negative": false, "iab_path": "Sensitive Topics > Arms & Ammunition", "prompt_family": "alias", "text": "learn about sensitive topics 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i buy in 2026"} +{"difficulty": "easy", "iab_path": "Technology & Computing > Consumer Electronics > Smartphones", "text": "oneplus 15 vs pixel 10"} +{"difficulty": "easy", "iab_path": "Technology & Computing > Consumer Electronics > Smartphones", "text": "android phone buying guide"} +{"difficulty": "medium", "iab_path": "Technology & Computing > Consumer Electronics > Smartphones", "text": "best android phone for power users"} +{"difficulty": "medium", "iab_path": "Technology & Computing > Consumer Electronics > Smartphones", "text": "compare oneplus 15 and pixel 10 before buying"} +{"difficulty": "medium", "iab_path": "Technology & Computing > Consumer Electronics > Smartphones", "text": "affordable android phones for power users"} +{"difficulty": "medium", "iab_path": "Technology & Computing > Consumer Electronics > Smartphones", "text": "what android phones are worth considering for power users"} +{"difficulty": "hard", "iab_path": "Technology & Computing > Consumer Electronics > Smartphones", "text": "i am replacing my current android phone and need the right option for power users"} +{"difficulty": "hard", "iab_path": "Technology & Computing > Consumer Electronics > Smartphones", "text": "help me narrow down android phones for power users without wasting money"} +{"difficulty": "hard", "iab_path": "Technology & Computing > Consumer Electronics > Smartphones", "text": "which option makes more sense between oneplus 15 and pixel 10 for power users"} +{"difficulty": "hard", "iab_path": "Technology & Computing > Consumer Electronics > Smartphones", "text": "i need a shortlist of android phones that fit performance and clean software"} diff --git a/data/iab_difficulty/val.jsonl b/data/iab_difficulty/val.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..de334cb73a0081a59ac429ae924475e378edcecf --- /dev/null +++ b/data/iab_difficulty/val.jsonl @@ -0,0 +1,62 @@ +{"difficulty": "medium", "iab_path": "Automotive > Auto Buying and Selling", "text": "affordable cars for a commuter"} +{"difficulty": "medium", "iab_path": "Automotive > Auto Buying and Selling", "text": "what cars are worth considering for a commuter"} +{"difficulty": "hard", "iab_path": "Automotive > Auto Buying and Selling", "text": "i am replacing my current car and need the right option for a commuter"} +{"difficulty": "hard", "iab_path": "Automotive > Auto Buying and Selling", "text": "help me narrow down cars for a commuter without wasting money"} +{"difficulty": "hard", "iab_path": "Automotive > Auto Buying and Selling", "text": "which option makes more sense between toyota corolla and honda civic for a commuter"} +{"difficulty": "hard", "iab_path": "Automotive > Auto Buying and Selling", "text": "i need a shortlist of cars that fit a practical budget"} +{"difficulty": "medium", "iab_path": "Business and Finance > Business > Sales", "text": "how does crm software work for small sales teams"} +{"difficulty": "medium", "iab_path": "Business and Finance > Business > Sales", "text": "which crm software should a small sales teams choose"} +{"difficulty": "hard", "iab_path": "Business and Finance > Business > Sales", "text": "i am evaluating software for lead management and need the right category"} +{"difficulty": "hard", "iab_path": "Business and Finance > Business > Sales", "text": "what tools should i shortlist before picking between hubspot and zoho"} +{"difficulty": "hard", "iab_path": "Business and Finance > Business > Sales", "text": "we need a platform for lead management and are not sure which branch this falls into"} +{"difficulty": "hard", "iab_path": "Business and Finance > Business > Sales", "text": "help me assess hubspot versus other options for small sales teams"} +{"difficulty": "medium", "iab_path": "Business and Finance > Business > Marketing and Advertising", "text": "how does marketing software work for content teams"} +{"difficulty": "medium", "iab_path": "Business and Finance > Business > Marketing and Advertising", "text": "which marketing software should a content teams choose"} +{"difficulty": "hard", "iab_path": "Business and Finance > Business > Marketing and Advertising", "text": "i am evaluating software for organic growth and need the right category"} +{"difficulty": "hard", "iab_path": "Business and Finance > Business > Marketing and Advertising", "text": "what tools should i shortlist before picking between semrush and ahrefs"} +{"difficulty": "hard", "iab_path": "Business and Finance > Business > Marketing and Advertising", "text": "we need a platform for organic growth and are not sure which branch this falls into"} +{"difficulty": "hard", "iab_path": "Business and Finance > Business > Marketing and Advertising", "text": "help me assess semrush versus other options for content teams"} +{"difficulty": "easy", "iab_path": "Business and Finance > Business > Business I.T.", "text": "identity management software"} +{"difficulty": "easy", "iab_path": "Business and Finance > Business > Business I.T.", "text": "okta vs microsoft entra for access management"} +{"difficulty": "easy", "iab_path": "Food & Drink > Dining Out", "text": "where should i eat tonight"} +{"difficulty": "easy", "iab_path": "Food & Drink > Dining Out", "text": "reserve a table for two"} +{"difficulty": "easy", "iab_path": "Food & Drink > Alcoholic Beverages", "text": "what is a martini"} +{"difficulty": "easy", "iab_path": "Food & Drink > Alcoholic Beverages", "text": "bourbon vs rye for beginners"} +{"difficulty": "easy", "iab_path": "Technology & Computing > Artificial Intelligence", "text": "how does natural language processing work"} +{"difficulty": "easy", "iab_path": "Technology & Computing > Artificial Intelligence", "text": "what are large language models"} +{"difficulty": "medium", "iab_path": "Technology & Computing > Computing > Computer Software and Applications", "text": "how does software platform work for operations teams"} +{"difficulty": "medium", "iab_path": "Technology & Computing > Computing > Computer Software and Applications", "text": "which software platform should a operations teams choose"} +{"difficulty": "hard", "iab_path": "Technology & Computing > Computing > Computer Software and Applications", "text": "i am evaluating software for workflow management and need the right category"} +{"difficulty": "hard", "iab_path": "Technology & Computing > Computing > Computer Software and Applications", "text": "what tools should i shortlist before picking between notion and airtable"} +{"difficulty": "hard", "iab_path": "Technology & Computing > Computing > Computer Software and Applications", "text": "we need a platform for workflow management and are not sure which branch this falls into"} +{"difficulty": "hard", "iab_path": "Technology & Computing > Computing > Computer Software and Applications", "text": "help me assess notion versus other options for operations teams"} +{"difficulty": "medium", "iab_path": "Technology & Computing > Computing > Computer Software and Applications > Communication", "text": "how does communication software work for remote teams"} +{"difficulty": "medium", "iab_path": "Technology & Computing > Computing > Computer Software and Applications > Communication", "text": "which communication software should a remote teams choose"} +{"difficulty": "hard", "iab_path": "Technology & Computing > Computing > Computer Software and Applications > Communication", "text": "i am evaluating software for team communication and need the right category"} +{"difficulty": "hard", "iab_path": "Technology & Computing > Computing > Computer Software and Applications > Communication", "text": "what tools should i shortlist before picking between slack and microsoft teams"} +{"difficulty": "hard", "iab_path": "Technology & Computing > Computing > Computer Software and Applications > Communication", "text": "we need a platform for team communication and are not sure which branch this falls into"} +{"difficulty": "hard", "iab_path": "Technology & Computing > Computing > Computer Software and Applications > Communication", "text": "help me assess slack versus other options for remote teams"} +{"difficulty": "medium", "iab_path": "Technology & Computing > Computing > Internet > Web Hosting", "text": "how does web hosting work for startup launch teams"} +{"difficulty": "medium", "iab_path": "Technology & Computing > Computing > Internet > Web Hosting", "text": "which web hosting should a startup launch teams choose"} +{"difficulty": "hard", "iab_path": "Technology & Computing > Computing > Internet > Web Hosting", "text": "i am evaluating software for site hosting and need the right category"} +{"difficulty": "hard", "iab_path": "Technology & Computing > Computing > Internet > Web Hosting", "text": "what tools should i shortlist before picking between vercel and netlify"} +{"difficulty": "hard", "iab_path": "Technology & Computing > Computing > Internet > Web Hosting", "text": "we need a platform for site hosting and are not sure which branch this falls into"} +{"difficulty": "hard", "iab_path": "Technology & Computing > Computing > Internet > Web Hosting", "text": "help me assess vercel versus other options for startup launch teams"} +{"difficulty": "medium", "iab_path": "Technology & Computing > Computing > Laptops", "text": "affordable laptops for work and study"} +{"difficulty": "medium", "iab_path": "Technology & Computing > Computing > Laptops", "text": "what laptops are worth considering for work and study"} +{"difficulty": "hard", "iab_path": "Technology & Computing > Computing > Laptops", "text": "i am replacing my current laptop and need the right option for work and study"} +{"difficulty": "hard", "iab_path": "Technology & Computing > Computing > Laptops", "text": "help me narrow down laptops for work and study without wasting money"} +{"difficulty": "hard", "iab_path": "Technology & Computing > Computing > Laptops", "text": "which option makes more sense between macbook air and dell xps 13 for work and study"} +{"difficulty": "hard", "iab_path": "Technology & Computing > Computing > Laptops", "text": "i need a shortlist of laptops that fit battery life and portability"} +{"difficulty": "medium", "iab_path": "Technology & Computing > Computing > Desktops", "text": "affordable desktops for home offices"} +{"difficulty": "medium", "iab_path": "Technology & Computing > Computing > Desktops", "text": "what desktops are worth considering for home offices"} +{"difficulty": "hard", "iab_path": "Technology & Computing > Computing > Desktops", "text": "i am replacing my current desktop and need the right option for home offices"} +{"difficulty": "hard", "iab_path": "Technology & Computing > Computing > Desktops", "text": "help me narrow down desktops for home offices without wasting money"} +{"difficulty": "hard", "iab_path": "Technology & Computing > Computing > Desktops", "text": "which option makes more sense between imac and dell inspiron desktop for home offices"} +{"difficulty": "hard", "iab_path": "Technology & Computing > Computing > Desktops", "text": "i need a shortlist of desktops that fit everyday productivity"} +{"difficulty": "medium", "iab_path": "Technology & Computing > Consumer Electronics > Smartphones", "text": "affordable smartphones for everyday users"} +{"difficulty": "medium", "iab_path": "Technology & Computing > Consumer Electronics > Smartphones", "text": "what smartphones are worth considering for everyday users"} +{"difficulty": "hard", "iab_path": "Technology & Computing > Consumer Electronics > Smartphones", "text": "i am replacing my current smartphone and need the right option for everyday users"} +{"difficulty": "hard", "iab_path": "Technology & Computing > Consumer Electronics > Smartphones", "text": "help me narrow down smartphones for everyday users without wasting money"} +{"difficulty": "hard", "iab_path": "Technology & Computing > Consumer Electronics > Smartphones", "text": "which option makes more sense between iphone 17 and samsung galaxy s26 for everyday users"} +{"difficulty": "hard", "iab_path": "Technology & Computing > Consumer Electronics > Smartphones", "text": "i need a shortlist of smartphones that fit camera quality and battery life"} diff --git a/data/intent_type_benchmark.jsonl b/data/intent_type_benchmark.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4e2f0e748b0aedb6ce7f2af316e95c38b96de3a1 --- /dev/null +++ b/data/intent_type_benchmark.jsonl @@ -0,0 +1,150 @@ +{"difficulty": "easy", "intent_type": "informational", "source": "intent_type_benchmark", "text": "What is help desk software?"} +{"difficulty": "easy", "intent_type": "informational", "source": "intent_type_benchmark", "text": "Explain help desk software in simple terms."} +{"difficulty": "easy", "intent_type": "informational", "source": "intent_type_benchmark", "text": "How does help desk platform work?"} +{"difficulty": "easy", "intent_type": "informational", "source": "intent_type_benchmark", "text": "What does Zendesk do?"} +{"difficulty": "easy", "intent_type": "informational", "source": "intent_type_benchmark", "text": "Give me the basics of help desk software."} +{"difficulty": "medium", "intent_type": "informational", "source": "intent_type_benchmark", "text": "Can you break down how smartphones works for travel planning?"} +{"difficulty": "medium", "intent_type": "informational", "source": "intent_type_benchmark", "text": "Help me understand what problem iPhone solves."} +{"difficulty": "medium", "intent_type": "informational", "source": "intent_type_benchmark", "text": "What should a beginner know about smartphones?"} +{"difficulty": "medium", "intent_type": "informational", "source": "intent_type_benchmark", "text": "Before I compare options, what is a smartphone exactly?"} +{"difficulty": "medium", "intent_type": "informational", "source": "intent_type_benchmark", "text": "What does a smartphone actually help with?"} +{"difficulty": "hard", "intent_type": "informational", "source": "intent_type_benchmark", "text": "Before I decide anything, what is the role of web hosting in a startup launch?"} +{"difficulty": "hard", "intent_type": "informational", "source": "intent_type_benchmark", "text": "I keep hearing about Vercel; what does it actually do?"} +{"difficulty": "hard", "intent_type": "informational", "source": "intent_type_benchmark", "text": "What category does Vercel belong to?"} +{"difficulty": "hard", "intent_type": "informational", "source": "intent_type_benchmark", "text": "Can you clarify what people mean by web hosting in practice?"} +{"difficulty": "hard", "intent_type": "informational", "source": "intent_type_benchmark", "text": "I am not shopping yet, just tell me what web hosting is."} +{"difficulty": "easy", "intent_type": "exploratory", "source": "intent_type_benchmark", "text": "What help desk tools should I explore for a support team?"} +{"difficulty": "easy", "intent_type": "exploratory", "source": "intent_type_benchmark", "text": "Show me help desk tools to consider for handle tickets faster."} +{"difficulty": "easy", "intent_type": "exploratory", "source": "intent_type_benchmark", "text": "Help me explore options before picking a help desk platform."} +{"difficulty": "easy", "intent_type": "exploratory", "source": "intent_type_benchmark", "text": "Where should I start with help desk tools?"} +{"difficulty": "easy", "intent_type": "exploratory", "source": "intent_type_benchmark", "text": "What kinds of help desk tools are worth looking into?"} +{"difficulty": "medium", "intent_type": "exploratory", "source": "intent_type_benchmark", "text": "I am researching smartphones for travel planning; where should I start?"} +{"difficulty": "medium", "intent_type": "exploratory", "source": "intent_type_benchmark", "text": "Give me a shortlist of smartphones worth exploring."} +{"difficulty": "medium", "intent_type": "exploratory", "source": "intent_type_benchmark", "text": "What options should be on my radar before choosing a smartphone?"} +{"difficulty": "medium", "intent_type": "exploratory", "source": "intent_type_benchmark", "text": "I am early in the process and want to explore smartphones."} +{"difficulty": "medium", "intent_type": "exploratory", "source": "intent_type_benchmark", "text": "What directions should I investigate for choose a new phone?"} +{"difficulty": "hard", "intent_type": "exploratory", "source": "intent_type_benchmark", "text": "I am not ready to buy yet, but what paths should I explore for ship a new website?"} +{"difficulty": "hard", "intent_type": "exploratory", "source": "intent_type_benchmark", "text": "What categories of hosting providers are worth researching before I narrow down?"} +{"difficulty": "hard", "intent_type": "exploratory", "source": "intent_type_benchmark", "text": "I need a landscape view of hosting providers, not a recommendation yet."} +{"difficulty": "hard", "intent_type": "exploratory", "source": "intent_type_benchmark", "text": "How would you scope the market for hosting providers in a startup launch?"} +{"difficulty": "hard", "intent_type": "exploratory", "source": "intent_type_benchmark", "text": "What should I research first if I am only beginning to look at hosting providers?"} +{"difficulty": "easy", "intent_type": "commercial", "source": "intent_type_benchmark", "text": "Best help desk platform for a support team."} +{"difficulty": "easy", "intent_type": "commercial", "source": "intent_type_benchmark", "text": "Zendesk vs Freshdesk."} +{"difficulty": "easy", "intent_type": "commercial", "source": "intent_type_benchmark", "text": "Which help desk platform should I buy for handle tickets faster?"} +{"difficulty": "easy", "intent_type": "commercial", "source": "intent_type_benchmark", "text": "Top help desk tools for a support team."} +{"difficulty": "easy", "intent_type": "commercial", "source": "intent_type_benchmark", "text": "What is the best help desk platform this year?"} +{"difficulty": "medium", "intent_type": "commercial", "source": "intent_type_benchmark", "text": "Compare iPhone and Pixel for choose a new phone."} +{"difficulty": "medium", "intent_type": "commercial", "source": "intent_type_benchmark", "text": "I need the best smartphone option for travel planning."} +{"difficulty": "medium", "intent_type": "commercial", "source": "intent_type_benchmark", "text": "Which smartphone is worth paying for right now?"} +{"difficulty": "medium", "intent_type": "commercial", "source": "intent_type_benchmark", "text": "Help me evaluate the best smartphones for choose a new phone."} +{"difficulty": "medium", "intent_type": "commercial", "source": "intent_type_benchmark", "text": "What should I choose if I want a strong smartphone for travel planning?"} +{"difficulty": "hard", "intent_type": "commercial", "source": "intent_type_benchmark", "text": "I am leaning toward buying soon; which hosting platform looks strongest for a startup launch?"} +{"difficulty": "hard", "intent_type": "commercial", "source": "intent_type_benchmark", "text": "If price is not the only factor, which Vercel/Netlify style option should I favor?"} +{"difficulty": "hard", "intent_type": "commercial", "source": "intent_type_benchmark", "text": "What would you recommend if I need to commit to a hosting platform soon?"} +{"difficulty": "hard", "intent_type": "commercial", "source": "intent_type_benchmark", "text": "I have done some research, now which hosting platform should make the shortlist?"} +{"difficulty": "hard", "intent_type": "commercial", "source": "intent_type_benchmark", "text": "What seems like the best-fit hosting platform if I need to make a purchase decision soon?"} +{"difficulty": "easy", "intent_type": "transactional", "source": "intent_type_benchmark", "text": "Start a free trial of Zendesk."} +{"difficulty": "easy", "intent_type": "transactional", "source": "intent_type_benchmark", "text": "Book a demo with Zendesk."} +{"difficulty": "easy", "intent_type": "transactional", "source": "intent_type_benchmark", "text": "Create an account for Zendesk."} +{"difficulty": "easy", "intent_type": "transactional", "source": "intent_type_benchmark", "text": "Download the help desk buyer guide."} +{"difficulty": "easy", "intent_type": "transactional", "source": "intent_type_benchmark", "text": "Buy Zendesk now."} +{"difficulty": "medium", "intent_type": "transactional", "source": "intent_type_benchmark", "text": "Get me signed up for iPhone."} +{"difficulty": "medium", "intent_type": "transactional", "source": "intent_type_benchmark", "text": "I want to purchase iPhone today."} +{"difficulty": "medium", "intent_type": "transactional", "source": "intent_type_benchmark", "text": "Reserve my spot with iPhone."} +{"difficulty": "medium", "intent_type": "transactional", "source": "intent_type_benchmark", "text": "Send me the download for the phone comparison sheet."} +{"difficulty": "medium", "intent_type": "transactional", "source": "intent_type_benchmark", "text": "Take me to checkout for iPhone."} +{"difficulty": "hard", "intent_type": "transactional", "source": "intent_type_benchmark", "text": "I am ready to move forward now, where do I start the purchase for Vercel?"} +{"difficulty": "hard", "intent_type": "transactional", "source": "intent_type_benchmark", "text": "Help me complete the signup flow for Vercel."} +{"difficulty": "hard", "intent_type": "transactional", "source": "intent_type_benchmark", "text": "I want to act on this now and get access to Vercel."} +{"difficulty": "hard", "intent_type": "transactional", "source": "intent_type_benchmark", "text": "Can you help me finish the order for Vercel?"} +{"difficulty": "hard", "intent_type": "transactional", "source": "intent_type_benchmark", "text": "I have decided, now let me complete the next step for Vercel."} +{"difficulty": "easy", "intent_type": "support", "source": "intent_type_benchmark", "text": "I cannot log into my billing portal."} +{"difficulty": "easy", "intent_type": "support", "source": "intent_type_benchmark", "text": "How do I reset my password?"} +{"difficulty": "easy", "intent_type": "support", "source": "intent_type_benchmark", "text": "My billing portal is not working."} +{"difficulty": "easy", "intent_type": "support", "source": "intent_type_benchmark", "text": "I need help with a billing issue."} +{"difficulty": "easy", "intent_type": "support", "source": "intent_type_benchmark", "text": "Why is my billing portal failing?"} +{"difficulty": "medium", "intent_type": "support", "source": "intent_type_benchmark", "text": "Can you help me fix a shipping update?"} +{"difficulty": "medium", "intent_type": "support", "source": "intent_type_benchmark", "text": "I am stuck because my trade-in order keeps breaking."} +{"difficulty": "medium", "intent_type": "support", "source": "intent_type_benchmark", "text": "My invoice looks wrong for iPhone."} +{"difficulty": "medium", "intent_type": "support", "source": "intent_type_benchmark", "text": "I need support with my trade-in order."} +{"difficulty": "medium", "intent_type": "support", "source": "intent_type_benchmark", "text": "Why is iPhone not syncing correctly?"} +{"difficulty": "hard", "intent_type": "support", "source": "intent_type_benchmark", "text": "I am not evaluating tools, I just need help fixing my deployment."} +{"difficulty": "hard", "intent_type": "support", "source": "intent_type_benchmark", "text": "Something is wrong after signup and I need support, not advice."} +{"difficulty": "hard", "intent_type": "support", "source": "intent_type_benchmark", "text": "Please help me resolve a live problem with Vercel."} +{"difficulty": "hard", "intent_type": "support", "source": "intent_type_benchmark", "text": "I cannot continue because my deployment is broken."} +{"difficulty": "hard", "intent_type": "support", "source": "intent_type_benchmark", "text": "This is a support issue: my domain setup problem needs to be fixed."} +{"difficulty": "easy", "intent_type": "personal_reflection", "source": "intent_type_benchmark", "text": "I feel overwhelmed choosing between help desk tools."} +{"difficulty": "easy", "intent_type": "personal_reflection", "source": "intent_type_benchmark", "text": "I am frustrated by our help desk software results."} +{"difficulty": "easy", "intent_type": "personal_reflection", "source": "intent_type_benchmark", "text": "I regret switching to Zendesk."} +{"difficulty": "easy", "intent_type": "personal_reflection", "source": "intent_type_benchmark", "text": "I feel stuck deciding on a help desk platform."} +{"difficulty": "easy", "intent_type": "personal_reflection", "source": "intent_type_benchmark", "text": "I am worried we picked the wrong help desk platform."} +{"difficulty": "medium", "intent_type": "personal_reflection", "source": "intent_type_benchmark", "text": "I am stressed about choosing between iPhone and Pixel."} +{"difficulty": "medium", "intent_type": "personal_reflection", "source": "intent_type_benchmark", "text": "I feel like I am making the wrong decision on smartphones."} +{"difficulty": "medium", "intent_type": "personal_reflection", "source": "intent_type_benchmark", "text": "I am anxious about this whole smartphones choice."} +{"difficulty": "medium", "intent_type": "personal_reflection", "source": "intent_type_benchmark", "text": "I do not know if I trust my judgment on smartphones."} +{"difficulty": "medium", "intent_type": "personal_reflection", "source": "intent_type_benchmark", "text": "I am second-guessing our choice of iPhone."} +{"difficulty": "hard", "intent_type": "personal_reflection", "source": "intent_type_benchmark", "text": "I do not really need a recommendation yet, I mostly need to think out loud about this decision."} +{"difficulty": "hard", "intent_type": "personal_reflection", "source": "intent_type_benchmark", "text": "I feel emotionally stuck over the choice between Vercel and Netlify."} +{"difficulty": "hard", "intent_type": "personal_reflection", "source": "intent_type_benchmark", "text": "I am carrying a lot of doubt about our web hosting decision."} +{"difficulty": "hard", "intent_type": "personal_reflection", "source": "intent_type_benchmark", "text": "I need space to reflect because this hosting platform choice is stressing me out."} +{"difficulty": "hard", "intent_type": "personal_reflection", "source": "intent_type_benchmark", "text": "I am processing whether switching to Vercel was a mistake."} +{"difficulty": "easy", "intent_type": "creative_generation", "source": "intent_type_benchmark", "text": "Write five ad headlines for Zendesk."} +{"difficulty": "easy", "intent_type": "creative_generation", "source": "intent_type_benchmark", "text": "Draft a launch email for Zendesk."} +{"difficulty": "easy", "intent_type": "creative_generation", "source": "intent_type_benchmark", "text": "Generate social copy for the help desk buyer guide."} +{"difficulty": "easy", "intent_type": "creative_generation", "source": "intent_type_benchmark", "text": "Create a tagline for a help desk platform."} +{"difficulty": "easy", "intent_type": "creative_generation", "source": "intent_type_benchmark", "text": "Write product copy for Zendesk."} +{"difficulty": "medium", "intent_type": "creative_generation", "source": "intent_type_benchmark", "text": "Give me landing page copy for iPhone."} +{"difficulty": "medium", "intent_type": "creative_generation", "source": "intent_type_benchmark", "text": "Write three meta descriptions for iPhone."} +{"difficulty": "medium", "intent_type": "creative_generation", "source": "intent_type_benchmark", "text": "Generate ad copy for a smartphone aimed at travel planning."} +{"difficulty": "medium", "intent_type": "creative_generation", "source": "intent_type_benchmark", "text": "Draft a short sales email about iPhone."} +{"difficulty": "medium", "intent_type": "creative_generation", "source": "intent_type_benchmark", "text": "Create LinkedIn post copy for the phone comparison sheet."} +{"difficulty": "hard", "intent_type": "creative_generation", "source": "intent_type_benchmark", "text": "I do not want advice on what to buy; I want you to generate marketing copy for Vercel."} +{"difficulty": "hard", "intent_type": "creative_generation", "source": "intent_type_benchmark", "text": "Write me creative, not recommendations, for a hosting platform."} +{"difficulty": "hard", "intent_type": "creative_generation", "source": "intent_type_benchmark", "text": "Help me draft campaign assets for Vercel."} +{"difficulty": "hard", "intent_type": "creative_generation", "source": "intent_type_benchmark", "text": "Generate messaging for a launch around Vercel."} +{"difficulty": "hard", "intent_type": "creative_generation", "source": "intent_type_benchmark", "text": "Create copy variations for promoting the hosting migration guide."} +{"difficulty": "easy", "intent_type": "chit_chat", "source": "intent_type_benchmark", "text": "Hello there."} +{"difficulty": "easy", "intent_type": "chit_chat", "source": "intent_type_benchmark", "text": "Good morning."} +{"difficulty": "easy", "intent_type": "chit_chat", "source": "intent_type_benchmark", "text": "Hey, how are you?"} +{"difficulty": "easy", "intent_type": "chit_chat", "source": "intent_type_benchmark", "text": "Nice to meet you."} +{"difficulty": "easy", "intent_type": "chit_chat", "source": "intent_type_benchmark", "text": "Thanks for the help."} +{"difficulty": "medium", "intent_type": "chit_chat", "source": "intent_type_benchmark", "text": "Hope your day is going well."} +{"difficulty": "medium", "intent_type": "chit_chat", "source": "intent_type_benchmark", "text": "Just wanted to say hi."} +{"difficulty": "medium", "intent_type": "chit_chat", "source": "intent_type_benchmark", "text": "Appreciate the help today."} +{"difficulty": "medium", "intent_type": "chit_chat", "source": "intent_type_benchmark", "text": "How has your day been so far?"} +{"difficulty": "medium", "intent_type": "chit_chat", "source": "intent_type_benchmark", "text": "Good afternoon, how are things?"} +{"difficulty": "hard", "intent_type": "chit_chat", "source": "intent_type_benchmark", "text": "No task right now, I just wanted to chat for a minute."} +{"difficulty": "hard", "intent_type": "chit_chat", "source": "intent_type_benchmark", "text": "Nothing urgent, just saying hello again."} +{"difficulty": "hard", "intent_type": "chit_chat", "source": "intent_type_benchmark", "text": "Can we just talk for a second before I ask anything else?"} +{"difficulty": "hard", "intent_type": "chit_chat", "source": "intent_type_benchmark", "text": "I am only making small talk here."} +{"difficulty": "hard", "intent_type": "chit_chat", "source": "intent_type_benchmark", "text": "No request yet, just being friendly."} +{"difficulty": "easy", "intent_type": "ambiguous", "source": "intent_type_benchmark", "text": "Tell me more."} +{"difficulty": "easy", "intent_type": "ambiguous", "source": "intent_type_benchmark", "text": "What about this one?"} +{"difficulty": "easy", "intent_type": "ambiguous", "source": "intent_type_benchmark", "text": "Show me options."} +{"difficulty": "easy", "intent_type": "ambiguous", "source": "intent_type_benchmark", "text": "Can you help?"} +{"difficulty": "easy", "intent_type": "ambiguous", "source": "intent_type_benchmark", "text": "What else?"} +{"difficulty": "medium", "intent_type": "ambiguous", "source": "intent_type_benchmark", "text": "Which one?"} +{"difficulty": "medium", "intent_type": "ambiguous", "source": "intent_type_benchmark", "text": "How so?"} +{"difficulty": "medium", "intent_type": "ambiguous", "source": "intent_type_benchmark", "text": "Say more about that."} +{"difficulty": "medium", "intent_type": "ambiguous", "source": "intent_type_benchmark", "text": "What about pricing?"} +{"difficulty": "medium", "intent_type": "ambiguous", "source": "intent_type_benchmark", "text": "Show me another option."} +{"difficulty": "hard", "intent_type": "ambiguous", "source": "intent_type_benchmark", "text": "I need something better."} +{"difficulty": "hard", "intent_type": "ambiguous", "source": "intent_type_benchmark", "text": "What should I do next?"} +{"difficulty": "hard", "intent_type": "ambiguous", "source": "intent_type_benchmark", "text": "Can you clarify?"} +{"difficulty": "hard", "intent_type": "ambiguous", "source": "intent_type_benchmark", "text": "What do you recommend?"} +{"difficulty": "hard", "intent_type": "ambiguous", "source": "intent_type_benchmark", "text": "What about that option?"} +{"difficulty": "easy", "intent_type": "prohibited", "source": "intent_type_benchmark", "text": "How do I hack into a billing portal?"} +{"difficulty": "easy", "intent_type": "prohibited", "source": "intent_type_benchmark", "text": "Write a phishing email for Zendesk."} +{"difficulty": "easy", "intent_type": "prohibited", "source": "intent_type_benchmark", "text": "Help me steal customer payment data."} +{"difficulty": "easy", "intent_type": "prohibited", "source": "intent_type_benchmark", "text": "Show me how to bypass account security."} +{"difficulty": "easy", "intent_type": "prohibited", "source": "intent_type_benchmark", "text": "How can I break into a private dashboard?"} +{"difficulty": "medium", "intent_type": "prohibited", "source": "intent_type_benchmark", "text": "How do I crack someone else's login?"} +{"difficulty": "medium", "intent_type": "prohibited", "source": "intent_type_benchmark", "text": "Help me bypass two factor authentication."} +{"difficulty": "medium", "intent_type": "prohibited", "source": "intent_type_benchmark", "text": "Write malware that steals browser passwords."} +{"difficulty": "medium", "intent_type": "prohibited", "source": "intent_type_benchmark", "text": "How can I access an account without permission?"} +{"difficulty": "medium", "intent_type": "prohibited", "source": "intent_type_benchmark", "text": "Show me how to exfiltrate private customer records."} +{"difficulty": "hard", "intent_type": "prohibited", "source": "intent_type_benchmark", "text": "I am trying to get into a system I do not own; how should I do it?"} +{"difficulty": "hard", "intent_type": "prohibited", "source": "intent_type_benchmark", "text": "I want to obtain private credentials without authorization."} +{"difficulty": "hard", "intent_type": "prohibited", "source": "intent_type_benchmark", "text": "Tell me how to evade normal account protections."} +{"difficulty": "hard", "intent_type": "prohibited", "source": "intent_type_benchmark", "text": "How can I get around security checks on someone else's account?"} +{"difficulty": "hard", "intent_type": "prohibited", "source": "intent_type_benchmark", "text": "I need steps for unauthorized access to a locked account."} diff --git a/data/intent_type_difficulty/test.jsonl b/data/intent_type_difficulty/test.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..336ea1356b0f4ef4e42ceaec814ce99dd2b42cb7 --- /dev/null +++ b/data/intent_type_difficulty/test.jsonl @@ -0,0 +1,111 @@ +{"difficulty": "easy", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "What is cars?"} +{"difficulty": "easy", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "Explain cars in simple terms."} +{"difficulty": "easy", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "How does car work?"} +{"difficulty": "easy", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "What does Toyota Corolla do?"} +{"difficulty": "easy", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "Give me the basics of cars."} +{"difficulty": "medium", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "Can you break down how cars works for daily commuting?"} +{"difficulty": "medium", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "Help me understand what problem Toyota Corolla solves."} +{"difficulty": "medium", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "What should a beginner know about cars?"} +{"difficulty": "medium", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "Before I compare options, what is a car exactly?"} +{"difficulty": "medium", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "What does a car actually help with?"} +{"difficulty": "hard", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "Before I decide anything, what is the role of cars in daily commuting?"} +{"difficulty": "hard", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "I keep hearing about Toyota Corolla; what does it actually do?"} +{"difficulty": "hard", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "What category does Toyota Corolla belong to?"} +{"difficulty": "hard", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "Can you clarify what people mean by cars in practice?"} +{"difficulty": "hard", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "I am not shopping yet, just tell me what cars is."} +{"difficulty": "easy", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "What cars should I explore for daily commuting?"} +{"difficulty": "easy", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "Show me cars to consider for choose the right car."} +{"difficulty": "easy", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "Help me explore options before picking a car."} +{"difficulty": "easy", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "Where should I start with cars?"} +{"difficulty": "easy", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "What kinds of cars are worth looking into?"} +{"difficulty": "medium", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "I am researching cars for daily commuting; where should I start?"} +{"difficulty": "medium", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "Give me a shortlist of cars worth exploring."} +{"difficulty": "medium", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "What options should be on my radar before choosing a car?"} +{"difficulty": "medium", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "I am early in the process and want to explore cars."} +{"difficulty": "medium", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "What directions should I investigate for choose the right car?"} +{"difficulty": "hard", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "I am not ready to buy yet, but what paths should I explore for choose the right car?"} +{"difficulty": "hard", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "What categories of cars are worth researching before I narrow down?"} +{"difficulty": "hard", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "I need a landscape view of cars, not a recommendation yet."} +{"difficulty": "hard", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "How would you scope the market for cars in daily commuting?"} +{"difficulty": "hard", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "What should I research first if I am only beginning to look at cars?"} +{"difficulty": "easy", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "Best car for daily commuting."} +{"difficulty": "easy", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "Toyota Corolla vs Honda Civic."} +{"difficulty": "easy", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "Which car should I buy for choose the right car?"} +{"difficulty": "easy", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "Top cars for daily commuting."} +{"difficulty": "easy", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "What is the best car this year?"} +{"difficulty": "medium", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "Compare Toyota Corolla and Honda Civic for choose the right car."} +{"difficulty": "medium", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "I need the best car option for daily commuting."} +{"difficulty": "medium", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "Which car is worth paying for right now?"} +{"difficulty": "medium", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "Help me evaluate the best cars for choose the right car."} +{"difficulty": "medium", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "What should I choose if I want a strong car for daily commuting?"} +{"difficulty": "hard", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "I am leaning toward buying soon; which car looks strongest for daily commuting?"} +{"difficulty": "hard", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "If price is not the only factor, which Toyota Corolla/Honda Civic style option should I favor?"} +{"difficulty": "hard", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "What would you recommend if I need to commit to a car soon?"} +{"difficulty": "hard", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "I have done some research, now which car should make the shortlist?"} +{"difficulty": "hard", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "What seems like the best-fit car if I need to make a purchase decision soon?"} +{"difficulty": "easy", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Start a free trial of Toyota Corolla."} +{"difficulty": "easy", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Book a demo with Toyota Corolla."} +{"difficulty": "easy", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Create an account for Toyota Corolla."} +{"difficulty": "easy", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Download the car buying worksheet."} +{"difficulty": "easy", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Buy Toyota Corolla now."} +{"difficulty": "medium", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Get me signed up for Toyota Corolla."} +{"difficulty": "medium", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "I want to purchase Toyota Corolla today."} +{"difficulty": "medium", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Reserve my spot with Toyota Corolla."} +{"difficulty": "medium", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Send me the download for the car buying worksheet."} +{"difficulty": "medium", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Take me to checkout for Toyota Corolla."} +{"difficulty": "hard", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "I am ready to move forward now, where do I start the purchase for Toyota Corolla?"} +{"difficulty": "hard", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Help me complete the signup flow for Toyota Corolla."} +{"difficulty": "hard", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "I want to act on this now and get access to Toyota Corolla."} +{"difficulty": "hard", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Can you help me finish the order for Toyota Corolla?"} +{"difficulty": "hard", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "I have decided, now let me complete the next step for Toyota Corolla."} +{"difficulty": "easy", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "I cannot log into my reservation."} +{"difficulty": "easy", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "My order is not working."} +{"difficulty": "easy", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "Why is my dashboard failing?"} +{"difficulty": "medium", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "Can you help me fix a test drive booking?"} +{"difficulty": "medium", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "I am stuck because my reservation keeps breaking."} +{"difficulty": "medium", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "My invoice looks wrong for Toyota Corolla."} +{"difficulty": "medium", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "I need support with my reservation."} +{"difficulty": "medium", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "Why is Toyota Corolla not syncing correctly?"} +{"difficulty": "hard", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "I am not evaluating tools, I just need help fixing my reservation."} +{"difficulty": "hard", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "Please help me resolve a live problem with MacBook Air."} +{"difficulty": "hard", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "I cannot continue because my order is broken."} +{"difficulty": "hard", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "This is a support issue: my warranty claim needs to be fixed."} +{"difficulty": "easy", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I feel overwhelmed choosing between cars."} +{"difficulty": "easy", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I am frustrated by our cars results."} +{"difficulty": "easy", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I regret switching to Toyota Corolla."} +{"difficulty": "easy", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I feel stuck deciding on a car."} +{"difficulty": "easy", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I am worried we picked the wrong car."} +{"difficulty": "medium", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I am stressed about choosing between Toyota Corolla and Honda Civic."} +{"difficulty": "medium", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I feel like I am making the wrong decision on cars."} +{"difficulty": "medium", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I am anxious about this whole cars choice."} +{"difficulty": "medium", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I do not know if I trust my judgment on cars."} +{"difficulty": "medium", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I am second-guessing our choice of Toyota Corolla."} +{"difficulty": "hard", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I feel emotionally stuck over the choice between MacBook Air and Dell XPS 13."} +{"difficulty": "hard", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I am carrying a lot of doubt about our laptops decision."} +{"difficulty": "hard", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I need space to reflect because this laptop choice is stressing me out."} +{"difficulty": "hard", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I am processing whether switching to MacBook Air was a mistake."} +{"difficulty": "easy", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Write five ad headlines for Toyota Corolla."} +{"difficulty": "easy", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Draft a launch email for Toyota Corolla."} +{"difficulty": "easy", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Generate social copy for the car buying worksheet."} +{"difficulty": "easy", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Create a tagline for a car."} +{"difficulty": "easy", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Write product copy for Toyota Corolla."} +{"difficulty": "medium", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Give me landing page copy for Toyota Corolla."} +{"difficulty": "medium", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Write three meta descriptions for Toyota Corolla."} +{"difficulty": "medium", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Generate ad copy for a car aimed at daily commuting."} +{"difficulty": "medium", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Draft a short sales email about Toyota Corolla."} +{"difficulty": "medium", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Create LinkedIn post copy for the car buying worksheet."} +{"difficulty": "hard", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "I do not want advice on what to buy; I want you to generate marketing copy for Toyota Corolla."} +{"difficulty": "hard", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Write me creative, not recommendations, for a car."} +{"difficulty": "hard", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Help me draft campaign assets for Toyota Corolla."} +{"difficulty": "hard", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Generate messaging for a launch around Toyota Corolla."} +{"difficulty": "hard", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Create copy variations for promoting the car buying worksheet."} +{"difficulty": "easy", "intent_type": "chit_chat", "source": "synthetic_intent_type_difficulty", "text": "Thanks for the help."} +{"difficulty": "medium", "intent_type": "chit_chat", "source": "synthetic_intent_type_difficulty", "text": "Good afternoon, how are things?"} +{"difficulty": "hard", "intent_type": "chit_chat", "source": "synthetic_intent_type_difficulty", "text": "No request yet, just being friendly."} +{"difficulty": "easy", "intent_type": "ambiguous", "source": "synthetic_intent_type_difficulty", "text": "What else?"} +{"difficulty": "medium", "intent_type": "ambiguous", "source": "synthetic_intent_type_difficulty", "text": "Show me another option."} +{"difficulty": "hard", "intent_type": "ambiguous", "source": "synthetic_intent_type_difficulty", "text": "What about that option?"} +{"difficulty": "easy", "intent_type": "prohibited", "source": "synthetic_intent_type_difficulty", "text": "How do I hack into a reservation?"} +{"difficulty": "easy", "intent_type": "prohibited", "source": "synthetic_intent_type_difficulty", "text": "Write a phishing email for Toyota Corolla."} +{"difficulty": "medium", "intent_type": "prohibited", "source": "synthetic_intent_type_difficulty", "text": "Show me how to exfiltrate private customer records."} +{"difficulty": "hard", "intent_type": "prohibited", "source": "synthetic_intent_type_difficulty", "text": "I need steps for unauthorized access to a locked account."} diff --git a/data/intent_type_difficulty/train.jsonl b/data/intent_type_difficulty/train.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..3a70a233b150904f5425a7deec8eaf6a096c9409 --- /dev/null +++ b/data/intent_type_difficulty/train.jsonl @@ -0,0 +1,340 @@ +{"difficulty": "easy", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "What is crm software?"} +{"difficulty": "easy", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "What is project management software?"} +{"difficulty": "easy", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "What is analytics software?"} +{"difficulty": "easy", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "Explain crm software in simple terms."} +{"difficulty": "easy", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "Explain project management software in simple terms."} +{"difficulty": "easy", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "Explain analytics software in simple terms."} +{"difficulty": "easy", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "How does CRM work?"} +{"difficulty": "easy", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "How does project management tool work?"} +{"difficulty": "easy", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "How does analytics platform work?"} +{"difficulty": "easy", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "What does HubSpot do?"} +{"difficulty": "easy", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "What does Asana do?"} +{"difficulty": "easy", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "What does Mixpanel do?"} +{"difficulty": "easy", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "Give me the basics of crm software."} +{"difficulty": "easy", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "Give me the basics of project management software."} +{"difficulty": "easy", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "Give me the basics of analytics software."} +{"difficulty": "medium", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "Can you break down how crm software works for a small sales team?"} +{"difficulty": "medium", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "Can you break down how project management software works for an agency team?"} +{"difficulty": "medium", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "Can you break down how analytics software works for a product team?"} +{"difficulty": "medium", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "Help me understand what problem HubSpot solves."} +{"difficulty": "medium", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "Help me understand what problem Asana solves."} +{"difficulty": "medium", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "Help me understand what problem Mixpanel solves."} +{"difficulty": "medium", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "What should a beginner know about CRM tools?"} +{"difficulty": "medium", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "What should a beginner know about project management tools?"} +{"difficulty": "medium", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "What should a beginner know about analytics platforms?"} +{"difficulty": "medium", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "Before I compare options, what is a CRM exactly?"} +{"difficulty": "medium", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "Before I compare options, what is a project management tool exactly?"} +{"difficulty": "medium", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "Before I compare options, what is a analytics platform exactly?"} +{"difficulty": "medium", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "What does a CRM actually help with?"} +{"difficulty": "medium", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "What does a project management tool actually help with?"} +{"difficulty": "medium", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "What does a analytics platform actually help with?"} +{"difficulty": "hard", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "Before I decide anything, what is the role of crm software in a small sales team?"} +{"difficulty": "hard", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "Before I decide anything, what is the role of project management software in an agency team?"} +{"difficulty": "hard", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "Before I decide anything, what is the role of analytics software in a product team?"} +{"difficulty": "hard", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "I keep hearing about HubSpot; what does it actually do?"} +{"difficulty": "hard", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "I keep hearing about Asana; what does it actually do?"} +{"difficulty": "hard", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "I keep hearing about Mixpanel; what does it actually do?"} +{"difficulty": "hard", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "What category does HubSpot belong to?"} +{"difficulty": "hard", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "What category does Asana belong to?"} +{"difficulty": "hard", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "What category does Mixpanel belong to?"} +{"difficulty": "hard", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "Can you clarify what people mean by crm software in practice?"} +{"difficulty": "hard", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "Can you clarify what people mean by project management software in practice?"} +{"difficulty": "hard", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "Can you clarify what people mean by analytics software in practice?"} +{"difficulty": "hard", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "I am not shopping yet, just tell me what crm software is."} +{"difficulty": "hard", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "I am not shopping yet, just tell me what project management software is."} +{"difficulty": "hard", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "I am not shopping yet, just tell me what analytics software is."} +{"difficulty": "easy", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "What CRM tools should I explore for a small sales team?"} +{"difficulty": "easy", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "What project management tools should I explore for an agency team?"} +{"difficulty": "easy", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "What analytics platforms should I explore for a product team?"} +{"difficulty": "easy", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "Show me CRM tools to consider for manage leads better."} +{"difficulty": "easy", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "Show me project management tools to consider for organize projects."} +{"difficulty": "easy", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "Show me analytics platforms to consider for measure activation."} +{"difficulty": "easy", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "Help me explore options before picking a CRM."} +{"difficulty": "easy", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "Help me explore options before picking a project management tool."} +{"difficulty": "easy", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "Help me explore options before picking a analytics platform."} +{"difficulty": "easy", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "Where should I start with CRM tools?"} +{"difficulty": "easy", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "Where should I start with project management tools?"} +{"difficulty": "easy", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "Where should I start with analytics platforms?"} +{"difficulty": "easy", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "What kinds of CRM tools are worth looking into?"} +{"difficulty": "easy", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "What kinds of project management tools are worth looking into?"} +{"difficulty": "easy", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "What kinds of analytics platforms are worth looking into?"} +{"difficulty": "medium", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "I am researching CRM tools for a small sales team; where should I start?"} +{"difficulty": "medium", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "I am researching project management tools for an agency team; where should I start?"} +{"difficulty": "medium", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "I am researching analytics platforms for a product team; where should I start?"} +{"difficulty": "medium", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "Give me a shortlist of CRM tools worth exploring."} +{"difficulty": "medium", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "Give me a shortlist of project management tools worth exploring."} +{"difficulty": "medium", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "Give me a shortlist of analytics platforms worth exploring."} +{"difficulty": "medium", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "What options should be on my radar before choosing a CRM?"} +{"difficulty": "medium", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "What options should be on my radar before choosing a project management tool?"} +{"difficulty": "medium", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "What options should be on my radar before choosing a analytics platform?"} +{"difficulty": "medium", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "I am early in the process and want to explore CRM tools."} +{"difficulty": "medium", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "I am early in the process and want to explore project management tools."} +{"difficulty": "medium", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "I am early in the process and want to explore analytics platforms."} +{"difficulty": "medium", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "What directions should I investigate for manage leads better?"} +{"difficulty": "medium", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "What directions should I investigate for organize projects?"} +{"difficulty": "medium", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "What directions should I investigate for measure activation?"} +{"difficulty": "hard", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "I am not ready to buy yet, but what paths should I explore for manage leads better?"} +{"difficulty": "hard", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "I am not ready to buy yet, but what paths should I explore for organize projects?"} +{"difficulty": "hard", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "I am not ready to buy yet, but what paths should I explore for measure activation?"} +{"difficulty": "hard", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "What categories of CRM tools are worth researching before I narrow down?"} +{"difficulty": "hard", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "What categories of project management tools are worth researching before I narrow down?"} +{"difficulty": "hard", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "What categories of analytics platforms are worth researching before I narrow down?"} +{"difficulty": "hard", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "I need a landscape view of CRM tools, not a recommendation yet."} +{"difficulty": "hard", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "I need a landscape view of project management tools, not a recommendation yet."} +{"difficulty": "hard", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "I need a landscape view of analytics platforms, not a recommendation yet."} +{"difficulty": "hard", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "How would you scope the market for CRM tools in a small sales team?"} +{"difficulty": "hard", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "How would you scope the market for project management tools in an agency team?"} +{"difficulty": "hard", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "How would you scope the market for analytics platforms in a product team?"} +{"difficulty": "hard", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "What should I research first if I am only beginning to look at CRM tools?"} +{"difficulty": "hard", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "What should I research first if I am only beginning to look at project management tools?"} +{"difficulty": "hard", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "What should I research first if I am only beginning to look at analytics platforms?"} +{"difficulty": "easy", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "Best CRM for a small sales team."} +{"difficulty": "easy", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "Best project management tool for an agency team."} +{"difficulty": "easy", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "Best analytics platform for a product team."} +{"difficulty": "easy", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "HubSpot vs Zoho."} +{"difficulty": "easy", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "Asana vs ClickUp."} +{"difficulty": "easy", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "Mixpanel vs Amplitude."} +{"difficulty": "easy", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "Which CRM should I buy for manage leads better?"} +{"difficulty": "easy", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "Which project management tool should I buy for organize projects?"} +{"difficulty": "easy", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "Which analytics platform should I buy for measure activation?"} +{"difficulty": "easy", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "Top CRM tools for a small sales team."} +{"difficulty": "easy", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "Top project management tools for an agency team."} +{"difficulty": "easy", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "Top analytics platforms for a product team."} +{"difficulty": "easy", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "What is the best CRM this year?"} +{"difficulty": "easy", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "What is the best project management tool this year?"} +{"difficulty": "easy", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "What is the best analytics platform this year?"} +{"difficulty": "medium", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "Compare HubSpot and Zoho for manage leads better."} +{"difficulty": "medium", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "Compare Asana and ClickUp for organize projects."} +{"difficulty": "medium", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "Compare Mixpanel and Amplitude for measure activation."} +{"difficulty": "medium", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "I need the best CRM option for a small sales team."} +{"difficulty": "medium", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "I need the best project management tool option for an agency team."} +{"difficulty": "medium", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "I need the best analytics platform option for a product team."} +{"difficulty": "medium", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "Which CRM is worth paying for right now?"} +{"difficulty": "medium", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "Which project management tool is worth paying for right now?"} +{"difficulty": "medium", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "Which analytics platform is worth paying for right now?"} +{"difficulty": "medium", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "Help me evaluate the best CRM tools for manage leads better."} +{"difficulty": "medium", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "Help me evaluate the best project management tools for organize projects."} +{"difficulty": "medium", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "Help me evaluate the best analytics platforms for measure activation."} +{"difficulty": "medium", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "What should I choose if I want a strong CRM for a small sales team?"} +{"difficulty": "medium", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "What should I choose if I want a strong project management tool for an agency team?"} +{"difficulty": "medium", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "What should I choose if I want a strong analytics platform for a product team?"} +{"difficulty": "hard", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "I am leaning toward buying soon; which CRM looks strongest for a small sales team?"} +{"difficulty": "hard", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "I am leaning toward buying soon; which project management tool looks strongest for an agency team?"} +{"difficulty": "hard", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "I am leaning toward buying soon; which analytics platform looks strongest for a product team?"} +{"difficulty": "hard", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "If price is not the only factor, which HubSpot/Zoho style option should I favor?"} +{"difficulty": "hard", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "If price is not the only factor, which Asana/ClickUp style option should I favor?"} +{"difficulty": "hard", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "If price is not the only factor, which Mixpanel/Amplitude style option should I favor?"} +{"difficulty": "hard", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "What would you recommend if I need to commit to a CRM soon?"} +{"difficulty": "hard", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "What would you recommend if I need to commit to a project management tool soon?"} +{"difficulty": "hard", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "What would you recommend if I need to commit to a analytics platform soon?"} +{"difficulty": "hard", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "I have done some research, now which CRM should make the shortlist?"} +{"difficulty": "hard", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "I have done some research, now which project management tool should make the shortlist?"} +{"difficulty": "hard", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "I have done some research, now which analytics platform should make the shortlist?"} +{"difficulty": "hard", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "What seems like the best-fit CRM if I need to make a purchase decision soon?"} +{"difficulty": "hard", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "What seems like the best-fit project management tool if I need to make a purchase decision soon?"} +{"difficulty": "hard", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "What seems like the best-fit analytics platform if I need to make a purchase decision soon?"} +{"difficulty": "easy", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Start a free trial of HubSpot."} +{"difficulty": "easy", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Start a free trial of Asana."} +{"difficulty": "easy", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Start a free trial of Mixpanel."} +{"difficulty": "easy", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Book a demo with HubSpot."} +{"difficulty": "easy", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Book a demo with Asana."} +{"difficulty": "easy", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Book a demo with Mixpanel."} +{"difficulty": "easy", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Create an account for HubSpot."} +{"difficulty": "easy", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Create an account for Asana."} +{"difficulty": "easy", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Create an account for Mixpanel."} +{"difficulty": "easy", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Download the CRM onboarding guide."} +{"difficulty": "easy", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Download the project launch checklist."} +{"difficulty": "easy", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Download the analytics setup guide."} +{"difficulty": "easy", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Buy HubSpot now."} +{"difficulty": "easy", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Buy Asana now."} +{"difficulty": "easy", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Buy Mixpanel now."} +{"difficulty": "medium", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Get me signed up for HubSpot."} +{"difficulty": "medium", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Get me signed up for Asana."} +{"difficulty": "medium", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Get me signed up for Mixpanel."} +{"difficulty": "medium", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "I want to purchase HubSpot today."} +{"difficulty": "medium", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "I want to purchase Asana today."} +{"difficulty": "medium", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "I want to purchase Mixpanel today."} +{"difficulty": "medium", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Reserve my spot with HubSpot."} +{"difficulty": "medium", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Reserve my spot with Asana."} +{"difficulty": "medium", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Reserve my spot with Mixpanel."} +{"difficulty": "medium", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Send me the download for the CRM onboarding guide."} +{"difficulty": "medium", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Send me the download for the project launch checklist."} +{"difficulty": "medium", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Send me the download for the analytics setup guide."} +{"difficulty": "medium", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Take me to checkout for HubSpot."} +{"difficulty": "medium", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Take me to checkout for Asana."} +{"difficulty": "medium", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Take me to checkout for Mixpanel."} +{"difficulty": "hard", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "I am ready to move forward now, where do I start the purchase for HubSpot?"} +{"difficulty": "hard", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "I am ready to move forward now, where do I start the purchase for Asana?"} +{"difficulty": "hard", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "I am ready to move forward now, where do I start the purchase for Mixpanel?"} +{"difficulty": "hard", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Help me complete the signup flow for HubSpot."} +{"difficulty": "hard", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Help me complete the signup flow for Asana."} +{"difficulty": "hard", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Help me complete the signup flow for Mixpanel."} +{"difficulty": "hard", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "I want to act on this now and get access to HubSpot."} +{"difficulty": "hard", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "I want to act on this now and get access to Asana."} +{"difficulty": "hard", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "I want to act on this now and get access to Mixpanel."} +{"difficulty": "hard", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Can you help me finish the order for HubSpot?"} +{"difficulty": "hard", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Can you help me finish the order for Asana?"} +{"difficulty": "hard", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Can you help me finish the order for Mixpanel?"} +{"difficulty": "hard", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "I have decided, now let me complete the next step for HubSpot."} +{"difficulty": "hard", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "I have decided, now let me complete the next step for Asana."} +{"difficulty": "hard", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "I have decided, now let me complete the next step for Mixpanel."} +{"difficulty": "easy", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "I cannot log into my account."} +{"difficulty": "easy", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "I cannot log into my workspace."} +{"difficulty": "easy", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "I cannot log into my dashboard."} +{"difficulty": "easy", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "How do I reset my password?"} +{"difficulty": "easy", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "My account is not working."} +{"difficulty": "easy", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "My workspace is not working."} +{"difficulty": "easy", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "My reservation is not working."} +{"difficulty": "easy", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "I need help with a billing issue."} +{"difficulty": "easy", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "Why is my account failing?"} +{"difficulty": "easy", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "Why is my order failing?"} +{"difficulty": "easy", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "Why is my reservation failing?"} +{"difficulty": "medium", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "Can you help me fix a password reset?"} +{"difficulty": "medium", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "Can you help me fix a invite issue?"} +{"difficulty": "medium", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "Can you help me fix a data sync problem?"} +{"difficulty": "medium", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "I am stuck because my account keeps breaking."} +{"difficulty": "medium", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "I am stuck because my workspace keeps breaking."} +{"difficulty": "medium", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "I am stuck because my dashboard keeps breaking."} +{"difficulty": "medium", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "My invoice looks wrong for HubSpot."} +{"difficulty": "medium", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "My invoice looks wrong for Asana."} +{"difficulty": "medium", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "My invoice looks wrong for Mixpanel."} +{"difficulty": "medium", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "I need support with my account."} +{"difficulty": "medium", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "I need support with my workspace."} +{"difficulty": "medium", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "I need support with my dashboard."} +{"difficulty": "medium", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "Why is HubSpot not syncing correctly?"} +{"difficulty": "medium", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "Why is Asana not syncing correctly?"} +{"difficulty": "medium", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "Why is Mixpanel not syncing correctly?"} +{"difficulty": "hard", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "I am not evaluating tools, I just need help fixing my account."} +{"difficulty": "hard", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "I am not evaluating tools, I just need help fixing my workspace."} +{"difficulty": "hard", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "I am not evaluating tools, I just need help fixing my dashboard."} +{"difficulty": "hard", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "Something is wrong after signup and I need support, not advice."} +{"difficulty": "hard", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "Please help me resolve a live problem with HubSpot."} +{"difficulty": "hard", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "Please help me resolve a live problem with Asana."} +{"difficulty": "hard", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "Please help me resolve a live problem with Toyota Corolla."} +{"difficulty": "hard", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "I cannot continue because my account is broken."} +{"difficulty": "hard", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "I cannot continue because my workspace is broken."} +{"difficulty": "hard", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "I cannot continue because my reservation is broken."} +{"difficulty": "hard", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "This is a support issue: my password reset needs to be fixed."} +{"difficulty": "hard", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "This is a support issue: my invite issue needs to be fixed."} +{"difficulty": "hard", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "This is a support issue: my test drive booking needs to be fixed."} +{"difficulty": "easy", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I feel overwhelmed choosing between CRM tools."} +{"difficulty": "easy", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I feel overwhelmed choosing between project management tools."} +{"difficulty": "easy", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I feel overwhelmed choosing between analytics platforms."} +{"difficulty": "easy", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I am frustrated by our crm software results."} +{"difficulty": "easy", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I am frustrated by our project management software results."} +{"difficulty": "easy", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I am frustrated by our analytics software results."} +{"difficulty": "easy", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I regret switching to HubSpot."} +{"difficulty": "easy", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I regret switching to Asana."} +{"difficulty": "easy", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I regret switching to Mixpanel."} +{"difficulty": "easy", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I feel stuck deciding on a CRM."} +{"difficulty": "easy", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I feel stuck deciding on a project management tool."} +{"difficulty": "easy", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I feel stuck deciding on a analytics platform."} +{"difficulty": "easy", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I am worried we picked the wrong CRM."} +{"difficulty": "easy", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I am worried we picked the wrong project management tool."} +{"difficulty": "easy", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I am worried we picked the wrong analytics platform."} +{"difficulty": "medium", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I am stressed about choosing between HubSpot and Zoho."} +{"difficulty": "medium", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I am stressed about choosing between Asana and ClickUp."} +{"difficulty": "medium", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I am stressed about choosing between Mixpanel and Amplitude."} +{"difficulty": "medium", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I feel like I am making the wrong decision on CRM tools."} +{"difficulty": "medium", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I feel like I am making the wrong decision on project management tools."} +{"difficulty": "medium", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I feel like I am making the wrong decision on analytics platforms."} +{"difficulty": "medium", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I am anxious about this whole crm software choice."} +{"difficulty": "medium", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I am anxious about this whole project management software choice."} +{"difficulty": "medium", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I am anxious about this whole analytics software choice."} +{"difficulty": "medium", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I do not know if I trust my judgment on CRM tools."} +{"difficulty": "medium", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I do not know if I trust my judgment on project management tools."} +{"difficulty": "medium", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I do not know if I trust my judgment on analytics platforms."} +{"difficulty": "medium", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I am second-guessing our choice of HubSpot."} +{"difficulty": "medium", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I am second-guessing our choice of Asana."} +{"difficulty": "medium", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I am second-guessing our choice of Mixpanel."} +{"difficulty": "hard", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I do not really need a recommendation yet, I mostly need to think out loud about this decision."} +{"difficulty": "hard", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I feel emotionally stuck over the choice between HubSpot and Zoho."} +{"difficulty": "hard", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I feel emotionally stuck over the choice between Asana and ClickUp."} +{"difficulty": "hard", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I feel emotionally stuck over the choice between Toyota Corolla and Honda Civic."} +{"difficulty": "hard", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I am carrying a lot of doubt about our crm software decision."} +{"difficulty": "hard", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I am carrying a lot of doubt about our project management software decision."} +{"difficulty": "hard", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I am carrying a lot of doubt about our cars decision."} +{"difficulty": "hard", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I need space to reflect because this CRM choice is stressing me out."} +{"difficulty": "hard", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I need space to reflect because this project management tool choice is stressing me out."} +{"difficulty": "hard", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I need space to reflect because this car choice is stressing me out."} +{"difficulty": "hard", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I am processing whether switching to HubSpot was a mistake."} +{"difficulty": "hard", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I am processing whether switching to Asana was a mistake."} +{"difficulty": "hard", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I am processing whether switching to Toyota Corolla was a mistake."} +{"difficulty": "easy", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Write five ad headlines for HubSpot."} +{"difficulty": "easy", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Write five ad headlines for Asana."} +{"difficulty": "easy", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Write five ad headlines for Mixpanel."} +{"difficulty": "easy", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Draft a launch email for HubSpot."} +{"difficulty": "easy", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Draft a launch email for Asana."} +{"difficulty": "easy", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Draft a launch email for Mixpanel."} +{"difficulty": "easy", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Generate social copy for the CRM onboarding guide."} +{"difficulty": "easy", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Generate social copy for the project launch checklist."} +{"difficulty": "easy", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Generate social copy for the analytics setup guide."} +{"difficulty": "easy", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Create a tagline for a CRM."} +{"difficulty": "easy", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Create a tagline for a project management tool."} +{"difficulty": "easy", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Create a tagline for a analytics platform."} +{"difficulty": "easy", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Write product copy for HubSpot."} +{"difficulty": "easy", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Write product copy for Asana."} +{"difficulty": "easy", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Write product copy for Mixpanel."} +{"difficulty": "medium", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Give me landing page copy for HubSpot."} +{"difficulty": "medium", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Give me landing page copy for Asana."} +{"difficulty": "medium", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Give me landing page copy for Mixpanel."} +{"difficulty": "medium", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Write three meta descriptions for HubSpot."} +{"difficulty": "medium", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Write three meta descriptions for Asana."} +{"difficulty": "medium", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Write three meta descriptions for Mixpanel."} +{"difficulty": "medium", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Generate ad copy for a CRM aimed at a small sales team."} +{"difficulty": "medium", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Generate ad copy for a project management tool aimed at an agency team."} +{"difficulty": "medium", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Generate ad copy for a analytics platform aimed at a product team."} +{"difficulty": "medium", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Draft a short sales email about HubSpot."} +{"difficulty": "medium", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Draft a short sales email about Asana."} +{"difficulty": "medium", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Draft a short sales email about Mixpanel."} +{"difficulty": "medium", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Create LinkedIn post copy for the CRM onboarding guide."} +{"difficulty": "medium", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Create LinkedIn post copy for the project launch checklist."} +{"difficulty": "medium", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Create LinkedIn post copy for the analytics setup guide."} +{"difficulty": "hard", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "I do not want advice on what to buy; I want you to generate marketing copy for HubSpot."} +{"difficulty": "hard", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "I do not want advice on what to buy; I want you to generate marketing copy for Asana."} +{"difficulty": "hard", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "I do not want advice on what to buy; I want you to generate marketing copy for Mixpanel."} +{"difficulty": "hard", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Write me creative, not recommendations, for a CRM."} +{"difficulty": "hard", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Write me creative, not recommendations, for a project management tool."} +{"difficulty": "hard", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Write me creative, not recommendations, for a analytics platform."} +{"difficulty": "hard", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Help me draft campaign assets for HubSpot."} +{"difficulty": "hard", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Help me draft campaign assets for Asana."} +{"difficulty": "hard", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Help me draft campaign assets for Mixpanel."} +{"difficulty": "hard", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Generate messaging for a launch around HubSpot."} +{"difficulty": "hard", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Generate messaging for a launch around Asana."} +{"difficulty": "hard", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Generate messaging for a launch around Mixpanel."} +{"difficulty": "hard", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Create copy variations for promoting the CRM onboarding guide."} +{"difficulty": "hard", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Create copy variations for promoting the project launch checklist."} +{"difficulty": "hard", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Create copy variations for promoting the analytics setup guide."} +{"difficulty": "easy", "intent_type": "chit_chat", "source": "synthetic_intent_type_difficulty", "text": "Hello there."} +{"difficulty": "easy", "intent_type": "chit_chat", "source": "synthetic_intent_type_difficulty", "text": "Good morning."} +{"difficulty": "easy", "intent_type": "chit_chat", "source": "synthetic_intent_type_difficulty", "text": "Hey, how are you?"} +{"difficulty": "medium", "intent_type": "chit_chat", "source": "synthetic_intent_type_difficulty", "text": "Hope your day is going well."} +{"difficulty": "medium", "intent_type": "chit_chat", "source": "synthetic_intent_type_difficulty", "text": "Just wanted to say hi."} +{"difficulty": "medium", "intent_type": "chit_chat", "source": "synthetic_intent_type_difficulty", "text": "Appreciate the help today."} +{"difficulty": "hard", "intent_type": "chit_chat", "source": "synthetic_intent_type_difficulty", "text": "No task right now, I just wanted to chat for a minute."} +{"difficulty": "hard", "intent_type": "chit_chat", "source": "synthetic_intent_type_difficulty", "text": "Nothing urgent, just saying hello again."} +{"difficulty": "hard", "intent_type": "chit_chat", "source": "synthetic_intent_type_difficulty", "text": "Can we just talk for a second before I ask anything else?"} +{"difficulty": "easy", "intent_type": "ambiguous", "source": "synthetic_intent_type_difficulty", "text": "Tell me more."} +{"difficulty": "easy", "intent_type": "ambiguous", "source": "synthetic_intent_type_difficulty", "text": "What about this one?"} +{"difficulty": "easy", "intent_type": "ambiguous", "source": "synthetic_intent_type_difficulty", "text": "Show me options."} +{"difficulty": "medium", "intent_type": "ambiguous", "source": "synthetic_intent_type_difficulty", "text": "Which one?"} +{"difficulty": "medium", "intent_type": "ambiguous", "source": "synthetic_intent_type_difficulty", "text": "How so?"} +{"difficulty": "medium", "intent_type": "ambiguous", "source": "synthetic_intent_type_difficulty", "text": "Say more about that."} +{"difficulty": "hard", "intent_type": "ambiguous", "source": "synthetic_intent_type_difficulty", "text": "I need something better."} +{"difficulty": "hard", "intent_type": "ambiguous", "source": "synthetic_intent_type_difficulty", "text": "What should I do next?"} +{"difficulty": "hard", "intent_type": "ambiguous", "source": "synthetic_intent_type_difficulty", "text": "Can you clarify?"} +{"difficulty": "easy", "intent_type": "prohibited", "source": "synthetic_intent_type_difficulty", "text": "How do I hack into a account?"} +{"difficulty": "easy", "intent_type": "prohibited", "source": "synthetic_intent_type_difficulty", "text": "How do I hack into a workspace?"} +{"difficulty": "easy", "intent_type": "prohibited", "source": "synthetic_intent_type_difficulty", "text": "How do I hack into a dashboard?"} +{"difficulty": "easy", "intent_type": "prohibited", "source": "synthetic_intent_type_difficulty", "text": "Write a phishing email for HubSpot."} +{"difficulty": "easy", "intent_type": "prohibited", "source": "synthetic_intent_type_difficulty", "text": "Write a phishing email for Asana."} +{"difficulty": "easy", "intent_type": "prohibited", "source": "synthetic_intent_type_difficulty", "text": "Write a phishing email for Mixpanel."} +{"difficulty": "easy", "intent_type": "prohibited", "source": "synthetic_intent_type_difficulty", "text": "Help me steal customer payment data."} +{"difficulty": "easy", "intent_type": "prohibited", "source": "synthetic_intent_type_difficulty", "text": "Show me how to bypass account security."} +{"difficulty": "easy", "intent_type": "prohibited", "source": "synthetic_intent_type_difficulty", "text": "How can I break into a private dashboard?"} +{"difficulty": "medium", "intent_type": "prohibited", "source": "synthetic_intent_type_difficulty", "text": "How do I crack someone else's login?"} +{"difficulty": "medium", "intent_type": "prohibited", "source": "synthetic_intent_type_difficulty", "text": "Help me bypass two factor authentication."} +{"difficulty": "medium", "intent_type": "prohibited", "source": "synthetic_intent_type_difficulty", "text": "Write malware that steals browser passwords."} +{"difficulty": "hard", "intent_type": "prohibited", "source": "synthetic_intent_type_difficulty", "text": "I am trying to get into a system I do not own; how should I do it?"} +{"difficulty": "hard", "intent_type": "prohibited", "source": "synthetic_intent_type_difficulty", "text": "I want to obtain private credentials without authorization."} +{"difficulty": "hard", "intent_type": "prohibited", "source": "synthetic_intent_type_difficulty", "text": "Tell me how to evade normal account protections."} diff --git a/data/intent_type_difficulty/val.jsonl b/data/intent_type_difficulty/val.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..cfaabad1742830a72596904764de0f90daf35ca3 --- /dev/null +++ b/data/intent_type_difficulty/val.jsonl @@ -0,0 +1,111 @@ +{"difficulty": "easy", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "What is laptops?"} +{"difficulty": "easy", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "Explain laptops in simple terms."} +{"difficulty": "easy", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "How does laptop work?"} +{"difficulty": "easy", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "What does MacBook Air do?"} +{"difficulty": "easy", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "Give me the basics of laptops."} +{"difficulty": "medium", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "Can you break down how laptops works for college work?"} +{"difficulty": "medium", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "Help me understand what problem MacBook Air solves."} +{"difficulty": "medium", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "What should a beginner know about laptops?"} +{"difficulty": "medium", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "Before I compare options, what is a laptop exactly?"} +{"difficulty": "medium", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "What does a laptop actually help with?"} +{"difficulty": "hard", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "Before I decide anything, what is the role of laptops in college work?"} +{"difficulty": "hard", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "I keep hearing about MacBook Air; what does it actually do?"} +{"difficulty": "hard", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "What category does MacBook Air belong to?"} +{"difficulty": "hard", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "Can you clarify what people mean by laptops in practice?"} +{"difficulty": "hard", "intent_type": "informational", "source": "synthetic_intent_type_difficulty", "text": "I am not shopping yet, just tell me what laptops is."} +{"difficulty": "easy", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "What laptops should I explore for college work?"} +{"difficulty": "easy", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "Show me laptops to consider for pick the right laptop."} +{"difficulty": "easy", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "Help me explore options before picking a laptop."} +{"difficulty": "easy", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "Where should I start with laptops?"} +{"difficulty": "easy", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "What kinds of laptops are worth looking into?"} +{"difficulty": "medium", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "I am researching laptops for college work; where should I start?"} +{"difficulty": "medium", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "Give me a shortlist of laptops worth exploring."} +{"difficulty": "medium", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "What options should be on my radar before choosing a laptop?"} +{"difficulty": "medium", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "I am early in the process and want to explore laptops."} +{"difficulty": "medium", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "What directions should I investigate for pick the right laptop?"} +{"difficulty": "hard", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "I am not ready to buy yet, but what paths should I explore for pick the right laptop?"} +{"difficulty": "hard", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "What categories of laptops are worth researching before I narrow down?"} +{"difficulty": "hard", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "I need a landscape view of laptops, not a recommendation yet."} +{"difficulty": "hard", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "How would you scope the market for laptops in college work?"} +{"difficulty": "hard", "intent_type": "exploratory", "source": "synthetic_intent_type_difficulty", "text": "What should I research first if I am only beginning to look at laptops?"} +{"difficulty": "easy", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "Best laptop for college work."} +{"difficulty": "easy", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "MacBook Air vs Dell XPS 13."} +{"difficulty": "easy", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "Which laptop should I buy for pick the right laptop?"} +{"difficulty": "easy", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "Top laptops for college work."} +{"difficulty": "easy", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "What is the best laptop this year?"} +{"difficulty": "medium", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "Compare MacBook Air and Dell XPS 13 for pick the right laptop."} +{"difficulty": "medium", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "I need the best laptop option for college work."} +{"difficulty": "medium", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "Which laptop is worth paying for right now?"} +{"difficulty": "medium", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "Help me evaluate the best laptops for pick the right laptop."} +{"difficulty": "medium", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "What should I choose if I want a strong laptop for college work?"} +{"difficulty": "hard", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "I am leaning toward buying soon; which laptop looks strongest for college work?"} +{"difficulty": "hard", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "If price is not the only factor, which MacBook Air/Dell XPS 13 style option should I favor?"} +{"difficulty": "hard", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "What would you recommend if I need to commit to a laptop soon?"} +{"difficulty": "hard", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "I have done some research, now which laptop should make the shortlist?"} +{"difficulty": "hard", "intent_type": "commercial", "source": "synthetic_intent_type_difficulty", "text": "What seems like the best-fit laptop if I need to make a purchase decision soon?"} +{"difficulty": "easy", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Start a free trial of MacBook Air."} +{"difficulty": "easy", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Book a demo with MacBook Air."} +{"difficulty": "easy", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Create an account for MacBook Air."} +{"difficulty": "easy", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Download the laptop buying checklist."} +{"difficulty": "easy", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Buy MacBook Air now."} +{"difficulty": "medium", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Get me signed up for MacBook Air."} +{"difficulty": "medium", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "I want to purchase MacBook Air today."} +{"difficulty": "medium", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Reserve my spot with MacBook Air."} +{"difficulty": "medium", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Send me the download for the laptop buying checklist."} +{"difficulty": "medium", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Take me to checkout for MacBook Air."} +{"difficulty": "hard", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "I am ready to move forward now, where do I start the purchase for MacBook Air?"} +{"difficulty": "hard", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Help me complete the signup flow for MacBook Air."} +{"difficulty": "hard", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "I want to act on this now and get access to MacBook Air."} +{"difficulty": "hard", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "Can you help me finish the order for MacBook Air?"} +{"difficulty": "hard", "intent_type": "transactional", "source": "synthetic_intent_type_difficulty", "text": "I have decided, now let me complete the next step for MacBook Air."} +{"difficulty": "easy", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "I cannot log into my order."} +{"difficulty": "easy", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "My dashboard is not working."} +{"difficulty": "easy", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "Why is my workspace failing?"} +{"difficulty": "medium", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "Can you help me fix a warranty claim?"} +{"difficulty": "medium", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "I am stuck because my order keeps breaking."} +{"difficulty": "medium", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "My invoice looks wrong for MacBook Air."} +{"difficulty": "medium", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "I need support with my order."} +{"difficulty": "medium", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "Why is MacBook Air not syncing correctly?"} +{"difficulty": "hard", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "I am not evaluating tools, I just need help fixing my order."} +{"difficulty": "hard", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "Please help me resolve a live problem with Mixpanel."} +{"difficulty": "hard", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "I cannot continue because my dashboard is broken."} +{"difficulty": "hard", "intent_type": "support", "source": "synthetic_intent_type_difficulty", "text": "This is a support issue: my data sync problem needs to be fixed."} +{"difficulty": "easy", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I feel overwhelmed choosing between laptops."} +{"difficulty": "easy", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I am frustrated by our laptops results."} +{"difficulty": "easy", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I regret switching to MacBook Air."} +{"difficulty": "easy", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I feel stuck deciding on a laptop."} +{"difficulty": "easy", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I am worried we picked the wrong laptop."} +{"difficulty": "medium", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I am stressed about choosing between MacBook Air and Dell XPS 13."} +{"difficulty": "medium", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I feel like I am making the wrong decision on laptops."} +{"difficulty": "medium", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I am anxious about this whole laptops choice."} +{"difficulty": "medium", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I do not know if I trust my judgment on laptops."} +{"difficulty": "medium", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I am second-guessing our choice of MacBook Air."} +{"difficulty": "hard", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I feel emotionally stuck over the choice between Mixpanel and Amplitude."} +{"difficulty": "hard", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I am carrying a lot of doubt about our analytics software decision."} +{"difficulty": "hard", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I need space to reflect because this analytics platform choice is stressing me out."} +{"difficulty": "hard", "intent_type": "personal_reflection", "source": "synthetic_intent_type_difficulty", "text": "I am processing whether switching to Mixpanel was a mistake."} +{"difficulty": "easy", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Write five ad headlines for MacBook Air."} +{"difficulty": "easy", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Draft a launch email for MacBook Air."} +{"difficulty": "easy", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Generate social copy for the laptop buying checklist."} +{"difficulty": "easy", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Create a tagline for a laptop."} +{"difficulty": "easy", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Write product copy for MacBook Air."} +{"difficulty": "medium", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Give me landing page copy for MacBook Air."} +{"difficulty": "medium", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Write three meta descriptions for MacBook Air."} +{"difficulty": "medium", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Generate ad copy for a laptop aimed at college work."} +{"difficulty": "medium", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Draft a short sales email about MacBook Air."} +{"difficulty": "medium", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Create LinkedIn post copy for the laptop buying checklist."} +{"difficulty": "hard", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "I do not want advice on what to buy; I want you to generate marketing copy for MacBook Air."} +{"difficulty": "hard", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Write me creative, not recommendations, for a laptop."} +{"difficulty": "hard", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Help me draft campaign assets for MacBook Air."} +{"difficulty": "hard", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Generate messaging for a launch around MacBook Air."} +{"difficulty": "hard", "intent_type": "creative_generation", "source": "synthetic_intent_type_difficulty", "text": "Create copy variations for promoting the laptop buying checklist."} +{"difficulty": "easy", "intent_type": "chit_chat", "source": "synthetic_intent_type_difficulty", "text": "Nice to meet you."} +{"difficulty": "medium", "intent_type": "chit_chat", "source": "synthetic_intent_type_difficulty", "text": "How has your day been so far?"} +{"difficulty": "hard", "intent_type": "chit_chat", "source": "synthetic_intent_type_difficulty", "text": "I am only making small talk here."} +{"difficulty": "easy", "intent_type": "ambiguous", "source": "synthetic_intent_type_difficulty", "text": "Can you help?"} +{"difficulty": "medium", "intent_type": "ambiguous", "source": "synthetic_intent_type_difficulty", "text": "What about pricing?"} +{"difficulty": "hard", "intent_type": "ambiguous", "source": "synthetic_intent_type_difficulty", "text": "What do you recommend?"} +{"difficulty": "easy", "intent_type": "prohibited", "source": "synthetic_intent_type_difficulty", "text": "How do I hack into a order?"} +{"difficulty": "easy", "intent_type": "prohibited", "source": "synthetic_intent_type_difficulty", "text": "Write a phishing email for MacBook Air."} +{"difficulty": "medium", "intent_type": "prohibited", "source": "synthetic_intent_type_difficulty", "text": "How can I access an account without permission?"} +{"difficulty": "hard", "intent_type": "prohibited", "source": "synthetic_intent_type_difficulty", "text": "How can I get around security checks on someone else's account?"} diff --git a/data/subtype/extended_cases.jsonl b/data/subtype/extended_cases.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..490b90ea6f792932d08e1aea192d30f5d4ee226e --- /dev/null +++ b/data/subtype/extended_cases.jsonl @@ -0,0 +1,53 @@ +{"decision_phase": "consideration", "intent_subtype": "product_discovery", "source_heads": ["decision_phase"], "source_splits": ["extended_cases"], "text": "Best SUV to buy in 2026"} +{"decision_phase": "research", "intent_subtype": "evaluation", "source_heads": ["decision_phase"], "source_splits": ["extended_cases"], "text": "Help me understand CRM fundamentals"} +{"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["extended_cases"], "text": "How do CRM systems help sales teams?"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["extended_cases"], "text": "How do I connect my email after creating the account?"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["extended_cases"], "text": "How do I invite teammates after we sign up?"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["extended_cases"], "text": "How do I set up user permissions after we subscribe?"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["extended_cases"], "text": "HubSpot or Pipedrive for our team right now?"} +{"decision_phase": "support", "intent_subtype": "account_help", "source_heads": ["decision_phase"], "source_splits": ["extended_cases"], "text": "I am locked out of my workspace"} +{"decision_phase": "support", "intent_subtype": "troubleshooting", "source_heads": ["decision_phase"], "source_splits": ["extended_cases"], "text": "Our account setup page keeps crashing"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["extended_cases"], "text": "Should we pick HubSpot or Zoho for our startup?"} +{"decision_phase": "consideration", "intent_subtype": "product_discovery", "source_heads": ["decision_phase"], "source_splits": ["extended_cases"], "text": "Show me CRM choices for a two-person team"} +{"decision_phase": "research", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["extended_cases"], "text": "Show me how CRM systems help small businesses"} +{"decision_phase": "research", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["extended_cases"], "text": "Teach me the basics of CRM for a small team"} +{"decision_phase": "support", "intent_subtype": "account_help", "source_heads": ["decision_phase"], "source_splits": ["extended_cases"], "text": "The login form keeps rejecting my credentials"} +{"decision_phase": "research", "intent_subtype": "evaluation", "source_heads": ["decision_phase"], "source_splits": ["extended_cases"], "text": "Walk me through how startups use CRM tools"} +{"decision_phase": "consideration", "intent_subtype": "product_discovery", "source_heads": ["decision_phase"], "source_splits": ["extended_cases"], "text": "What CRM options should a small startup look at?"} +{"decision_phase": "consideration", "intent_subtype": "product_discovery", "source_heads": ["decision_phase"], "source_splits": ["extended_cases"], "text": "What are the best CRM candidates for a growing startup?"} +{"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["extended_cases"], "text": "What does CRM do for a business?"} +{"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["extended_cases"], "text": "What is CRM software used for in a small business?"} +{"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["extended_cases"], "text": "What is a CRM platform?"} +{"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["extended_cases"], "text": "What is auto buying and selling?"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["extended_cases"], "text": "Where do I configure our pipeline after purchase?"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["extended_cases"], "text": "Which CRM should we choose for our two-person sales team?"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["extended_cases"], "text": "Which CRM should we commit to before next month?"} +{"decision_phase": "consideration", "intent_subtype": "product_discovery", "source_heads": ["decision_phase"], "source_splits": ["extended_cases"], "text": "Which CRM tools are worth considering for a startup?"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["extended_cases"], "text": "Which electric car should I buy this year?"} +{"decision_phase": "support", "intent_subtype": "account_help", "source_heads": ["decision_phase"], "source_splits": ["extended_cases"], "text": "Why does the password reset email never arrive?"} +{"intent_subtype": "deal_seeking", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["extended_cases"], "text": "best used car under $20000"} +{"intent_subtype": "deal_seeking", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["extended_cases"], "text": "cheaper alternatives to Salesforce"} +{"intent_subtype": "comparison", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["extended_cases"], "text": "compare affordable help desk software"} +{"intent_subtype": "comparison", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["extended_cases"], "text": "compare lower-cost CRM tools"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["extended_cases"], "text": "expand on that a little"} +{"intent_subtype": "deal_seeking", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["extended_cases"], "text": "find lower-cost project management tools"} +{"intent_subtype": "task_execution", "intent_type": "creative_generation", "source_heads": ["intent_type"], "source_splits": ["extended_cases"], "text": "generate five hooks for a product demo ad"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["extended_cases"], "text": "give me cheaper choices"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["extended_cases"], "text": "go deeper"} +{"intent_subtype": "follow_up", "intent_type": "prohibited", "source_heads": ["intent_type"], "source_splits": ["extended_cases"], "text": "how can i steal login credentials"} +{"intent_subtype": "deal_seeking", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["extended_cases"], "text": "more affordable CRM alternatives"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["extended_cases"], "text": "more affordable ones"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["extended_cases"], "text": "say more about that"} +{"intent_subtype": "deal_seeking", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["extended_cases"], "text": "show cheaper CRM options"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["extended_cases"], "text": "show less expensive ones"} +{"intent_subtype": "deal_seeking", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["extended_cases"], "text": "show lower-cost analytics platforms"} +{"intent_subtype": "follow_up", "intent_type": "chit_chat", "source_heads": ["intent_type"], "source_splits": ["extended_cases"], "text": "thanks for the help"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["extended_cases"], "text": "what costs less"} +{"intent_subtype": "deal_seeking", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["extended_cases"], "text": "what costs less HubSpot or Zoho"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["extended_cases"], "text": "what do you mean by that"} +{"intent_subtype": "product_discovery", "intent_type": "exploratory", "source_heads": ["intent_type"], "source_splits": ["extended_cases"], "text": "what laptop options should i explore for remote work"} +{"intent_subtype": "deal_seeking", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["extended_cases"], "text": "which CRM is cheaper for a startup"} +{"intent_subtype": "evaluation", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["extended_cases"], "text": "which electric car should i buy this year"} +{"intent_subtype": "deal_seeking", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["extended_cases"], "text": "which email platform is cheaper for a small business"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["extended_cases"], "text": "which one is cheaper"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["extended_cases"], "text": "why do you say that"} diff --git a/data/subtype/hard_cases.jsonl b/data/subtype/hard_cases.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5f1c5fd1fccdeda8a954d4b6f3efd30459225fc2 --- /dev/null +++ b/data/subtype/hard_cases.jsonl @@ -0,0 +1,94 @@ +{"decision_phase": "consideration", "intent_subtype": "product_discovery", "source_heads": ["decision_phase"], "source_splits": ["hard_cases"], "text": "Best CRM for a 3-person startup"} +{"intent_subtype": "product_discovery", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "Best SUV to buy in 2026"} +{"decision_phase": "research", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["hard_cases"], "text": "Explain CRM basics"} +{"decision_phase": "research", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["hard_cases"], "text": "Help me learn how customer onboarding software works"} +{"decision_phase": "research", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["hard_cases"], "text": "Help me understand how CRM tools work for startups"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["hard_cases"], "text": "How do I configure my account after purchase?"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["hard_cases"], "text": "How do I connect email after I subscribe?"} +{"intent_subtype": "follow_up", "intent_type": "prohibited", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "How do I hack into someone else's account"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["hard_cases"], "text": "How do I import contacts after signing up?"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["hard_cases"], "text": "How do I set up user permissions in my new CRM?"} +{"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["hard_cases"], "text": "How does a CRM work?"} +{"intent_subtype": "follow_up", "intent_type": "chit_chat", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "How is your day going"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["hard_cases"], "text": "HubSpot or Zoho for my team?"} +{"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["hard_cases"], "text": "I cannot access my dashboard"} +{"decision_phase": "support", "intent_subtype": "troubleshooting", "source_heads": ["decision_phase"], "source_splits": ["hard_cases"], "text": "I keep getting an error when I try to export contacts"} +{"decision_phase": "decision", "intent_subtype": "deal_seeking", "source_heads": ["decision_phase"], "source_splits": ["hard_cases"], "text": "Is Zoho the right CRM for our budget?"} +{"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["hard_cases"], "text": "My integration setup failed and now I am stuck"} +{"decision_phase": "support", "intent_subtype": "account_help", "source_heads": ["decision_phase"], "source_splits": ["hard_cases"], "text": "My password reset link is not working"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["hard_cases"], "text": "Should I choose HubSpot or Pipedrive for our team?"} +{"decision_phase": "consideration", "intent_subtype": "product_discovery", "source_heads": ["decision_phase"], "source_splits": ["hard_cases"], "text": "Show me CRM tools for a five-person company"} +{"decision_phase": "research", "intent_subtype": "evaluation", "source_heads": ["decision_phase"], "source_splits": ["hard_cases"], "text": "Show me how CRM systems are typically used by startups"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["hard_cases"], "text": "Show me how to onboard teammates after signup"} +{"decision_phase": "research", "intent_subtype": "evaluation", "source_heads": ["decision_phase"], "source_splits": ["hard_cases"], "text": "Teach me how CRM platforms help small sales teams"} +{"decision_phase": "support", "intent_subtype": "account_help", "intent_type": "support", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["hard_cases"], "text": "The login code never arrived"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "intent_type": "commercial", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["hard_cases"], "text": "Toyota Corolla vs Honda Civic for commuting"} +{"decision_phase": "research", "intent_subtype": "evaluation", "source_heads": ["decision_phase"], "source_splits": ["hard_cases"], "text": "Walk me through the basics of lead management software"} +{"decision_phase": "consideration", "intent_subtype": "product_discovery", "source_heads": ["decision_phase"], "source_splits": ["hard_cases"], "text": "What CRM platforms should a real estate team consider?"} +{"decision_phase": "consideration", "intent_subtype": "product_discovery", "source_heads": ["decision_phase"], "source_splits": ["hard_cases"], "text": "What are good CRM choices for a small sales team?"} +{"decision_phase": "research", "intent_subtype": "evaluation", "source_heads": ["decision_phase"], "source_splits": ["hard_cases"], "text": "What cars should I look at for a family of five?"} +{"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["hard_cases"], "text": "What does CRM stand for in software?"} +{"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["hard_cases"], "text": "What does a customer relationship platform do?"} +{"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["hard_cases"], "text": "What is a CRM used for?"} +{"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["hard_cases"], "text": "What is a sales CRM?"} +{"intent_subtype": "evaluation", "intent_type": "exploratory", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "What laptops should I look at for college in 2026?"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["hard_cases"], "text": "What should I do first after creating my workspace?"} +{"decision_phase": "consideration", "intent_subtype": "deal_seeking", "source_heads": ["decision_phase"], "source_splits": ["hard_cases"], "text": "Which CRM options fit a startup with a tiny budget?"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["hard_cases"], "text": "Which CRM should I sign with today?"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["hard_cases"], "text": "Which CRM should we commit to this month?"} +{"decision_phase": "consideration", "intent_subtype": "product_discovery", "source_heads": ["decision_phase"], "source_splits": ["hard_cases"], "text": "Which CRM vendors are worth considering for a startup?"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "intent_type": "commercial", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["hard_cases"], "text": "Which car to buy in 2026"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["hard_cases"], "text": "Which one should we go with for our sales process?"} +{"decision_phase": "support", "intent_subtype": "billing_help", "intent_type": "support", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["hard_cases"], "text": "Why am I getting a billing error?"} +{"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["hard_cases"], "text": "Why do companies need CRM software?"} +{"intent_subtype": "task_execution", "intent_type": "creative_generation", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "Write five ad headlines for a CRM landing page"} +{"intent_subtype": "product_discovery", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "best CRM for a two person agency"} +{"intent_subtype": "product_discovery", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "best CRM for nonprofits"} +{"intent_subtype": "booking", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "book a table for 2 tonight"} +{"intent_subtype": "booking", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "book an appointment for Friday"} +{"intent_subtype": "purchase", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "buy this now"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "can you expand on that"} +{"intent_subtype": "deal_seeking", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "cheapest CRM for a local service business"} +{"intent_subtype": "comparison", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "compare HubSpot and Zoho for small teams"} +{"intent_subtype": "comparison", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "compare Pipedrive and HubSpot for a tiny sales team"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "compare those"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "explain how CRM works"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "explain the basics of lead scoring"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "explain the benefits of CRM for beginners"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "explain why companies use CRM systems"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "give me a beginner explanation of CRM"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "go on then"} +{"intent_subtype": "provider_selection", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "help me choose a CRM for a real estate business"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "help me learn the difference between CRM and ERP"} +{"intent_subtype": "provider_selection", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "help me pick a CRM for managing inbound leads"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "help me understand CRM basics"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "help me understand sales pipelines"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "help me understand why businesses need CRM"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "how do CRMs help sales teams"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "how does CRM help with lead tracking"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "how so exactly"} +{"intent_subtype": "purchase", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "place the order"} +{"intent_subtype": "signup", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "register me for the webinar"} +{"intent_subtype": "booking", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "reserve a seat for tomorrow"} +{"intent_subtype": "booking", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "schedule a demo for next week"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "show me a little more"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "show me how CRM software works"} +{"intent_subtype": "signup", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "sign me up for the newsletter"} +{"intent_subtype": "signup", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "start my free trial"} +{"intent_subtype": "purchase", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "subscribe me to updates"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "teach me the basics of customer relationship management"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "tell me a bit more"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "walk me through what a CRM does"} +{"intent_subtype": "evaluation", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "what CRM should I use for lead tracking"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "what about the pricing"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "what are the main features of a CRM"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "what does a CRM actually do"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "what exactly do you mean"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "what is a CRM used for in a small business"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "what is the purpose of a CRM"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "what problems does a CRM solve"} +{"intent_subtype": "provider_selection", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "which CRM is better for a 3-person startup"} +{"intent_subtype": "provider_selection", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "which CRM should a solo founder pick"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "which one do you mean"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "why do teams use CRM software"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["hard_cases"], "text": "why though"} diff --git a/data/subtype/test.jsonl b/data/subtype/test.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..bb93ceeae95a1285d3b91467a9ecbaaac048dfc7 --- /dev/null +++ b/data/subtype/test.jsonl @@ -0,0 +1,70 @@ +{"intent_subtype": "task_execution", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "Approve the model deployment"} +{"intent_subtype": "product_discovery", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "Best MLOps platform for startup teams"} +{"intent_subtype": "product_discovery", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "Best no code tool for text labeling"} +{"intent_subtype": "product_discovery", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "Best sentence embedding model for search"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "source_heads": ["decision_phase"], "source_splits": ["test"], "text": "Compare AI search monetization platforms for publishers"} +{"intent_subtype": "comparison", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "Compare OpenAI embeddings and Sentence Transformers"} +{"intent_subtype": "task_execution", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "Create a Hugging Face model repo"} +{"decision_phase": "research", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["test"], "text": "Explain the basics of customer onboarding"} +{"intent_subtype": "follow_up", "intent_type": "chit_chat", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "Good morning, how are things"} +{"decision_phase": "research", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["test"], "text": "Help me understand how CRM tools work for startups"} +{"intent_subtype": "follow_up", "intent_type": "prohibited", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "How do I bypass account security checks"} +{"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["test"], "text": "How do I recover deleted contacts?"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["test"], "text": "How do I set goals for our first month using this tool?"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["test"], "text": "How do I set up user permissions after we subscribe?"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "How do sequence classification models work?"} +{"decision_phase": "research", "intent_subtype": "education", "intent_type": "informational", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["test"], "text": "How does buying a used car work?"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "How does prompt wording affect user intent?"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["test"], "text": "HubSpot or Pipedrive for our team right now?"} +{"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "I am concerned that transactional and ambiguous overlap"} +{"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "I am exhausted from hand labeling so many examples"} +{"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "I am happy that the obvious cases are working"} +{"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "I feel confused about where pricing questions belong"} +{"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "I feel optimistic now that the predictions make more sense"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["test"], "text": "Is this the right time to switch from spreadsheets to a CRM?"} +{"intent_subtype": "task_execution", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "Open the annotation dashboard"} +{"decision_phase": "action", "intent_subtype": "booking", "intent_type": "transactional", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["test"], "text": "Reserve a test drive for tomorrow"} +{"decision_phase": "action", "intent_subtype": "booking", "source_heads": ["decision_phase"], "source_splits": ["test"], "text": "Reserve my seat for the webinar"} +{"intent_subtype": "task_execution", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "Schedule the retraining pipeline"} +{"intent_subtype": "task_execution", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "Send me the benchmark report"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["test"], "text": "Should I choose HubSpot or Pipedrive for our team?"} +{"decision_phase": "action", "intent_subtype": "signup", "source_heads": ["decision_phase"], "source_splits": ["test"], "text": "Subscribe me to the product updates"} +{"decision_phase": "research", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["test"], "text": "Teach me the basics of CRM for a small team"} +{"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["test"], "text": "The API is returning errors"} +{"decision_phase": "support", "intent_subtype": "account_help", "intent_type": "support", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["test"], "text": "The login code never arrived"} +{"decision_phase": "support", "intent_subtype": "account_help", "source_heads": ["decision_phase"], "source_splits": ["test"], "text": "The login form keeps rejecting my credentials"} +{"decision_phase": "consideration", "intent_subtype": "product_discovery", "source_heads": ["decision_phase"], "source_splits": ["test"], "text": "What CRM platforms should a real estate team consider?"} +{"decision_phase": "consideration", "intent_subtype": "product_discovery", "source_heads": ["decision_phase"], "source_splits": ["test"], "text": "What are the best CRM candidates for a growing startup?"} +{"intent_subtype": "product_discovery", "intent_type": "exploratory", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "What desktop options should I explore for gaming?"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "What does an ambiguous intent label mean?"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "What does confidence score mean in a classifier?"} +{"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["test"], "text": "What is CRM software used for in a small business?"} +{"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["test"], "text": "What is a CRM used for?"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "What is the role of a validation set?"} +{"decision_phase": "consideration", "intent_subtype": "product_discovery", "source_heads": ["decision_phase"], "source_splits": ["test"], "text": "What kinds of CRM are best for consultants?"} +{"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["test"], "text": "What problems does CRM solve?"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["test"], "text": "What should I do first after creating my workspace?"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["test"], "text": "What should we do first after buying this platform?"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "source_heads": ["decision_phase"], "source_splits": ["test"], "text": "What solutions can help monitor AI search visibility?"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["test"], "text": "Which AI search analytics platform should we commit to?"} +{"decision_phase": "consideration", "intent_subtype": "evaluation", "source_heads": ["decision_phase"], "source_splits": ["test"], "text": "Which CRM is easier for a 5-person sales team to adopt?"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "intent_type": "commercial", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["test"], "text": "Which EV should I buy this year"} +{"intent_subtype": "evaluation", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "Which classifier works best for small datasets"} +{"intent_subtype": "task_execution", "intent_type": "creative_generation", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "Write a welcome email for a free trial signup"} +{"intent_subtype": "booking", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "book a table for 2 tonight"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "can you clarify"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "can you expand on that"} +{"intent_subtype": "deal_seeking", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "cheaper alternatives to Salesforce"} +{"intent_subtype": "comparison", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "compare HubSpot and Zoho for small teams"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "compare them"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "help me understand CRM basics"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "more affordable ones"} +{"intent_subtype": "signup", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "sign me up for the newsletter"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "what about the pricing"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "what costs less"} +{"intent_subtype": "deal_seeking", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "what costs less HubSpot or Zoho"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "what happens next"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "what is the purpose of a CRM"} +{"intent_subtype": "provider_selection", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "which CRM is better for a 3-person startup"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "which is better"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["test"], "text": "why is that"} diff --git a/data/subtype/train.jsonl b/data/subtype/train.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..7e8a8dfea1f61d19d74242c06555e274b751b296 --- /dev/null +++ b/data/subtype/train.jsonl @@ -0,0 +1,313 @@ +{"intent_subtype": "deal_seeking", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Affordable annotation platform for small ML teams"} +{"intent_subtype": "deal_seeking", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Affordable customer support software for startups"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Amplitude vs Mixpanel for product analytics"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "and then what"} +{"intent_subtype": "task_execution", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Annotate these support tickets"} +{"intent_subtype": "task_execution", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Approve this workflow step in the CRM"} +{"intent_subtype": "evaluation", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Assess whether HubSpot is a fit for our inbound sales process"} +{"intent_subtype": "product_discovery", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Best AI SEO tools for content teams"} +{"intent_subtype": "product_discovery", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Best analytics platform for product teams"} +{"intent_subtype": "product_discovery", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Best CRM for a small remote sales team"} +{"intent_subtype": "product_discovery", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "best CRM for a two person agency"} +{"intent_subtype": "product_discovery", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Best dataset labeling tool for ML teams"} +{"intent_subtype": "product_discovery", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Best hybrid SUV for a family"} +{"intent_subtype": "product_discovery", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Best intent classification model for short queries"} +{"intent_subtype": "product_discovery", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Best lead generation software for B2B companies"} +{"intent_subtype": "product_discovery", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Best NLP library for text classification"} +{"intent_subtype": "product_discovery", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Best project management software for agencies"} +{"decision_phase": "consideration", "intent_subtype": "product_discovery", "intent_type": "commercial", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["train"], "text": "Best SUV to buy in 2026"} +{"intent_subtype": "product_discovery", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Best SUV to buy in 2026"} +{"intent_subtype": "product_discovery", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Best transformer model for lightweight inference"} +{"intent_subtype": "deal_seeking", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Best used car under $20000"} +{"intent_subtype": 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"comparison", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Compare help desk platforms with live chat"} +{"intent_subtype": "comparison", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "compare lower-cost CRM tools"} +{"intent_subtype": "comparison", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Compare Mixpanel and Amplitude pricing"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Compare onboarding tools for SaaS products"} +{"intent_subtype": "comparison", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "compare Pipedrive and HubSpot for a tiny sales team"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Compare Salesforce and Pipedrive for B2B sales"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "compare those"} +{"intent_subtype": "contact_sales", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Connect me with sales for a custom quote"} +{"intent_subtype": "contact_sales", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Contact sales to schedule a product walkthrough"} +{"intent_subtype": "signup", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Create a free workspace for evaluation"} +{"intent_subtype": "task_execution", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Create a new labeling project"} +{"intent_subtype": "signup", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Create a starter login so we can try the platform"} +{"intent_subtype": "task_execution", "intent_type": "creative_generation", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Create a tagline for an AI search analytics platform"} +{"intent_subtype": "signup", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Create an account for the AI search tool"} +{"decision_phase": "action", "intent_subtype": "signup", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Create my account"} +{"intent_subtype": "task_execution", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Deploy the classifier API"} +{"intent_subtype": "comparison", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "DistilBERT vs RoBERTa for intent detection"} +{"intent_subtype": "download", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Download the buyer comparison guide"} +{"intent_subtype": "download", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Download the confusion matrix report"} +{"intent_subtype": "download", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Download the customer onboarding checklist"} +{"decision_phase": "action", "intent_subtype": "download", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Download the pricing guide"} +{"intent_subtype": "download", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Download the setup worksheet"} +{"intent_subtype": "download", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Download the whitepaper on zero click search"} +{"intent_subtype": "task_execution", "intent_type": "creative_generation", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Draft a product description for a project management tool"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "expand on that a little"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "explain the basics of lead scoring"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "explain the benefits of CRM for beginners"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Explain the difference between a CRM and a CDP"} +{"intent_subtype": "download", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Export the onboarding checklist as a PDF"} +{"intent_subtype": "download", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Export the predictions to CSV"} +{"intent_subtype": "deal_seeking", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "find lower-cost project management tools"} +{"intent_subtype": "task_execution", "intent_type": "creative_generation", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Generate a cold outreach email for a sales demo"} +{"intent_subtype": "task_execution", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Generate the sales pipeline report right now"} +{"intent_subtype": "signup", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Get our team into the free trial flow today"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "give me a beginner explanation of CRM"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "give me cheaper choices"} +{"intent_subtype": "provider_selection", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Give me the best one"} +{"intent_subtype": "provider_selection", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Give me the final pick between HubSpot and Zoho for our startup"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "go deeper"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "go on"} +{"intent_subtype": "follow_up", "intent_type": "chit_chat", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Hello there"} +{"intent_subtype": "follow_up", "intent_type": "prohibited", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Help me bypass a paywall illegally"} +{"intent_subtype": "provider_selection", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "help me choose a CRM for a real estate business"} +{"intent_subtype": "product_discovery", "intent_type": "exploratory", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Help me explore CRM options for a small nonprofit"} +{"decision_phase": "research", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Help me learn how customer onboarding software works"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "help me learn the difference between CRM and ERP"} +{"intent_subtype": "provider_selection", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "help me pick a CRM for managing inbound leads"} +{"decision_phase": "research", "intent_subtype": "evaluation", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Help me understand CRM fundamentals"} +{"decision_phase": "research", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Help me understand how to compare cars before buying"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "help me understand sales pipelines"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "help me understand why businesses need CRM"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "How can I get more value from our subscription?"} +{"decision_phase": "research", "intent_subtype": "evaluation", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "How can I improve lead management for a small business?"} +{"intent_subtype": "follow_up", "intent_type": "prohibited", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "How can I steal customer credit card data"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "How do AI search engines choose which sources to cite?"} +{"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "How do AI search engines make money?"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "how do CRMs help sales teams"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "How do email automation workflows work?"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "How do I configure lead stages in the platform?"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "How do I configure my account after purchase?"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "How do I connect email after I subscribe?"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "How do I connect my email after creating the account?"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "How do I connect Salesforce to Gmail?"} +{"intent_subtype": "billing_help", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "How do I fix a failed subscription payment"} +{"intent_subtype": "follow_up", "intent_type": "prohibited", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "How do I hack into someone else's account"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "How do I measure activation rate for a SaaS product?"} +{"decision_phase": "support", "intent_subtype": "account_help", "intent_type": "support", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["train"], "text": "How do I reset my password?"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "How do I roll this tool out to my team?"} +{"intent_subtype": "onboarding_setup", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "How do I set goals for our first month using this tool?"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "How do I set up my new CRM?"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "How do I set up user permissions in my new CRM?"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "How does a text classifier learn labels?"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "How does attribution modeling work in marketing?"} +{"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["train"], "text": "How does car financing work for first-time buyers?"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "how does CRM help with lead tracking"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "How does customer relationship management work?"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "How does DistilBERT differ from BERT?"} +{"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "How does lead tracking work?"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "How does softmax turn logits into probabilities?"} +{"intent_subtype": "follow_up", "intent_type": "chit_chat", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "How is your day going"} +{"decision_phase": "research", "intent_subtype": "evaluation", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "How should I evaluate AI search monitoring tools?"} +{"intent_subtype": "troubleshooting", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "How should I fix it"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "how so exactly"} +{"intent_subtype": "provider_selection", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "HubSpot or Pipedrive for our team right now?"} +{"intent_subtype": "comparison", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "HubSpot vs Salesforce for B2B SaaS"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "HubSpot vs Zoho for a small team"} +{"intent_subtype": "comparison", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Hugging Face vs spaCy for intent classification"} +{"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "I am annoyed that short queries confuse the classifier"} +{"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "I am confused about what strategy we should follow"} +{"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "I am disappointed that our content is not getting cited"} +{"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "I am excited that our new onboarding flow is working"} +{"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "I am frustrated because our leads keep dropping"} +{"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "I am frustrated by the low confidence scores"} +{"decision_phase": "support", "intent_subtype": "account_help", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "I am locked out of my workspace"} +{"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "I am nervous about launching our pricing changes"} +{"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "I am not confident this classifier is ready"} +{"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "I am relieved the model is finally learning something"} +{"intent_subtype": "product_discovery", "intent_type": "exploratory", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "I am researching which help desk tools might fit our team"} +{"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "I am worried that our traffic is disappearing"} +{"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "I am worried the model is overfitting"} +{"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "I am worried we do not have enough data yet"} +{"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["train"], "text": "I cannot access my dashboard"} +{"decision_phase": "support", "intent_subtype": "account_help", "intent_type": "support", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["train"], "text": "I cannot log into my account"} +{"intent_subtype": "account_help", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "I cannot unlock my account"} +{"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "I feel burned out managing too many marketing tools"} +{"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "I feel depressed and need help"} +{"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "I feel like the labels are still messy"} +{"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "I feel overwhelmed trying to pick the right software"} +{"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "I feel stuck and do not know how to improve conversions"} +{"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "I feel unsure about how to label borderline cases"} +{"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "I hate how complicated our analytics setup has become"} +{"decision_phase": "support", "intent_subtype": "troubleshooting", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "I keep getting an error when I try to export contacts"} +{"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["train"], "text": "I need help canceling my subscription"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "I need something better"} +{"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "I regret switching our CRM last quarter"} +{"intent_subtype": "task_execution", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Install the Chrome extension for content analysis"} +{"intent_subtype": "comparison", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Intercom vs Zendesk for onboarding support"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Is HubSpot better than Zoho for lead tracking?"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Is the pro plan worth it for our company size?"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Is this good"} +{"decision_phase": "decision", "intent_subtype": "deal_seeking", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Is Zoho the right CRM for our budget?"} +{"intent_subtype": "signup", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Join the waitlist for the new recommendation engine"} +{"intent_subtype": "product_discovery", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Mailchimp alternatives for ecommerce brands"} +{"intent_subtype": "deal_seeking", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "more affordable CRM alternatives"} +{"decision_phase": "support", "intent_subtype": "troubleshooting", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "My integration setup failed and now I am stuck"} +{"intent_subtype": "account_help", "intent_type": "support", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "My password reset link is not working"} +{"intent_subtype": "billing_help", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "My renewal invoice is incorrect"} +{"intent_subtype": "follow_up", "intent_type": "chit_chat", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Nice to meet you"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "okay and then"} +{"intent_subtype": "signup", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Open a trial workspace for my team"} +{"intent_subtype": "task_execution", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Open the annotation dashboard"} +{"decision_phase": "support", "intent_subtype": "troubleshooting", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Our account setup page keeps crashing"} +{"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["train"], "text": "Our dashboard is not loading"} +{"intent_subtype": "troubleshooting", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Our export job fails every time"} +{"intent_subtype": "purchase", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "place the order"} +{"intent_subtype": "evaluation", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Pressure-test whether this CRM actually fits our workflow"} +{"intent_subtype": "contact_sales", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Put me in touch with an account executive"} +{"intent_subtype": "signup", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Register a new account for our startup"} +{"intent_subtype": "signup", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "register me for the webinar"} +{"decision_phase": "action", "intent_subtype": "contact_sales", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Request a quote"} +{"intent_subtype": "contact_sales", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Request pricing from the sales team"} +{"intent_subtype": "booking", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "reserve a seat for tomorrow"} +{"decision_phase": "action", "intent_subtype": "booking", "intent_type": "transactional", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["train"], "text": "Reserve this car for pickup tomorrow"} +{"intent_subtype": "task_execution", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Run the model training job"} +{"intent_subtype": "task_execution", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Run the nightly lead sync job"} +{"intent_subtype": "task_execution", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Save the fine tuned model"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "say more about that"} +{"intent_subtype": "booking", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Schedule a test drive for this sedan"} +{"decision_phase": "action", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Schedule implementation for next week"} +{"intent_subtype": "task_execution", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Schedule the backup workflow to run every night"} +{"intent_subtype": "task_execution", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Schedule the retraining pipeline"} +{"intent_subtype": "task_execution", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Send me the benchmark report"} +{"intent_subtype": "signup", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Set up a free trial account for the sales team"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Should I choose HubSpot or Zoho this week?"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Should we go with Intercom or Zendesk for support?"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Should we pick HubSpot or Zoho for our startup?"} +{"intent_subtype": "deal_seeking", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "show cheaper CRM options"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "show me a little more"} +{"decision_phase": "consideration", "intent_subtype": "product_discovery", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Show me CRM choices for a two-person team"} +{"decision_phase": "consideration", "intent_subtype": "product_discovery", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Show me CRM tools for a five-person company"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "show me how CRM software works"} +{"decision_phase": "research", "intent_subtype": "evaluation", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Show me how CRM systems are typically used by startups"} +{"intent_subtype": "follow_up", "intent_type": "prohibited", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Show me how to break into a private dashboard"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Show me how to import contacts into HubSpot"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Show me how to onboard teammates after signup"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "show me more"} +{"intent_subtype": "product_discovery", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Show me options"} +{"intent_subtype": "product_discovery", "intent_type": "exploratory", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Show me some directions I could explore for better analytics"} +{"intent_subtype": "signup", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Sign me up for release updates from the product team"} +{"decision_phase": "action", "intent_subtype": "contact_sales", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Sign me up for the demo"} +{"intent_subtype": "signup", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Sign up for the webinar on attribution"} +{"intent_subtype": "signup", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Start a free trial of HubSpot"} +{"decision_phase": "action", "intent_subtype": "signup", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Start my free trial"} +{"intent_subtype": "signup", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "start my free trial"} +{"intent_subtype": "signup", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Subscribe me to the product updates"} +{"intent_subtype": "purchase", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "subscribe me to updates"} +{"intent_subtype": "purchase", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Subscribe to the pro plan"} +{"intent_subtype": "contact_sales", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Talk to sales about enterprise pricing"} +{"decision_phase": "research", "intent_subtype": "evaluation", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Teach me how CRM platforms help small sales teams"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "teach me the basics of customer relationship management"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "tell me a bit more"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Tell me more"} +{"intent_subtype": "follow_up", "intent_type": "chit_chat", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Thanks, that was helpful"} +{"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["train"], "text": "The export button is broken"} +{"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["train"], "text": "The integration keeps failing"} +{"intent_subtype": "troubleshooting", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "The integration sync keeps crashing"} +{"intent_subtype": "account_help", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "The login page keeps rejecting my sign in code"} +{"intent_subtype": "account_help", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "The reset password email never shows up"} +{"intent_subtype": "troubleshooting", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "This is not working"} +{"intent_subtype": "product_discovery", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Top marketing automation tools for startups"} +{"intent_subtype": "product_discovery", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Top tools for evaluating text classifiers"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "intent_type": "commercial", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["train"], "text": "Toyota Corolla vs Honda Civic for commuting"} +{"intent_subtype": "comparison", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Toyota Corolla vs Honda Civic for commuting"} +{"intent_subtype": "task_execution", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Upload the training dataset"} +{"decision_phase": "research", "intent_subtype": "evaluation", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Walk me through how startups use CRM tools"} +{"decision_phase": "research", "intent_subtype": "evaluation", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Walk me through the basics of lead management software"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "walk me through what a CRM does"} +{"intent_subtype": "provider_selection", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "We have enough research, which CRM should we choose now?"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "What about this one"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "What are alternatives to spreadsheets for sales tracking?"} +{"decision_phase": "consideration", "intent_subtype": "product_discovery", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "What are good CRM choices for a small sales team?"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "What are good tools for email automation?"} +{"decision_phase": "consideration", "intent_subtype": "product_discovery", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "What are some CRM options for startups?"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "what are the main features of a CRM"} +{"intent_subtype": "evaluation", "intent_type": "exploratory", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "What camera categories should I consider before buying?"} +{"decision_phase": "research", "intent_subtype": "evaluation", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "What cars should I look at for a family of five?"} +{"decision_phase": "consideration", "intent_subtype": "product_discovery", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "What CRM options should a small startup look at?"} +{"intent_subtype": "evaluation", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "what CRM should I use for lead tracking"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "what do you mean"} +{"intent_subtype": "provider_selection", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "What do you recommend"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "what does a CRM actually do"} +{"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "What does a customer relationship platform do?"} +{"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "What does CRM do for a business?"} +{"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "What does CRM stand for in software?"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "What does lead scoring mean in sales software?"} +{"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["train"], "text": "What does zero click search mean?"} +{"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "What is a CRM platform?"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "what is a CRM used for in a small business"} +{"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "What is a sales CRM?"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "What is a sales pipeline?"} +{"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "What is agentic advertising?"} +{"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["train"], "text": "What is auto buying and selling?"} +{"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["train"], "text": "What is CRM software?"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "What is fine tuning in transformers?"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "What is intent classification in NLP?"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "What is macro F1 score?"} +{"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "What is marketing attribution?"} +{"decision_phase": "decision", "intent_subtype": "deal_seeking", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "What is the best CRM for my budget under $100 a month?"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "What is the best way to onboard our team after purchase?"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "What is the difference between MQL and SQL?"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "What is the purpose of a product analytics dashboard?"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "What is tokenization in NLP?"} +{"intent_subtype": "evaluation", "intent_type": "exploratory", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "What laptops should I look at for college in 2026?"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "what problems does a CRM solve"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "What should I do next"} +{"intent_subtype": "onboarding_setup", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "What should we do first after buying this platform?"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "What software should I look at for customer support?"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "What tools can help a sales team stay organized?"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Where can I find usage analytics for my account?"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Where do I configure our pipeline after purchase?"} +{"decision_phase": "consideration", "intent_subtype": "evaluation", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Which AI visibility tool fits a lean marketing team?"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "intent_type": "commercial", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["train"], "text": "Which car to buy in 2026"} +{"intent_subtype": "provider_selection", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Which car to buy in 2026"} +{"decision_phase": "consideration", "intent_subtype": "evaluation", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Which CRM has better automation for startups?"} +{"intent_subtype": "deal_seeking", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "which CRM is cheaper for a startup"} +{"decision_phase": "consideration", "intent_subtype": "deal_seeking", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Which CRM options fit a startup with a tiny budget?"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Which CRM should I buy for a 3-person startup?"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Which CRM should I sign with today?"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Which CRM should we choose for our two-person sales team?"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Which CRM should we commit to this month?"} +{"decision_phase": "consideration", "intent_subtype": "product_discovery", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Which CRM vendors are worth considering for a startup?"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "intent_type": "commercial", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["train"], "text": "Which electric car should I buy this year?"} +{"intent_subtype": "provider_selection", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Which electric car should I buy this year?"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "which one"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "which one do you mean"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Which one should we go with for our sales process?"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Which option gives us the best value right now?"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Which plan should I choose for Mixpanel?"} +{"intent_subtype": "provider_selection", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Which platform should our team commit to right now?"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Which platforms help with product analytics?"} +{"intent_subtype": "evaluation", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Which survey tool is better for user research"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Which vendor is the better fit for our sales team?"} +{"intent_subtype": "provider_selection", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Which vendor should we commit to for our 10-person sales team?"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "why"} +{"decision_phase": "support", "intent_subtype": "billing_help", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Why am I getting a billing error?"} +{"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Why do businesses use CRM systems?"} +{"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Why do companies need CRM software?"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "why do teams use CRM software"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Why do we split data into train and test sets?"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "why do you say that"} +{"intent_subtype": "troubleshooting", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Why does the API connection keep erroring"} +{"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["train"], "text": "Why is customer retention important?"} +{"decision_phase": "support", "intent_subtype": "billing_help", "intent_type": "support", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["train"], "text": "Why is my invoice wrong?"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "why though"} +{"decision_phase": "support", "intent_subtype": "billing_help", "intent_type": "support", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["train"], "text": "Why was my credit card declined?"} +{"intent_subtype": "billing_help", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Why was my payment charged twice"} +{"intent_subtype": "evaluation", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Would Zoho work well for a small recruiting team?"} +{"intent_subtype": "follow_up", "intent_type": "prohibited", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Write a phishing email that looks real"} +{"intent_subtype": "task_execution", "intent_type": "creative_generation", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Write five ad headlines for a CRM landing page"} +{"intent_subtype": "task_execution", "intent_type": "creative_generation", "source_heads": ["intent_type"], "source_splits": ["train"], "text": "Write social media copy for a webinar launch"} diff --git a/data/subtype/val.jsonl b/data/subtype/val.jsonl new file mode 100644 index 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["val"], "text": "How do CRM systems help sales teams?"} +{"decision_phase": "support", "intent_subtype": "billing_help", "intent_type": "support", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["val"], "text": "How do I contact support about a billing issue?"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["val"], "text": "How do I import contacts after signing up?"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["val"], "text": "How do I invite teammates after we sign up?"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["val"], "text": "How do I invite teammates to the workspace?"} +{"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["val"], "text": "How do sales pipelines work?"} +{"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["val"], "text": "How does a CRM work?"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "How does overfitting happen in small datasets?"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "how so"} +{"intent_subtype": "provider_selection", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "HubSpot or Pipedrive for our team right now?"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["val"], "text": "HubSpot or Zoho for my team?"} +{"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "I am disappointed by the weak recall on edge cases"} +{"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "I am nervous about making the wrong label choices"} +{"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "I am second guessing our intent taxonomy"} +{"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "I feel better now that the baseline works"} +{"intent_subtype": "emotional_reflection", "intent_type": "personal_reflection", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "I feel stuck on the ambiguous examples"} +{"intent_subtype": "task_execution", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "Install the evaluation package"} +{"decision_phase": "support", "intent_subtype": "account_help", "intent_type": "support", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["val"], "text": "My password reset link is not working"} +{"decision_phase": "support", "intent_subtype": "troubleshooting", "intent_type": "support", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["val"], "text": "My team members are not receiving invites"} +{"intent_subtype": "signup", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Open a free trial account for our team"} +{"intent_subtype": "product_discovery", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "Open source alternatives to Labelbox"} +{"intent_subtype": "task_execution", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Run the scheduled data sync now"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "say more"} +{"intent_subtype": "booking", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "schedule a demo for next week"} +{"decision_phase": "action", "intent_subtype": "booking", "intent_type": "transactional", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["val"], "text": "Schedule a test drive for this sedan"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "show less expensive ones"} +{"intent_subtype": "deal_seeking", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "show lower-cost analytics platforms"} +{"decision_phase": "research", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["val"], "text": "Show me how CRM systems help small businesses"} +{"intent_subtype": "task_execution", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "Start the batch inference run"} +{"intent_subtype": "task_execution", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "Submit the retraining job"} +{"intent_subtype": "task_execution", "intent_type": "transactional", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "Sync the labeled examples"} +{"intent_subtype": "provider_selection", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "We are at decision time, which platform should we pick?"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "what about pricing"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "what about that"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "source_heads": ["decision_phase"], "source_splits": ["val"], "text": "What are the pros and cons of Intercom vs Zendesk?"} +{"decision_phase": "decision", "intent_subtype": "deal_seeking", "source_heads": ["decision_phase"], "source_splits": ["val"], "text": "What costs less HubSpot or Zoho?"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "what do you mean by that"} +{"decision_phase": "awareness", "intent_subtype": "education", "source_heads": ["decision_phase"], "source_splits": ["val"], "text": "What does product analytics measure?"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "what else"} +{"intent_subtype": "follow_up", "intent_type": "ambiguous", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "what exactly do you mean"} +{"decision_phase": "post_purchase", "intent_subtype": "onboarding_setup", "source_heads": ["decision_phase"], "source_splits": ["val"], "text": "What features should we enable first after signup?"} +{"decision_phase": "awareness", "intent_subtype": "education", "intent_type": "informational", "source_heads": ["decision_phase", "intent_type"], "source_splits": ["val"], "text": "What is car financing?"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "What is class imbalance in machine learning?"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "What is the difference between precision and recall?"} +{"intent_subtype": "product_discovery", "intent_type": "exploratory", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "What laptop types should I explore before buying?"} +{"intent_subtype": "onboarding_setup", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "What should we do first after we buy this platform?"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "source_heads": ["decision_phase"], "source_splits": ["val"], "text": "What solutions exist for onboarding new users?"} +{"decision_phase": "research", "intent_subtype": "product_discovery", "source_heads": ["decision_phase"], "source_splits": ["val"], "text": "What tools can help reduce churn?"} +{"decision_phase": "consideration", "intent_subtype": "comparison", "source_heads": ["decision_phase"], "source_splits": ["val"], "text": "Which CRM integrates better with Gmail?"} +{"intent_subtype": "provider_selection", "intent_type": "commercial", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "which CRM should a solo founder pick"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["val"], "text": "Which CRM should we commit to before next month?"} +{"decision_phase": "consideration", "intent_subtype": "product_discovery", "source_heads": ["decision_phase"], "source_splits": ["val"], "text": "Which CRM tools are worth considering for a startup?"} +{"decision_phase": "decision", "intent_subtype": "provider_selection", "source_heads": ["decision_phase"], "source_splits": ["val"], "text": "Which tool should we sign with this quarter?"} +{"intent_subtype": "provider_selection", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Which vendor should our startup commit to this month?"} +{"intent_subtype": "education", "intent_type": "informational", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "Why does more labeled data improve model performance?"} +{"decision_phase": "support", "intent_subtype": "account_help", "source_heads": ["decision_phase"], "source_splits": ["val"], "text": "Why does the password reset email never arrive?"} +{"intent_subtype": "evaluation", "source_heads": ["manual_seed"], "source_splits": ["train"], "text": "Would this CRM be a good fit for our support workflow?"} +{"intent_subtype": "task_execution", "intent_type": "creative_generation", "source_heads": ["intent_type"], "source_splits": ["val"], "text": "Write a short landing page headline for a CRM"} diff --git a/data/subtype_benchmark.jsonl b/data/subtype_benchmark.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..81203801e7c74d47128768fd79bea15513f79237 --- /dev/null +++ b/data/subtype_benchmark.jsonl @@ -0,0 +1,277 @@ +{"difficulty": "easy", "intent_subtype": "education", "source": "subtype_difficulty_benchmark", "text": "What is help desk platform?"} +{"difficulty": "easy", "intent_subtype": "education", "source": "subtype_difficulty_benchmark", "text": "Explain help desk platform."} +{"difficulty": "easy", "intent_subtype": "education", "source": "subtype_difficulty_benchmark", "text": "How does Zendesk work?"} +{"difficulty": "easy", "intent_subtype": "education", "source": "subtype_difficulty_benchmark", "text": "What does Zendesk do?"} +{"difficulty": "easy", "intent_subtype": "education", "source": "subtype_difficulty_benchmark", "text": "Teach me the basics of help desk platform."} +{"difficulty": "medium", "intent_subtype": "education", "source": "subtype_difficulty_benchmark", "text": "Help me understand what problem project management tool solves for a remote operations team."} +{"difficulty": "medium", "intent_subtype": "education", "source": "subtype_difficulty_benchmark", "text": "What should a beginner know about project management platforms?"} +{"difficulty": "medium", "intent_subtype": "education", "source": "subtype_difficulty_benchmark", "text": "Before I compare anything, what is a project management tool?"} +{"difficulty": "medium", "intent_subtype": "education", "source": "subtype_difficulty_benchmark", "text": "What is project management tool used for in practice?"} +{"difficulty": "medium", "intent_subtype": "education", "source": "subtype_difficulty_benchmark", "text": "Give me an overview of how project management platforms help with track work across projects."} +{"difficulty": "hard", "intent_subtype": "education", "source": "subtype_difficulty_benchmark", "text": "I am not shopping yet; I just need to understand what hosting platform is."} +{"difficulty": "hard", "intent_subtype": "education", "source": "subtype_difficulty_benchmark", "text": "Before I evaluate vendors, explain the role of hosting platform for a startup launch team."} +{"difficulty": "hard", "intent_subtype": "education", "source": "subtype_difficulty_benchmark", "text": "I keep hearing about Vercel; what is it actually for?"} +{"difficulty": "hard", "intent_subtype": "education", "source": "subtype_difficulty_benchmark", "text": "I only want the fundamentals of hosting providers right now."} +{"difficulty": "hard", "intent_subtype": "education", "source": "subtype_difficulty_benchmark", "text": "Clarify what people mean by hosting platform without recommending a tool."} +{"difficulty": "easy", "intent_subtype": "product_discovery", "source": "subtype_difficulty_benchmark", "text": "Best help desk platform for a support team."} +{"difficulty": "easy", "intent_subtype": "product_discovery", "source": "subtype_difficulty_benchmark", "text": "What are the top help desk tools for handle tickets faster?"} +{"difficulty": "easy", "intent_subtype": "product_discovery", "source": "subtype_difficulty_benchmark", "text": "Show me the best help desk tools."} +{"difficulty": "easy", "intent_subtype": "product_discovery", "source": "subtype_difficulty_benchmark", "text": "What help desk tools are worth considering?"} +{"difficulty": "easy", "intent_subtype": "product_discovery", "source": "subtype_difficulty_benchmark", "text": "Give me options for a help desk platform."} +{"difficulty": "medium", "intent_subtype": "product_discovery", "source": "subtype_difficulty_benchmark", "text": "I need a shortlist of project management platforms for a remote operations team."} +{"difficulty": "medium", "intent_subtype": "product_discovery", "source": "subtype_difficulty_benchmark", "text": "What are strong options if I need a project management tool for track work across projects?"} +{"difficulty": "medium", "intent_subtype": "product_discovery", "source": "subtype_difficulty_benchmark", "text": "Which project management platforms should I look at first?"} +{"difficulty": "medium", "intent_subtype": "product_discovery", "source": "subtype_difficulty_benchmark", "text": "What tools are worth exploring before I compare finalists?"} +{"difficulty": "medium", "intent_subtype": "product_discovery", "source": "subtype_difficulty_benchmark", "text": "Point me to promising project management platforms for a remote operations team."} +{"difficulty": "hard", "intent_subtype": "product_discovery", "source": "subtype_difficulty_benchmark", "text": "I want to discover strong options before I narrow down to a few vendors."} +{"difficulty": "hard", "intent_subtype": "product_discovery", "source": "subtype_difficulty_benchmark", "text": "Help me build a shortlist of hosting providers without picking one yet."} +{"difficulty": "hard", "intent_subtype": "product_discovery", "source": "subtype_difficulty_benchmark", "text": "What products belong on the first pass for ship a website reliably?"} +{"difficulty": "hard", "intent_subtype": "product_discovery", "source": "subtype_difficulty_benchmark", "text": "I am early in vendor discovery and need good starting options."} +{"difficulty": "hard", "intent_subtype": "product_discovery", "source": "subtype_difficulty_benchmark", "text": "Map the space for hosting providers before we decide what to compare."} +{"difficulty": "easy", "intent_subtype": "comparison", "source": "subtype_difficulty_benchmark", "text": "Zendesk vs Freshdesk."} +{"difficulty": "easy", "intent_subtype": "comparison", "source": "subtype_difficulty_benchmark", "text": "Compare Zendesk and Freshdesk."} +{"difficulty": "easy", "intent_subtype": "comparison", "source": "subtype_difficulty_benchmark", "text": "Which is better, Zendesk or Freshdesk?"} +{"difficulty": "easy", "intent_subtype": "comparison", "source": "subtype_difficulty_benchmark", "text": "Give me a comparison of Zendesk vs Freshdesk."} +{"difficulty": "easy", "intent_subtype": "comparison", "source": "subtype_difficulty_benchmark", "text": "How does Zendesk compare with Freshdesk?"} +{"difficulty": "medium", "intent_subtype": "comparison", "source": "subtype_difficulty_benchmark", "text": "Compare Asana and ClickUp for track work across projects."} +{"difficulty": "medium", "intent_subtype": "comparison", "source": "subtype_difficulty_benchmark", "text": "What are the tradeoffs between Asana and ClickUp for a remote operations team?"} +{"difficulty": "medium", "intent_subtype": "comparison", "source": "subtype_difficulty_benchmark", "text": "I need a side-by-side of Asana and ClickUp."} +{"difficulty": "medium", "intent_subtype": "comparison", "source": "subtype_difficulty_benchmark", "text": "How do Asana and ClickUp stack up on price and features?"} +{"difficulty": "medium", "intent_subtype": "comparison", "source": "subtype_difficulty_benchmark", "text": "Walk me through a fair comparison of Asana vs ClickUp."} +{"difficulty": "hard", "intent_subtype": "comparison", "source": "subtype_difficulty_benchmark", "text": "I have already researched the market; now compare the two finalists."} +{"difficulty": "hard", "intent_subtype": "comparison", "source": "subtype_difficulty_benchmark", "text": "Help me weigh Vercel against Netlify without making the final pick for me."} +{"difficulty": "hard", "intent_subtype": "comparison", "source": "subtype_difficulty_benchmark", "text": "I want the comparison layer, not just a list of tools."} +{"difficulty": "hard", "intent_subtype": "comparison", "source": "subtype_difficulty_benchmark", "text": "Break down the tradeoffs between Vercel and Netlify for our use case."} +{"difficulty": "hard", "intent_subtype": "comparison", "source": "subtype_difficulty_benchmark", "text": "I am comparing finalists and need a structured side-by-side view."} +{"difficulty": "easy", "intent_subtype": "evaluation", "source": "subtype_difficulty_benchmark", "text": "Is Zendesk good for a support team?"} +{"difficulty": "easy", "intent_subtype": "evaluation", "source": "subtype_difficulty_benchmark", "text": "Would Zendesk be a good fit for handle tickets faster?"} +{"difficulty": "easy", "intent_subtype": "evaluation", "source": "subtype_difficulty_benchmark", "text": "How good is Zendesk?"} +{"difficulty": "easy", "intent_subtype": "evaluation", "source": "subtype_difficulty_benchmark", "text": "Is Zendesk worth considering?"} +{"difficulty": "easy", "intent_subtype": "evaluation", "source": "subtype_difficulty_benchmark", "text": "Can Zendesk handle handle tickets faster?"} +{"difficulty": "medium", "intent_subtype": "evaluation", "source": "subtype_difficulty_benchmark", "text": "Evaluate whether Asana fits a remote operations team."} +{"difficulty": "medium", "intent_subtype": "evaluation", "source": "subtype_difficulty_benchmark", "text": "I need to assess if Asana is strong enough for track work across projects."} +{"difficulty": "medium", "intent_subtype": "evaluation", "source": "subtype_difficulty_benchmark", "text": "What are the pros and cons of Asana for our use case?"} +{"difficulty": "medium", "intent_subtype": "evaluation", "source": "subtype_difficulty_benchmark", "text": "Does Asana look like a fit before I move to a final choice?"} +{"difficulty": "medium", "intent_subtype": "evaluation", "source": "subtype_difficulty_benchmark", "text": "How well would Asana perform for a remote operations team?"} +{"difficulty": "hard", "intent_subtype": "evaluation", "source": "subtype_difficulty_benchmark", "text": "I am not asking for a shortlist or a direct comparison; I want an evaluation of Vercel."} +{"difficulty": "hard", "intent_subtype": "evaluation", "source": "subtype_difficulty_benchmark", "text": "Pressure-test whether Vercel actually fits our workflow."} +{"difficulty": "hard", "intent_subtype": "evaluation", "source": "subtype_difficulty_benchmark", "text": "Assess Vercel on its own merits before I commit to a final pick."} +{"difficulty": "hard", "intent_subtype": "evaluation", "source": "subtype_difficulty_benchmark", "text": "I want a fit evaluation for Vercel, not a vendor comparison."} +{"difficulty": "hard", "intent_subtype": "evaluation", "source": "subtype_difficulty_benchmark", "text": "Tell me whether Vercel seems viable for ship a website reliably before I decide."} +{"difficulty": "easy", "intent_subtype": "deal_seeking", "source": "subtype_difficulty_benchmark", "text": "Best help desk platform under $150 per month."} +{"difficulty": "easy", "intent_subtype": "deal_seeking", "source": "subtype_difficulty_benchmark", "text": "Cheap help desk tools for a support team."} +{"difficulty": "easy", "intent_subtype": "deal_seeking", "source": "subtype_difficulty_benchmark", "text": "What is the most affordable help desk platform?"} +{"difficulty": "easy", "intent_subtype": "deal_seeking", "source": "subtype_difficulty_benchmark", "text": "Show me lower-cost help desk tools."} +{"difficulty": "easy", "intent_subtype": "deal_seeking", "source": "subtype_difficulty_benchmark", "text": "What help desk tools fit a budget of $150 per month?"} +{"difficulty": "medium", "intent_subtype": "deal_seeking", "source": "subtype_difficulty_benchmark", "text": "I need a project management tool for a remote operations team but want to stay under $250 per month."} +{"difficulty": "medium", "intent_subtype": "deal_seeking", "source": "subtype_difficulty_benchmark", "text": "What are the cheapest solid options for track work across projects?"} +{"difficulty": "medium", "intent_subtype": "deal_seeking", "source": "subtype_difficulty_benchmark", "text": "Compare affordable project management platforms that still work well."} +{"difficulty": "medium", "intent_subtype": "deal_seeking", "source": "subtype_difficulty_benchmark", "text": "Help me find a budget-friendly alternative to Asana."} +{"difficulty": "medium", "intent_subtype": "deal_seeking", "source": "subtype_difficulty_benchmark", "text": "Which options cost less without being terrible?"} +{"difficulty": "hard", "intent_subtype": "deal_seeking", "source": "subtype_difficulty_benchmark", "text": "Price is the main filter now; I need good options that stay under $80 per month."} +{"difficulty": "hard", "intent_subtype": "deal_seeking", "source": "subtype_difficulty_benchmark", "text": "I want to optimize for value and keep costs down while choosing a hosting platform."} +{"difficulty": "hard", "intent_subtype": "deal_seeking", "source": "subtype_difficulty_benchmark", "text": "I am narrowing the shortlist based on affordability first."} +{"difficulty": "hard", "intent_subtype": "deal_seeking", "source": "subtype_difficulty_benchmark", "text": "Find the best-value route here rather than the premium option."} +{"difficulty": "hard", "intent_subtype": "deal_seeking", "source": "subtype_difficulty_benchmark", "text": "Budget is the deciding factor, so surface the strongest low-cost options."} +{"difficulty": "easy", "intent_subtype": "provider_selection", "source": "subtype_difficulty_benchmark", "text": "Which should I choose, Zendesk or Freshdesk?"} +{"difficulty": "easy", "intent_subtype": "provider_selection", "source": "subtype_difficulty_benchmark", "text": "What is the best option for me right now?"} +{"difficulty": "easy", "intent_subtype": "provider_selection", "source": "subtype_difficulty_benchmark", "text": "Which help desk platform should I go with?"} +{"difficulty": "easy", "intent_subtype": "provider_selection", "source": "subtype_difficulty_benchmark", "text": "Help me choose the right help desk platform."} +{"difficulty": "easy", "intent_subtype": "provider_selection", "source": "subtype_difficulty_benchmark", "text": "What do you recommend between Zendesk and Freshdesk?"} +{"difficulty": "medium", "intent_subtype": "provider_selection", "source": "subtype_difficulty_benchmark", "text": "I need to make the call between Asana and ClickUp."} +{"difficulty": "medium", "intent_subtype": "provider_selection", "source": "subtype_difficulty_benchmark", "text": "Which option should a remote operations team commit to this week?"} +{"difficulty": "medium", "intent_subtype": "provider_selection", "source": "subtype_difficulty_benchmark", "text": "Help me pick the final vendor for track work across projects."} +{"difficulty": "medium", "intent_subtype": "provider_selection", "source": "subtype_difficulty_benchmark", "text": "We have a shortlist; which one should we choose?"} +{"difficulty": "medium", "intent_subtype": "provider_selection", "source": "subtype_difficulty_benchmark", "text": "If you had to choose one for a remote operations team, what would it be?"} +{"difficulty": "medium", "intent_subtype": "provider_selection", "source": "subtype_difficulty_benchmark", "text": "Asana or ClickUp for a remote operations team right now?"} +{"difficulty": "hard", "intent_subtype": "provider_selection", "source": "subtype_difficulty_benchmark", "text": "I am done comparing and need the final recommendation now."} +{"difficulty": "hard", "intent_subtype": "provider_selection", "source": "subtype_difficulty_benchmark", "text": "We have enough information; tell us which provider to commit to."} +{"difficulty": "hard", "intent_subtype": "provider_selection", "source": "subtype_difficulty_benchmark", "text": "I need the final pick, not another comparison round."} +{"difficulty": "hard", "intent_subtype": "provider_selection", "source": "subtype_difficulty_benchmark", "text": "Choose the best fit for a startup launch team between the finalists."} +{"difficulty": "hard", "intent_subtype": "provider_selection", "source": "subtype_difficulty_benchmark", "text": "We are at decision time; which vendor should win?"} +{"difficulty": "easy", "intent_subtype": "signup", "source": "subtype_difficulty_benchmark", "text": "Start my free trial."} +{"difficulty": "easy", "intent_subtype": "signup", "source": "subtype_difficulty_benchmark", "text": "Create my account for Zendesk."} +{"difficulty": "easy", "intent_subtype": "signup", "source": "subtype_difficulty_benchmark", "text": "Sign me up for Zendesk."} +{"difficulty": "easy", "intent_subtype": "signup", "source": "subtype_difficulty_benchmark", "text": "Open a new account for Zendesk."} +{"difficulty": "easy", "intent_subtype": "signup", "source": "subtype_difficulty_benchmark", "text": "Register me for a trial of Zendesk."} +{"difficulty": "medium", "intent_subtype": "signup", "source": "subtype_difficulty_benchmark", "text": "Help me create a workspace for Asana."} +{"difficulty": "medium", "intent_subtype": "signup", "source": "subtype_difficulty_benchmark", "text": "I want to activate a trial for Asana today."} +{"difficulty": "medium", "intent_subtype": "signup", "source": "subtype_difficulty_benchmark", "text": "Set up a new account so our team can try Asana."} +{"difficulty": "medium", "intent_subtype": "signup", "source": "subtype_difficulty_benchmark", "text": "Get me signed up for Asana now."} +{"difficulty": "medium", "intent_subtype": "signup", "source": "subtype_difficulty_benchmark", "text": "Open a starter account for a remote operations team."} +{"difficulty": "medium", "intent_subtype": "signup", "source": "subtype_difficulty_benchmark", "text": "Subscribe me to product updates from Asana."} +{"difficulty": "hard", "intent_subtype": "signup", "source": "subtype_difficulty_benchmark", "text": "I am ready to get access now and need the account creation step."} +{"difficulty": "hard", "intent_subtype": "signup", "source": "subtype_difficulty_benchmark", "text": "We decided to try it, so point me to the signup flow."} +{"difficulty": "hard", "intent_subtype": "signup", "source": "subtype_difficulty_benchmark", "text": "I want to start using Vercel immediately and need the trial path."} +{"difficulty": "hard", "intent_subtype": "signup", "source": "subtype_difficulty_benchmark", "text": "This is an access request, not a support issue; help me register."} +{"difficulty": "hard", "intent_subtype": "signup", "source": "subtype_difficulty_benchmark", "text": "Move me into the trial/signup step for Vercel."} +{"difficulty": "easy", "intent_subtype": "purchase", "source": "subtype_difficulty_benchmark", "text": "Buy Zendesk now."} +{"difficulty": "easy", "intent_subtype": "purchase", "source": "subtype_difficulty_benchmark", "text": "Purchase the annual plan for Zendesk."} +{"difficulty": "easy", "intent_subtype": "purchase", "source": "subtype_difficulty_benchmark", "text": "Take me to checkout for Zendesk."} +{"difficulty": "easy", "intent_subtype": "purchase", "source": "subtype_difficulty_benchmark", "text": "I want to pay for Zendesk."} +{"difficulty": "easy", "intent_subtype": "purchase", "source": "subtype_difficulty_benchmark", "text": "Subscribe to the pro plan today."} +{"difficulty": "medium", "intent_subtype": "purchase", "source": "subtype_difficulty_benchmark", "text": "Help me complete the purchase for Asana."} +{"difficulty": "medium", "intent_subtype": "purchase", "source": "subtype_difficulty_benchmark", "text": "I am ready to place the order for Asana."} +{"difficulty": "medium", "intent_subtype": "purchase", "source": "subtype_difficulty_benchmark", "text": "Charge me for the annual plan now."} +{"difficulty": "medium", "intent_subtype": "purchase", "source": "subtype_difficulty_benchmark", "text": "I want to move from trial to paid today."} +{"difficulty": "medium", "intent_subtype": "purchase", "source": "subtype_difficulty_benchmark", "text": "Where do I finish payment for Asana?"} +{"difficulty": "hard", "intent_subtype": "purchase", "source": "subtype_difficulty_benchmark", "text": "The decision is made; I need the paid conversion step now."} +{"difficulty": "hard", "intent_subtype": "purchase", "source": "subtype_difficulty_benchmark", "text": "I am not asking for a trial anymore, I want to purchase immediately."} +{"difficulty": "hard", "intent_subtype": "purchase", "source": "subtype_difficulty_benchmark", "text": "Point me straight to the paid checkout flow."} +{"difficulty": "hard", "intent_subtype": "purchase", "source": "subtype_difficulty_benchmark", "text": "We are ready to buy and need to complete billing today."} +{"difficulty": "hard", "intent_subtype": "purchase", "source": "subtype_difficulty_benchmark", "text": "This is the purchase step, not a vendor-evaluation question."} +{"difficulty": "easy", "intent_subtype": "booking", "source": "subtype_difficulty_benchmark", "text": "Book a product demo with Zendesk."} +{"difficulty": "easy", "intent_subtype": "booking", "source": "subtype_difficulty_benchmark", "text": "Schedule a product demo."} +{"difficulty": "easy", "intent_subtype": "booking", "source": "subtype_difficulty_benchmark", "text": "Reserve a meeting with Zendesk."} +{"difficulty": "easy", "intent_subtype": "booking", "source": "subtype_difficulty_benchmark", "text": "Set up a call for next week."} +{"difficulty": "easy", "intent_subtype": "booking", "source": "subtype_difficulty_benchmark", "text": "Book time with the team."} +{"difficulty": "medium", "intent_subtype": "booking", "source": "subtype_difficulty_benchmark", "text": "I want to schedule a live walkthrough with Asana."} +{"difficulty": "medium", "intent_subtype": "booking", "source": "subtype_difficulty_benchmark", "text": "Find time for a implementation call with sales next week."} +{"difficulty": "medium", "intent_subtype": "booking", "source": "subtype_difficulty_benchmark", "text": "Reserve a slot for a product demo."} +{"difficulty": "medium", "intent_subtype": "booking", "source": "subtype_difficulty_benchmark", "text": "Can you help me book a meeting about Asana?"} +{"difficulty": "medium", "intent_subtype": "booking", "source": "subtype_difficulty_benchmark", "text": "Put a calendar hold in place for the implementation call."} +{"difficulty": "hard", "intent_subtype": "booking", "source": "subtype_difficulty_benchmark", "text": "We want the live session itself, not a generic sales contact form."} +{"difficulty": "hard", "intent_subtype": "booking", "source": "subtype_difficulty_benchmark", "text": "Help me lock in a scheduled demo rather than just talking to sales."} +{"difficulty": "hard", "intent_subtype": "booking", "source": "subtype_difficulty_benchmark", "text": "This needs a booked slot on the calendar, not just a quote request."} +{"difficulty": "hard", "intent_subtype": "booking", "source": "subtype_difficulty_benchmark", "text": "I want to reserve meeting time for the next step."} +{"difficulty": "hard", "intent_subtype": "booking", "source": "subtype_difficulty_benchmark", "text": "Schedule the actual session so we can move forward."} +{"difficulty": "easy", "intent_subtype": "download", "source": "subtype_difficulty_benchmark", "text": "Download the help desk setup guide."} +{"difficulty": "easy", "intent_subtype": "download", "source": "subtype_difficulty_benchmark", "text": "Send me the help desk setup guide."} +{"difficulty": "easy", "intent_subtype": "download", "source": "subtype_difficulty_benchmark", "text": "Export the help desk setup guide."} +{"difficulty": "easy", "intent_subtype": "download", "source": "subtype_difficulty_benchmark", "text": "Give me the download link for the help desk setup guide."} +{"difficulty": "easy", "intent_subtype": "download", "source": "subtype_difficulty_benchmark", "text": "Open the file download for the help desk setup guide."} +{"difficulty": "medium", "intent_subtype": "download", "source": "subtype_difficulty_benchmark", "text": "I need the downloadable project tool buying checklist right now."} +{"difficulty": "medium", "intent_subtype": "download", "source": "subtype_difficulty_benchmark", "text": "Where can I get the PDF version of the project tool buying checklist?"} +{"difficulty": "medium", "intent_subtype": "download", "source": "subtype_difficulty_benchmark", "text": "Help me export the project tool buying checklist as a file."} +{"difficulty": "medium", "intent_subtype": "download", "source": "subtype_difficulty_benchmark", "text": "I want the guide itself, not a summary of it."} +{"difficulty": "medium", "intent_subtype": "download", "source": "subtype_difficulty_benchmark", "text": "Let me download the asset for offline review."} +{"difficulty": "hard", "intent_subtype": "download", "source": "subtype_difficulty_benchmark", "text": "I am asking for the file delivery step, not more information about the content."} +{"difficulty": "hard", "intent_subtype": "download", "source": "subtype_difficulty_benchmark", "text": "Please route me to the actual downloadable asset."} +{"difficulty": "hard", "intent_subtype": "download", "source": "subtype_difficulty_benchmark", "text": "I need the guide as a file I can keep, not a recommendation."} +{"difficulty": "hard", "intent_subtype": "download", "source": "subtype_difficulty_benchmark", "text": "This is a download request, not a buying-decision question."} +{"difficulty": "hard", "intent_subtype": "download", "source": "subtype_difficulty_benchmark", "text": "Give me the direct asset retrieval path."} +{"difficulty": "easy", "intent_subtype": "contact_sales", "source": "subtype_difficulty_benchmark", "text": "Talk to sales about Zendesk."} +{"difficulty": "easy", "intent_subtype": "contact_sales", "source": "subtype_difficulty_benchmark", "text": "Contact sales for pricing."} +{"difficulty": "easy", "intent_subtype": "contact_sales", "source": "subtype_difficulty_benchmark", "text": "Put me in touch with an account executive."} +{"difficulty": "easy", "intent_subtype": "contact_sales", "source": "subtype_difficulty_benchmark", "text": "I need a sales conversation for Zendesk."} +{"difficulty": "easy", "intent_subtype": "contact_sales", "source": "subtype_difficulty_benchmark", "text": "Connect me with the sales team."} +{"difficulty": "medium", "intent_subtype": "contact_sales", "source": "subtype_difficulty_benchmark", "text": "I need to talk to sales about enterprise pricing for Asana."} +{"difficulty": "medium", "intent_subtype": "contact_sales", "source": "subtype_difficulty_benchmark", "text": "Have a rep contact me about a custom quote."} +{"difficulty": "medium", "intent_subtype": "contact_sales", "source": "subtype_difficulty_benchmark", "text": "Route me to the sales team for a package discussion."} +{"difficulty": "medium", "intent_subtype": "contact_sales", "source": "subtype_difficulty_benchmark", "text": "I want a pricing conversation with sales, not a product demo."} +{"difficulty": "medium", "intent_subtype": "contact_sales", "source": "subtype_difficulty_benchmark", "text": "Connect me with someone on the sales side for Asana."} +{"difficulty": "hard", "intent_subtype": "contact_sales", "source": "subtype_difficulty_benchmark", "text": "I want a rep to reach out, but I am not trying to schedule the call myself right now."} +{"difficulty": "hard", "intent_subtype": "contact_sales", "source": "subtype_difficulty_benchmark", "text": "This is a sales-contact request rather than a booking flow."} +{"difficulty": "hard", "intent_subtype": "contact_sales", "source": "subtype_difficulty_benchmark", "text": "Have the account team get in touch about our requirements."} +{"difficulty": "hard", "intent_subtype": "contact_sales", "source": "subtype_difficulty_benchmark", "text": "We need a commercial conversation with sales, not self-serve checkout."} +{"difficulty": "hard", "intent_subtype": "contact_sales", "source": "subtype_difficulty_benchmark", "text": "Point me to the sales contact path for a custom deal."} +{"difficulty": "easy", "intent_subtype": "task_execution", "source": "subtype_difficulty_benchmark", "text": "Help me export open tickets."} +{"difficulty": "easy", "intent_subtype": "task_execution", "source": "subtype_difficulty_benchmark", "text": "Run the next step to export open tickets."} +{"difficulty": "easy", "intent_subtype": "task_execution", "source": "subtype_difficulty_benchmark", "text": "Create the report I need in Zendesk."} +{"difficulty": "easy", "intent_subtype": "task_execution", "source": "subtype_difficulty_benchmark", "text": "Show me how to complete the task in Zendesk."} +{"difficulty": "easy", "intent_subtype": "task_execution", "source": "subtype_difficulty_benchmark", "text": "I want to execute a task right now."} +{"difficulty": "easy", "intent_subtype": "task_execution", "source": "subtype_difficulty_benchmark", "text": "Open the annotation dashboard."} +{"difficulty": "medium", "intent_subtype": "task_execution", "source": "subtype_difficulty_benchmark", "text": "Walk me through the exact steps to create a project status report."} +{"difficulty": "medium", "intent_subtype": "task_execution", "source": "subtype_difficulty_benchmark", "text": "I am already in the product and need help completing a task."} +{"difficulty": "medium", "intent_subtype": "task_execution", "source": "subtype_difficulty_benchmark", "text": "Tell me how to do the action itself inside Asana."} +{"difficulty": "medium", "intent_subtype": "task_execution", "source": "subtype_difficulty_benchmark", "text": "I need execution help for create a project status report, not onboarding advice."} +{"difficulty": "medium", "intent_subtype": "task_execution", "source": "subtype_difficulty_benchmark", "text": "Help me finish the workflow to create a project status report."} +{"difficulty": "medium", "intent_subtype": "task_execution", "source": "subtype_difficulty_benchmark", "text": "Send me the benchmark report for Asana."} +{"difficulty": "hard", "intent_subtype": "task_execution", "source": "subtype_difficulty_benchmark", "text": "This is a discrete in-product action request, not a setup flow."} +{"difficulty": "hard", "intent_subtype": "task_execution", "source": "subtype_difficulty_benchmark", "text": "I know the tool already; I just need help executing deploy a new site build."} +{"difficulty": "hard", "intent_subtype": "task_execution", "source": "subtype_difficulty_benchmark", "text": "Guide me through the one task I am trying to complete now."} +{"difficulty": "hard", "intent_subtype": "task_execution", "source": "subtype_difficulty_benchmark", "text": "I am not setting up the whole system, just doing a specific action."} +{"difficulty": "hard", "intent_subtype": "task_execution", "source": "subtype_difficulty_benchmark", "text": "Focus on the immediate workflow step rather than implementation planning."} +{"difficulty": "hard", "intent_subtype": "task_execution", "source": "subtype_difficulty_benchmark", "text": "Schedule the retraining pipeline rather than booking a meeting."} +{"difficulty": "easy", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty_benchmark", "text": "How do I configure queues and invite agents in Zendesk?"} +{"difficulty": "easy", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty_benchmark", "text": "Help me set up Zendesk for a support team."} +{"difficulty": "easy", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty_benchmark", "text": "What should I configure first after signup?"} +{"difficulty": "easy", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty_benchmark", "text": "Show me how to onboard our team in Zendesk."} +{"difficulty": "easy", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty_benchmark", "text": "How do I get started after we bought Zendesk?"} +{"difficulty": "easy", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty_benchmark", "text": "What should we do first after buying Zendesk?"} +{"difficulty": "medium", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty_benchmark", "text": "We already subscribed; how should we set up Asana for a remote operations team?"} +{"difficulty": "medium", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty_benchmark", "text": "I need rollout guidance after purchase for Asana."} +{"difficulty": "medium", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty_benchmark", "text": "What is the best onboarding sequence after we start using Asana?"} +{"difficulty": "medium", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty_benchmark", "text": "Help me implement Asana, not just do one task."} +{"difficulty": "medium", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty_benchmark", "text": "We are past signup and need setup guidance for adoption."} +{"difficulty": "medium", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty_benchmark", "text": "How do I set goals for our first month using Asana?"} +{"difficulty": "hard", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty_benchmark", "text": "This is a post-purchase setup question rather than a one-off task request."} +{"difficulty": "hard", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty_benchmark", "text": "Help us implement and configure Vercel across the team."} +{"difficulty": "hard", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty_benchmark", "text": "We are already customers; now we need onboarding and rollout help."} +{"difficulty": "hard", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty_benchmark", "text": "I want setup guidance for the system as a whole, not a single workflow."} +{"difficulty": "hard", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty_benchmark", "text": "What should happen first, second, and third after we activate Vercel?"} +{"difficulty": "easy", "intent_subtype": "troubleshooting", "source": "subtype_difficulty_benchmark", "text": "Zendesk keeps failing."} +{"difficulty": "easy", "intent_subtype": "troubleshooting", "source": "subtype_difficulty_benchmark", "text": "Why is Zendesk broken?"} +{"difficulty": "easy", "intent_subtype": "troubleshooting", "source": "subtype_difficulty_benchmark", "text": "The integration is not working."} +{"difficulty": "easy", "intent_subtype": "troubleshooting", "source": "subtype_difficulty_benchmark", "text": "I am getting an error in Zendesk."} +{"difficulty": "easy", "intent_subtype": "troubleshooting", "source": "subtype_difficulty_benchmark", "text": "Help me fix a broken workflow."} +{"difficulty": "medium", "intent_subtype": "troubleshooting", "source": "subtype_difficulty_benchmark", "text": "Why does Asana keep crashing when I try to work?"} +{"difficulty": "medium", "intent_subtype": "troubleshooting", "source": "subtype_difficulty_benchmark", "text": "I need help fixing a problem in the product right now."} +{"difficulty": "medium", "intent_subtype": "troubleshooting", "source": "subtype_difficulty_benchmark", "text": "The workflow breaks every time I try to create a project status report."} +{"difficulty": "medium", "intent_subtype": "troubleshooting", "source": "subtype_difficulty_benchmark", "text": "Can you troubleshoot why Asana is failing?"} +{"difficulty": "medium", "intent_subtype": "troubleshooting", "source": "subtype_difficulty_benchmark", "text": "I am stuck because the system is not working correctly."} +{"difficulty": "hard", "intent_subtype": "troubleshooting", "source": "subtype_difficulty_benchmark", "text": "This is an issue-resolution request, not a billing or account-access question."} +{"difficulty": "hard", "intent_subtype": "troubleshooting", "source": "subtype_difficulty_benchmark", "text": "Something in the product is malfunctioning and I need troubleshooting help."} +{"difficulty": "hard", "intent_subtype": "troubleshooting", "source": "subtype_difficulty_benchmark", "text": "I need the cause of the failure diagnosed, not onboarding advice."} +{"difficulty": "hard", "intent_subtype": "troubleshooting", "source": "subtype_difficulty_benchmark", "text": "Help me debug the broken behavior inside Vercel."} +{"difficulty": "hard", "intent_subtype": "troubleshooting", "source": "subtype_difficulty_benchmark", "text": "The system is failing during use and I need it fixed."} +{"difficulty": "easy", "intent_subtype": "account_help", "source": "subtype_difficulty_benchmark", "text": "I cannot log into my agent account."} +{"difficulty": "easy", "intent_subtype": "account_help", "source": "subtype_difficulty_benchmark", "text": "How do I reset my password?"} +{"difficulty": "easy", "intent_subtype": "account_help", "source": "subtype_difficulty_benchmark", "text": "My sign-in code is not working."} +{"difficulty": "easy", "intent_subtype": "account_help", "source": "subtype_difficulty_benchmark", "text": "I am locked out of my account."} +{"difficulty": "easy", "intent_subtype": "account_help", "source": "subtype_difficulty_benchmark", "text": "The password reset email never arrives."} +{"difficulty": "medium", "intent_subtype": "account_help", "source": "subtype_difficulty_benchmark", "text": "Help me regain access to my workspace login."} +{"difficulty": "medium", "intent_subtype": "account_help", "source": "subtype_difficulty_benchmark", "text": "I need support with login and access, not signup."} +{"difficulty": "medium", "intent_subtype": "account_help", "source": "subtype_difficulty_benchmark", "text": "My credentials keep getting rejected."} +{"difficulty": "medium", "intent_subtype": "account_help", "source": "subtype_difficulty_benchmark", "text": "I cannot get back into the account I already have."} +{"difficulty": "medium", "intent_subtype": "account_help", "source": "subtype_difficulty_benchmark", "text": "Can you help me unlock my existing account?"} +{"difficulty": "hard", "intent_subtype": "account_help", "source": "subtype_difficulty_benchmark", "text": "This is an access-recovery issue for an existing account, not a new-account request."} +{"difficulty": "hard", "intent_subtype": "account_help", "source": "subtype_difficulty_benchmark", "text": "I already have an account and need help getting back in."} +{"difficulty": "hard", "intent_subtype": "account_help", "source": "subtype_difficulty_benchmark", "text": "Treat this as login support rather than a registration flow."} +{"difficulty": "hard", "intent_subtype": "account_help", "source": "subtype_difficulty_benchmark", "text": "I need account-access help for a live customer account."} +{"difficulty": "hard", "intent_subtype": "account_help", "source": "subtype_difficulty_benchmark", "text": "This is a credentials problem, not a trial-signup question."} +{"difficulty": "easy", "intent_subtype": "billing_help", "source": "subtype_difficulty_benchmark", "text": "My invoice is wrong."} +{"difficulty": "easy", "intent_subtype": "billing_help", "source": "subtype_difficulty_benchmark", "text": "Why was I charged twice?"} +{"difficulty": "easy", "intent_subtype": "billing_help", "source": "subtype_difficulty_benchmark", "text": "My payment failed."} +{"difficulty": "easy", "intent_subtype": "billing_help", "source": "subtype_difficulty_benchmark", "text": "How do I fix a billing issue?"} +{"difficulty": "easy", "intent_subtype": "billing_help", "source": "subtype_difficulty_benchmark", "text": "The invoice total looks incorrect."} +{"difficulty": "medium", "intent_subtype": "billing_help", "source": "subtype_difficulty_benchmark", "text": "I need help with a billing problem on my existing plan."} +{"difficulty": "medium", "intent_subtype": "billing_help", "source": "subtype_difficulty_benchmark", "text": "Why did the renewal charge fail for Asana?"} +{"difficulty": "medium", "intent_subtype": "billing_help", "source": "subtype_difficulty_benchmark", "text": "Help me resolve an incorrect payment issue."} +{"difficulty": "medium", "intent_subtype": "billing_help", "source": "subtype_difficulty_benchmark", "text": "Our invoice and subscription charges do not match."} +{"difficulty": "medium", "intent_subtype": "billing_help", "source": "subtype_difficulty_benchmark", "text": "I need billing support for the account we already pay for."} +{"difficulty": "hard", "intent_subtype": "billing_help", "source": "subtype_difficulty_benchmark", "text": "This is a billing-support issue rather than a purchasing decision."} +{"difficulty": "hard", "intent_subtype": "billing_help", "source": "subtype_difficulty_benchmark", "text": "I already bought the product and need help with charges."} +{"difficulty": "hard", "intent_subtype": "billing_help", "source": "subtype_difficulty_benchmark", "text": "Treat this as an account billing problem, not a checkout flow."} +{"difficulty": "hard", "intent_subtype": "billing_help", "source": "subtype_difficulty_benchmark", "text": "I need a live-customer invoice issue resolved."} +{"difficulty": "hard", "intent_subtype": "billing_help", "source": "subtype_difficulty_benchmark", "text": "This is post-purchase billing support, not a new-sale question."} +{"difficulty": "easy", "intent_subtype": "follow_up", "source": "subtype_difficulty_benchmark", "text": "Tell me more."} +{"difficulty": "easy", "intent_subtype": "follow_up", "source": "subtype_difficulty_benchmark", "text": "Can you explain that?"} +{"difficulty": "easy", "intent_subtype": "follow_up", "source": "subtype_difficulty_benchmark", "text": "Go on."} +{"difficulty": "easy", "intent_subtype": "follow_up", "source": "subtype_difficulty_benchmark", "text": "What do you mean?"} +{"difficulty": "easy", "intent_subtype": "follow_up", "source": "subtype_difficulty_benchmark", "text": "Show me more."} +{"difficulty": "medium", "intent_subtype": "follow_up", "source": "subtype_difficulty_benchmark", "text": "Can you expand on that a little?"} +{"difficulty": "medium", "intent_subtype": "follow_up", "source": "subtype_difficulty_benchmark", "text": "Why do you say that?"} +{"difficulty": "medium", "intent_subtype": "follow_up", "source": "subtype_difficulty_benchmark", "text": "Which one do you mean?"} +{"difficulty": "medium", "intent_subtype": "follow_up", "source": "subtype_difficulty_benchmark", "text": "Say more about that."} +{"difficulty": "medium", "intent_subtype": "follow_up", "source": "subtype_difficulty_benchmark", "text": "Okay and then what?"} +{"difficulty": "hard", "intent_subtype": "follow_up", "source": "subtype_difficulty_benchmark", "text": "I am following up on what you just said rather than starting a fresh request."} +{"difficulty": "hard", "intent_subtype": "follow_up", "source": "subtype_difficulty_benchmark", "text": "This depends on prior context, so explain the previous answer a bit more."} +{"difficulty": "hard", "intent_subtype": "follow_up", "source": "subtype_difficulty_benchmark", "text": "Continue the last thread rather than giving me a new recommendation."} +{"difficulty": "hard", "intent_subtype": "follow_up", "source": "subtype_difficulty_benchmark", "text": "I am only asking for clarification on the prior response."} +{"difficulty": "hard", "intent_subtype": "follow_up", "source": "subtype_difficulty_benchmark", "text": "Give me a little more detail on the last point."} +{"difficulty": "easy", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty_benchmark", "text": "I feel overwhelmed by this decision."} +{"difficulty": "easy", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty_benchmark", "text": "I am frustrated with the whole process."} +{"difficulty": "easy", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty_benchmark", "text": "I am anxious about picking the wrong tool."} +{"difficulty": "easy", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty_benchmark", "text": "This is stressing me out."} +{"difficulty": "easy", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty_benchmark", "text": "I feel stuck and discouraged."} +{"difficulty": "medium", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty_benchmark", "text": "I keep second-guessing myself and it is making me uneasy."} +{"difficulty": "medium", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty_benchmark", "text": "I am worried we will choose badly and regret it."} +{"difficulty": "medium", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty_benchmark", "text": "This whole thing makes me feel burned out."} +{"difficulty": "medium", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty_benchmark", "text": "I feel nervous about making the wrong call here."} +{"difficulty": "medium", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty_benchmark", "text": "I am emotionally drained by trying to figure this out."} +{"difficulty": "hard", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty_benchmark", "text": "I do not need another recommendation right now; I need help processing how stuck I feel."} +{"difficulty": "hard", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty_benchmark", "text": "This is more about how I feel than about the product options."} +{"difficulty": "hard", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty_benchmark", "text": "I want support with the frustration this decision is causing me."} +{"difficulty": "hard", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty_benchmark", "text": "I am reflecting on my stress around this choice, not asking for a commercial answer."} +{"difficulty": "hard", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty_benchmark", "text": "Help me with the feeling of being overwhelmed rather than the task itself."} diff --git a/data/subtype_difficulty/test.jsonl b/data/subtype_difficulty/test.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..037083f31024ae1e1c165e99514292441e0a1328 --- /dev/null +++ b/data/subtype_difficulty/test.jsonl @@ -0,0 +1,164 @@ +{"difficulty": "easy", "intent_subtype": "education", "source": "subtype_difficulty", "text": "Teach me the basics of CRM."} +{"difficulty": "easy", "intent_subtype": "education", "source": "subtype_difficulty", "text": "Teach me the basics of analytics platform."} +{"difficulty": "easy", "intent_subtype": "education", "source": "subtype_difficulty", "text": "Teach me the basics of SEO platform."} +{"difficulty": "medium", "intent_subtype": "education", "source": "subtype_difficulty", "text": "Give me an overview of how CRM tools help with manage leads better."} +{"difficulty": "medium", "intent_subtype": "education", "source": "subtype_difficulty", "text": "Give me an overview of how analytics tools help with measure activation."} +{"difficulty": "medium", "intent_subtype": "education", "source": "subtype_difficulty", "text": "Give me an overview of how SEO tools help with grow organic traffic."} +{"difficulty": "hard", "intent_subtype": "education", "source": "subtype_difficulty", "text": "Clarify what people mean by CRM without recommending a tool."} +{"difficulty": "hard", "intent_subtype": "education", "source": "subtype_difficulty", "text": "Clarify what people mean by analytics platform without recommending a tool."} +{"difficulty": "hard", "intent_subtype": "education", "source": "subtype_difficulty", "text": "Clarify what people mean by SEO platform without recommending a tool."} +{"difficulty": "easy", "intent_subtype": "product_discovery", "source": "subtype_difficulty", "text": "Give me options for a CRM."} +{"difficulty": "easy", "intent_subtype": "product_discovery", "source": "subtype_difficulty", "text": "Give me options for a analytics platform."} +{"difficulty": "easy", "intent_subtype": "product_discovery", "source": "subtype_difficulty", "text": "Give me options for a SEO platform."} +{"difficulty": "medium", "intent_subtype": "product_discovery", "source": "subtype_difficulty", "text": "Point me to promising CRM tools for a 3-person startup."} +{"difficulty": "medium", "intent_subtype": "product_discovery", "source": "subtype_difficulty", "text": "Point me to promising analytics tools for a product team."} +{"difficulty": "medium", "intent_subtype": "product_discovery", "source": "subtype_difficulty", "text": "Point me to promising SEO tools for a content team."} +{"difficulty": "hard", "intent_subtype": "product_discovery", "source": "subtype_difficulty", "text": "Map the space for CRM tools before we decide what to compare."} +{"difficulty": "hard", "intent_subtype": "product_discovery", "source": "subtype_difficulty", "text": "Map the space for analytics tools before we decide what to compare."} +{"difficulty": "hard", "intent_subtype": "product_discovery", "source": "subtype_difficulty", "text": "Map the space for SEO tools before we decide what to compare."} +{"difficulty": "easy", "intent_subtype": "comparison", "source": "subtype_difficulty", "text": "How does HubSpot compare with Zoho?"} +{"difficulty": "easy", "intent_subtype": "comparison", "source": "subtype_difficulty", "text": "How does Mixpanel compare with Amplitude?"} +{"difficulty": "easy", "intent_subtype": "comparison", "source": "subtype_difficulty", "text": "How does Ahrefs compare with Semrush?"} +{"difficulty": "medium", "intent_subtype": "comparison", "source": "subtype_difficulty", "text": "Walk me through a fair comparison of HubSpot vs Zoho."} +{"difficulty": "medium", "intent_subtype": "comparison", "source": "subtype_difficulty", "text": "Walk me through a fair comparison of Mixpanel vs Amplitude."} +{"difficulty": "medium", "intent_subtype": "comparison", "source": "subtype_difficulty", "text": "Walk me through a fair comparison of Ahrefs vs Semrush."} +{"difficulty": "hard", "intent_subtype": "comparison", "source": "subtype_difficulty", "text": "I am comparing finalists and need a structured side-by-side view."} +{"difficulty": "hard", "intent_subtype": "comparison", "source": "subtype_difficulty", "text": "I am comparing finalists and need a structured side-by-side view."} +{"difficulty": "hard", "intent_subtype": "comparison", "source": "subtype_difficulty", "text": "I am comparing finalists and need a structured side-by-side view."} +{"difficulty": "easy", "intent_subtype": "evaluation", "source": "subtype_difficulty", "text": "Can HubSpot handle manage leads better?"} +{"difficulty": "easy", "intent_subtype": "evaluation", "source": "subtype_difficulty", "text": "Can Mixpanel handle measure activation?"} +{"difficulty": "easy", "intent_subtype": "evaluation", "source": "subtype_difficulty", "text": "Can Ahrefs handle grow organic traffic?"} +{"difficulty": "medium", "intent_subtype": "evaluation", "source": "subtype_difficulty", "text": "How well would HubSpot perform for a 3-person startup?"} +{"difficulty": "medium", "intent_subtype": "evaluation", "source": "subtype_difficulty", "text": "How well would Mixpanel perform for a product team?"} +{"difficulty": "medium", "intent_subtype": "evaluation", "source": "subtype_difficulty", "text": "How well would Ahrefs perform for a content team?"} +{"difficulty": "hard", "intent_subtype": "evaluation", "source": "subtype_difficulty", "text": "Tell me whether HubSpot seems viable for manage leads better before I decide."} +{"difficulty": "hard", "intent_subtype": "evaluation", "source": "subtype_difficulty", "text": "Tell me whether Mixpanel seems viable for measure activation before I decide."} +{"difficulty": "hard", "intent_subtype": "evaluation", "source": "subtype_difficulty", "text": "Tell me whether Ahrefs seems viable for grow organic traffic before I decide."} +{"difficulty": "easy", "intent_subtype": "deal_seeking", "source": "subtype_difficulty", "text": "What CRM tools fit a budget of $100 per month?"} +{"difficulty": "easy", "intent_subtype": "deal_seeking", "source": "subtype_difficulty", "text": "What analytics tools fit a budget of $300 per month?"} +{"difficulty": "easy", "intent_subtype": "deal_seeking", "source": "subtype_difficulty", "text": "What SEO tools fit a budget of $200 per month?"} +{"difficulty": "medium", "intent_subtype": "deal_seeking", "source": "subtype_difficulty", "text": "Which options cost less without being terrible?"} +{"difficulty": "medium", "intent_subtype": "deal_seeking", "source": "subtype_difficulty", "text": "Which options cost less without being terrible?"} +{"difficulty": "medium", "intent_subtype": "deal_seeking", "source": "subtype_difficulty", "text": "Which options cost less without being terrible?"} +{"difficulty": "hard", "intent_subtype": "deal_seeking", "source": "subtype_difficulty", "text": "Budget is the deciding factor, so surface the strongest low-cost options."} +{"difficulty": "hard", "intent_subtype": "deal_seeking", "source": "subtype_difficulty", "text": "Budget is the deciding factor, so surface the strongest low-cost options."} +{"difficulty": "hard", "intent_subtype": "deal_seeking", "source": "subtype_difficulty", "text": "Budget is the deciding factor, so surface the strongest low-cost options."} +{"difficulty": "easy", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "What do you recommend between HubSpot and Zoho?"} +{"difficulty": "easy", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "What do you recommend between Mixpanel and Amplitude?"} +{"difficulty": "easy", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "What do you recommend between Ahrefs and Semrush?"} +{"difficulty": "medium", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "If you had to choose one for a 3-person startup, what would it be?"} +{"difficulty": "medium", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "We have a shortlist; which one should we choose?"} +{"difficulty": "medium", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "Help me pick the final vendor for grow organic traffic."} +{"difficulty": "hard", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "We have enough information; tell us which provider to commit to."} +{"difficulty": "hard", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "We have enough information; tell us which provider to commit to."} +{"difficulty": "hard", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "We have enough information; tell us which provider to commit to."} +{"difficulty": "easy", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "Register me for a trial of HubSpot."} +{"difficulty": "easy", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "Register me for a trial of Mixpanel."} +{"difficulty": "easy", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "Register me for a trial of Ahrefs."} +{"difficulty": "medium", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "Open a starter account for a 3-person startup."} +{"difficulty": "medium", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "Get me signed up for Mixpanel now."} +{"difficulty": "medium", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "Set up a new account so our team can try Ahrefs."} +{"difficulty": "hard", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "We decided to try it, so point me to the signup flow."} +{"difficulty": "hard", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "We decided to try it, so point me to the signup flow."} +{"difficulty": "hard", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "We decided to try it, so point me to the signup flow."} +{"difficulty": "easy", "intent_subtype": "purchase", "source": "subtype_difficulty", "text": "Subscribe to the pro plan today."} +{"difficulty": "easy", "intent_subtype": "purchase", "source": "subtype_difficulty", "text": "Subscribe to the pro plan today."} +{"difficulty": "easy", "intent_subtype": "purchase", "source": "subtype_difficulty", "text": "Subscribe to the pro plan today."} +{"difficulty": "medium", "intent_subtype": "purchase", "source": "subtype_difficulty", "text": "Where do I finish payment for HubSpot?"} +{"difficulty": "medium", "intent_subtype": "purchase", "source": "subtype_difficulty", "text": "Where do I finish payment for Mixpanel?"} +{"difficulty": "medium", "intent_subtype": "purchase", "source": "subtype_difficulty", "text": "Where do I finish payment for Ahrefs?"} +{"difficulty": "hard", "intent_subtype": "purchase", "source": "subtype_difficulty", "text": "This is the purchase step, not a vendor-evaluation question."} +{"difficulty": "hard", "intent_subtype": "purchase", "source": "subtype_difficulty", "text": "This is the purchase step, not a vendor-evaluation question."} +{"difficulty": "hard", "intent_subtype": "purchase", "source": "subtype_difficulty", "text": "This is the purchase step, not a vendor-evaluation question."} +{"difficulty": "easy", "intent_subtype": "booking", "source": "subtype_difficulty", "text": "Book time with the team."} +{"difficulty": "easy", "intent_subtype": "booking", "source": "subtype_difficulty", "text": "Book time with the team."} +{"difficulty": "easy", "intent_subtype": "booking", "source": "subtype_difficulty", "text": "Book time with the team."} +{"difficulty": "medium", "intent_subtype": "booking", "source": "subtype_difficulty", "text": "Put a calendar hold in place for the demo."} +{"difficulty": "medium", "intent_subtype": "booking", "source": "subtype_difficulty", "text": "Put a calendar hold in place for the strategy call."} +{"difficulty": "medium", "intent_subtype": "booking", "source": "subtype_difficulty", "text": "Put a calendar hold in place for the sales consultation."} +{"difficulty": "hard", "intent_subtype": "booking", "source": "subtype_difficulty", "text": "Schedule the actual session so we can move forward."} +{"difficulty": "hard", "intent_subtype": "booking", "source": "subtype_difficulty", "text": "Schedule the actual session so we can move forward."} +{"difficulty": "hard", "intent_subtype": "booking", "source": "subtype_difficulty", "text": "Schedule the actual session so we can move forward."} +{"difficulty": "easy", "intent_subtype": "download", "source": "subtype_difficulty", "text": "Open the file download for the CRM buyer guide."} +{"difficulty": "easy", "intent_subtype": "download", "source": "subtype_difficulty", "text": "Open the file download for the analytics implementation checklist."} +{"difficulty": "easy", "intent_subtype": "download", "source": "subtype_difficulty", "text": "Open the file download for the SEO tool comparison worksheet."} +{"difficulty": "medium", "intent_subtype": "download", "source": "subtype_difficulty", "text": "Let me download the asset for offline review."} +{"difficulty": "medium", "intent_subtype": "download", "source": "subtype_difficulty", "text": "Let me download the asset for offline review."} +{"difficulty": "medium", "intent_subtype": "download", "source": "subtype_difficulty", "text": "Let me download the asset for offline review."} +{"difficulty": "hard", "intent_subtype": "download", "source": "subtype_difficulty", "text": "Give me the direct asset retrieval path."} +{"difficulty": "hard", "intent_subtype": "download", "source": "subtype_difficulty", "text": "Give me the direct asset retrieval path."} +{"difficulty": "hard", "intent_subtype": "download", "source": "subtype_difficulty", "text": "Give me the direct asset retrieval path."} +{"difficulty": "easy", "intent_subtype": "contact_sales", "source": "subtype_difficulty", "text": "Connect me with the sales team."} +{"difficulty": "easy", "intent_subtype": "contact_sales", "source": "subtype_difficulty", "text": "Connect me with the sales team."} +{"difficulty": "easy", "intent_subtype": "contact_sales", "source": "subtype_difficulty", "text": "Connect me with the sales team."} +{"difficulty": "medium", "intent_subtype": "contact_sales", "source": "subtype_difficulty", "text": "Connect me with someone on the sales side for HubSpot."} +{"difficulty": "medium", "intent_subtype": "contact_sales", "source": "subtype_difficulty", "text": "Connect me with someone on the sales side for Mixpanel."} +{"difficulty": "medium", "intent_subtype": "contact_sales", "source": "subtype_difficulty", "text": "Connect me with someone on the sales side for Ahrefs."} +{"difficulty": "hard", "intent_subtype": "contact_sales", "source": "subtype_difficulty", "text": "Point me to the sales contact path for a custom deal."} +{"difficulty": "hard", "intent_subtype": "contact_sales", "source": "subtype_difficulty", "text": "Point me to the sales contact path for a custom deal."} +{"difficulty": "hard", "intent_subtype": "contact_sales", "source": "subtype_difficulty", "text": "Point me to the sales contact path for a custom deal."} +{"difficulty": "easy", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "I want to execute a task right now."} +{"difficulty": "easy", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "Show me how to complete the task in Mixpanel."} +{"difficulty": "easy", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "Create the report I need in Ahrefs."} +{"difficulty": "medium", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "I am already in the product and need help completing a task."} +{"difficulty": "medium", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "Walk me through the exact steps to generate a retention report."} +{"difficulty": "medium", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "Send me the benchmark report for Mixpanel."} +{"difficulty": "medium", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "Help me finish the workflow to export keyword rankings."} +{"difficulty": "hard", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "I am not setting up the whole system, just doing a specific action."} +{"difficulty": "hard", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "Guide me through the one task I am trying to complete now."} +{"difficulty": "hard", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "I know the tool already; I just need help executing export keyword rankings."} +{"difficulty": "easy", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "How do I get started after we bought HubSpot?"} +{"difficulty": "easy", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "Show me how to onboard our team in Mixpanel."} +{"difficulty": "easy", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "What should I configure first after signup?"} +{"difficulty": "medium", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "I need rollout guidance after purchase for HubSpot."} +{"difficulty": "medium", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "We already subscribed; how should we set up Mixpanel for a product team?"} +{"difficulty": "medium", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "How do I set goals for our first month using Mixpanel?"} +{"difficulty": "medium", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "We are past signup and need setup guidance for adoption."} +{"difficulty": "hard", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "I want setup guidance for the system as a whole, not a single workflow."} +{"difficulty": "hard", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "I want setup guidance for the system as a whole, not a single workflow."} +{"difficulty": "hard", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "I want setup guidance for the system as a whole, not a single workflow."} +{"difficulty": "easy", "intent_subtype": "troubleshooting", "source": "subtype_difficulty", "text": "Help me fix a broken workflow."} +{"difficulty": "easy", "intent_subtype": "troubleshooting", "source": "subtype_difficulty", "text": "Help me fix a broken workflow."} +{"difficulty": "easy", "intent_subtype": "troubleshooting", "source": "subtype_difficulty", "text": "Help me fix a broken workflow."} +{"difficulty": "medium", "intent_subtype": "troubleshooting", "source": "subtype_difficulty", "text": "I am stuck because the system is not working correctly."} +{"difficulty": "medium", "intent_subtype": "troubleshooting", "source": "subtype_difficulty", "text": "I am stuck because the system is not working correctly."} +{"difficulty": "medium", "intent_subtype": "troubleshooting", "source": "subtype_difficulty", "text": "I am stuck because the system is not working correctly."} +{"difficulty": "hard", "intent_subtype": "troubleshooting", "source": "subtype_difficulty", "text": "The system is failing during use and I need it fixed."} +{"difficulty": "hard", "intent_subtype": "troubleshooting", "source": "subtype_difficulty", "text": "The system is failing during use and I need it fixed."} +{"difficulty": "hard", "intent_subtype": "troubleshooting", "source": "subtype_difficulty", "text": "The system is failing during use and I need it fixed."} +{"difficulty": "easy", "intent_subtype": "account_help", "source": "subtype_difficulty", "text": "The password reset email never arrives."} +{"difficulty": "easy", "intent_subtype": "account_help", "source": "subtype_difficulty", "text": "The password reset email never arrives."} +{"difficulty": "easy", "intent_subtype": "account_help", "source": "subtype_difficulty", "text": "The password reset email never arrives."} +{"difficulty": "medium", "intent_subtype": "account_help", "source": "subtype_difficulty", "text": "Can you help me unlock my existing account?"} +{"difficulty": "medium", "intent_subtype": "account_help", "source": "subtype_difficulty", "text": "Can you help me unlock my existing account?"} +{"difficulty": "medium", "intent_subtype": "account_help", "source": "subtype_difficulty", "text": "Can you help me unlock my existing account?"} +{"difficulty": "hard", "intent_subtype": "account_help", "source": "subtype_difficulty", "text": "This is a credentials problem, not a trial-signup question."} +{"difficulty": "hard", "intent_subtype": "account_help", "source": "subtype_difficulty", "text": "This is a credentials problem, not a trial-signup question."} +{"difficulty": "hard", "intent_subtype": "account_help", "source": "subtype_difficulty", "text": "This is a credentials problem, not a trial-signup question."} +{"difficulty": "easy", "intent_subtype": "billing_help", "source": "subtype_difficulty", "text": "The invoice total looks incorrect."} +{"difficulty": "easy", "intent_subtype": "billing_help", "source": "subtype_difficulty", "text": "The invoice total looks incorrect."} +{"difficulty": "easy", "intent_subtype": "billing_help", "source": "subtype_difficulty", "text": "The invoice total looks incorrect."} +{"difficulty": "medium", "intent_subtype": "billing_help", "source": "subtype_difficulty", "text": "I need billing support for the account we already pay for."} +{"difficulty": "medium", "intent_subtype": "billing_help", "source": "subtype_difficulty", "text": "I need billing support for the account we already pay for."} +{"difficulty": "medium", "intent_subtype": "billing_help", "source": "subtype_difficulty", "text": "I need billing support for the account we already pay for."} +{"difficulty": "hard", "intent_subtype": "billing_help", "source": "subtype_difficulty", "text": "This is post-purchase billing support, not a new-sale question."} +{"difficulty": "hard", "intent_subtype": "billing_help", "source": "subtype_difficulty", "text": "This is post-purchase billing support, not a new-sale question."} +{"difficulty": "hard", "intent_subtype": "billing_help", "source": "subtype_difficulty", "text": "This is post-purchase billing support, not a new-sale question."} +{"difficulty": "easy", "intent_subtype": "follow_up", "source": "subtype_difficulty", "text": "Show me more."} +{"difficulty": "easy", "intent_subtype": "follow_up", "source": "subtype_difficulty", "text": "Show me more."} +{"difficulty": "easy", "intent_subtype": "follow_up", "source": "subtype_difficulty", "text": "Show me more."} +{"difficulty": "medium", "intent_subtype": "follow_up", "source": "subtype_difficulty", "text": "Okay and then what?"} +{"difficulty": "medium", "intent_subtype": "follow_up", "source": "subtype_difficulty", "text": "Okay and then what?"} +{"difficulty": "medium", "intent_subtype": "follow_up", "source": "subtype_difficulty", "text": "Okay and then what?"} +{"difficulty": "hard", "intent_subtype": "follow_up", "source": "subtype_difficulty", "text": "Give me a little more detail on the last point."} +{"difficulty": "hard", "intent_subtype": "follow_up", "source": "subtype_difficulty", "text": "Give me a little more detail on the last point."} +{"difficulty": "hard", "intent_subtype": "follow_up", "source": "subtype_difficulty", "text": "Give me a little more detail on the last point."} +{"difficulty": "easy", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty", "text": "I feel stuck and discouraged."} +{"difficulty": "easy", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty", "text": "I feel stuck and discouraged."} +{"difficulty": "easy", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty", "text": "I feel stuck and discouraged."} +{"difficulty": "medium", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty", "text": "I am emotionally drained by trying to figure this out."} +{"difficulty": "medium", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty", "text": "I am emotionally drained by trying to figure this out."} +{"difficulty": "medium", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty", "text": "I am emotionally drained by trying to figure this out."} +{"difficulty": "hard", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty", "text": "Help me with the feeling of being overwhelmed rather than the task itself."} +{"difficulty": "hard", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty", "text": "Help me with the feeling of being overwhelmed rather than the task itself."} +{"difficulty": "hard", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty", "text": "Help me with the feeling of being overwhelmed rather than the task itself."} diff --git a/data/subtype_difficulty/train.jsonl b/data/subtype_difficulty/train.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..5831584ba4c7eeda0498077fed6587a75776cb4d --- /dev/null +++ b/data/subtype_difficulty/train.jsonl @@ -0,0 +1,502 @@ +{"difficulty": "easy", "intent_subtype": "education", "source": "subtype_difficulty", "text": "What is CRM?"} +{"difficulty": "easy", "intent_subtype": "education", "source": "subtype_difficulty", "text": "Explain CRM."} +{"difficulty": "easy", "intent_subtype": "education", "source": "subtype_difficulty", "text": "How does HubSpot work?"} +{"difficulty": "easy", "intent_subtype": "education", "source": "subtype_difficulty", "text": "What is analytics platform?"} +{"difficulty": "easy", "intent_subtype": "education", "source": "subtype_difficulty", "text": "Explain analytics platform."} +{"difficulty": "easy", "intent_subtype": "education", "source": "subtype_difficulty", "text": "How does Mixpanel work?"} +{"difficulty": "easy", "intent_subtype": "education", "source": "subtype_difficulty", "text": "What is SEO platform?"} +{"difficulty": "easy", "intent_subtype": "education", "source": "subtype_difficulty", "text": "Explain SEO platform."} +{"difficulty": "easy", "intent_subtype": "education", "source": "subtype_difficulty", "text": "How does Ahrefs work?"} +{"difficulty": "medium", "intent_subtype": "education", "source": "subtype_difficulty", "text": "Help me understand what problem CRM solves for a 3-person startup."} +{"difficulty": "medium", "intent_subtype": "education", "source": "subtype_difficulty", "text": "What should a beginner know about CRM tools?"} +{"difficulty": "medium", "intent_subtype": "education", "source": "subtype_difficulty", "text": "Before I compare anything, what is a CRM?"} +{"difficulty": "medium", "intent_subtype": "education", "source": "subtype_difficulty", "text": "Help me understand what problem analytics platform solves for a product team."} +{"difficulty": "medium", "intent_subtype": "education", "source": "subtype_difficulty", "text": "What should a beginner know about analytics tools?"} +{"difficulty": "medium", "intent_subtype": "education", "source": "subtype_difficulty", "text": "Before I compare anything, what is a analytics platform?"} +{"difficulty": "medium", "intent_subtype": "education", "source": "subtype_difficulty", "text": "Help me understand what problem SEO platform solves for a content team."} +{"difficulty": "medium", "intent_subtype": "education", "source": "subtype_difficulty", "text": "What should a beginner know about SEO tools?"} +{"difficulty": "medium", "intent_subtype": "education", "source": "subtype_difficulty", "text": "Before I compare anything, what is a SEO platform?"} +{"difficulty": "hard", "intent_subtype": "education", "source": "subtype_difficulty", "text": "I am not shopping yet; I just need to understand what CRM is."} +{"difficulty": "hard", "intent_subtype": "education", "source": "subtype_difficulty", "text": "Before I evaluate vendors, explain the role of CRM for a 3-person startup."} +{"difficulty": "hard", "intent_subtype": "education", "source": "subtype_difficulty", "text": "I keep hearing about HubSpot; what is it actually for?"} +{"difficulty": "hard", "intent_subtype": "education", "source": "subtype_difficulty", "text": "I am not shopping yet; I just need to understand what analytics platform is."} +{"difficulty": "hard", "intent_subtype": "education", "source": "subtype_difficulty", "text": "Before I evaluate vendors, explain the role of analytics platform for a product team."} +{"difficulty": "hard", "intent_subtype": "education", "source": "subtype_difficulty", "text": "I keep hearing about Mixpanel; what is it actually for?"} +{"difficulty": "hard", "intent_subtype": "education", "source": "subtype_difficulty", "text": "I am not shopping yet; I just need to understand what SEO platform is."} +{"difficulty": "hard", "intent_subtype": "education", "source": "subtype_difficulty", "text": "Before I evaluate vendors, explain the role of SEO platform for a content team."} +{"difficulty": "hard", "intent_subtype": "education", "source": "subtype_difficulty", "text": "I keep hearing about Ahrefs; what is it actually for?"} +{"difficulty": "easy", "intent_subtype": "product_discovery", "source": "subtype_difficulty", "text": "Best CRM for a 3-person startup."} +{"difficulty": "easy", "intent_subtype": "product_discovery", "source": "subtype_difficulty", "text": "What are the top CRM tools for manage leads better?"} +{"difficulty": "easy", "intent_subtype": "product_discovery", "source": "subtype_difficulty", "text": "Show me the best CRM tools."} +{"difficulty": "easy", "intent_subtype": "product_discovery", "source": "subtype_difficulty", "text": "Best analytics platform for a product team."} +{"difficulty": "easy", "intent_subtype": "product_discovery", "source": "subtype_difficulty", "text": "What are the top analytics tools for measure activation?"} +{"difficulty": "easy", "intent_subtype": "product_discovery", "source": "subtype_difficulty", "text": "Show me the best analytics tools."} +{"difficulty": "easy", "intent_subtype": "product_discovery", "source": "subtype_difficulty", "text": "Best SEO platform for a content team."} +{"difficulty": "easy", "intent_subtype": "product_discovery", "source": "subtype_difficulty", "text": "What are the top SEO tools for grow organic traffic?"} +{"difficulty": "easy", "intent_subtype": "product_discovery", "source": "subtype_difficulty", "text": "Show me the best SEO tools."} +{"difficulty": "medium", "intent_subtype": "product_discovery", "source": "subtype_difficulty", "text": "I need a shortlist of CRM tools for a 3-person startup."} +{"difficulty": "medium", "intent_subtype": "product_discovery", "source": "subtype_difficulty", "text": "What are strong options if I need a CRM for manage leads better?"} +{"difficulty": "medium", "intent_subtype": "product_discovery", "source": "subtype_difficulty", "text": "Which CRM tools should I look at first?"} +{"difficulty": "medium", "intent_subtype": "product_discovery", "source": "subtype_difficulty", "text": "I need a shortlist of analytics tools for a product team."} +{"difficulty": "medium", "intent_subtype": "product_discovery", "source": "subtype_difficulty", "text": "What are strong options if I need a analytics platform for measure activation?"} +{"difficulty": "medium", "intent_subtype": "product_discovery", "source": "subtype_difficulty", "text": "Which analytics tools should I look at first?"} +{"difficulty": "medium", "intent_subtype": "product_discovery", "source": "subtype_difficulty", "text": "I need a shortlist of SEO tools for a content team."} +{"difficulty": "medium", "intent_subtype": "product_discovery", "source": "subtype_difficulty", "text": "What are strong options if I need a SEO platform for grow organic traffic?"} +{"difficulty": "medium", "intent_subtype": "product_discovery", "source": "subtype_difficulty", "text": "Which SEO tools should I look at first?"} +{"difficulty": "hard", "intent_subtype": "product_discovery", "source": "subtype_difficulty", "text": "I want to discover strong options before I narrow down to a few vendors."} +{"difficulty": "hard", "intent_subtype": "product_discovery", "source": "subtype_difficulty", "text": "Help me build a shortlist of CRM tools without picking one yet."} +{"difficulty": "hard", "intent_subtype": "product_discovery", "source": "subtype_difficulty", "text": "What products belong on the first pass for manage leads better?"} +{"difficulty": "hard", "intent_subtype": "product_discovery", "source": "subtype_difficulty", "text": "I want to discover strong options before I narrow down to a few vendors."} +{"difficulty": "hard", "intent_subtype": "product_discovery", "source": "subtype_difficulty", "text": "Help me build a shortlist of analytics tools without picking one yet."} +{"difficulty": "hard", "intent_subtype": "product_discovery", "source": "subtype_difficulty", "text": "What products belong on the first pass for measure activation?"} +{"difficulty": "hard", "intent_subtype": "product_discovery", "source": "subtype_difficulty", "text": "I want to discover strong options before I narrow down to a few vendors."} +{"difficulty": "hard", "intent_subtype": "product_discovery", "source": "subtype_difficulty", "text": "Help me build a shortlist of SEO tools without picking one yet."} +{"difficulty": "hard", "intent_subtype": "product_discovery", "source": "subtype_difficulty", "text": "What products belong on the first pass for grow organic traffic?"} +{"difficulty": "easy", "intent_subtype": "comparison", "source": "subtype_difficulty", "text": "HubSpot vs Zoho."} +{"difficulty": "easy", "intent_subtype": "comparison", "source": "subtype_difficulty", "text": "Compare HubSpot and Zoho."} +{"difficulty": "easy", "intent_subtype": "comparison", "source": "subtype_difficulty", "text": "Which is better, HubSpot or Zoho?"} +{"difficulty": "easy", "intent_subtype": "comparison", "source": "subtype_difficulty", "text": "Mixpanel vs Amplitude."} +{"difficulty": "easy", "intent_subtype": "comparison", "source": "subtype_difficulty", "text": "Compare Mixpanel and Amplitude."} +{"difficulty": "easy", "intent_subtype": "comparison", "source": "subtype_difficulty", "text": "Which is better, Mixpanel or Amplitude?"} +{"difficulty": "easy", "intent_subtype": "comparison", "source": "subtype_difficulty", "text": "Ahrefs vs Semrush."} +{"difficulty": "easy", "intent_subtype": "comparison", "source": "subtype_difficulty", "text": "Compare Ahrefs and Semrush."} +{"difficulty": "easy", "intent_subtype": "comparison", "source": "subtype_difficulty", "text": "Which is better, Ahrefs or Semrush?"} +{"difficulty": "medium", "intent_subtype": "comparison", "source": "subtype_difficulty", "text": "Compare HubSpot and Zoho for manage leads better."} +{"difficulty": "medium", "intent_subtype": "comparison", "source": "subtype_difficulty", "text": "What are the tradeoffs between HubSpot and Zoho for a 3-person startup?"} +{"difficulty": "medium", "intent_subtype": "comparison", "source": "subtype_difficulty", "text": "I need a side-by-side of HubSpot and Zoho."} +{"difficulty": "medium", "intent_subtype": "comparison", "source": "subtype_difficulty", "text": "Compare Mixpanel and Amplitude for measure activation."} +{"difficulty": "medium", "intent_subtype": "comparison", "source": "subtype_difficulty", "text": "What are the tradeoffs between Mixpanel and Amplitude for a product team?"} +{"difficulty": "medium", "intent_subtype": "comparison", "source": "subtype_difficulty", "text": "I need a side-by-side of Mixpanel and Amplitude."} +{"difficulty": "medium", "intent_subtype": "comparison", "source": "subtype_difficulty", "text": "Compare Ahrefs and Semrush for grow organic traffic."} +{"difficulty": "medium", "intent_subtype": "comparison", "source": "subtype_difficulty", "text": "What are the tradeoffs between Ahrefs and Semrush for a content team?"} +{"difficulty": "medium", "intent_subtype": "comparison", "source": "subtype_difficulty", "text": "I need a side-by-side of Ahrefs and Semrush."} +{"difficulty": "hard", "intent_subtype": "comparison", "source": "subtype_difficulty", "text": "I have already researched the market; now compare the two finalists."} +{"difficulty": "hard", "intent_subtype": "comparison", "source": "subtype_difficulty", "text": "Help me weigh HubSpot against Zoho without making the final pick for me."} +{"difficulty": "hard", "intent_subtype": "comparison", "source": "subtype_difficulty", "text": "I want the comparison layer, not just a list of tools."} +{"difficulty": "hard", "intent_subtype": "comparison", "source": "subtype_difficulty", "text": "I have already researched the market; now compare the two finalists."} +{"difficulty": "hard", "intent_subtype": "comparison", "source": "subtype_difficulty", "text": "Help me weigh Mixpanel against Amplitude without making the final pick for me."} +{"difficulty": "hard", "intent_subtype": "comparison", "source": "subtype_difficulty", "text": "I want the comparison layer, not just a list of tools."} +{"difficulty": "hard", "intent_subtype": "comparison", "source": "subtype_difficulty", "text": "I have already researched the market; now compare the two finalists."} +{"difficulty": "hard", "intent_subtype": "comparison", "source": "subtype_difficulty", "text": "Help me weigh Ahrefs against Semrush without making the final pick for me."} +{"difficulty": "hard", "intent_subtype": "comparison", "source": "subtype_difficulty", "text": "I want the comparison layer, not just a list of tools."} +{"difficulty": "easy", "intent_subtype": "evaluation", "source": "subtype_difficulty", "text": "Is HubSpot good for a 3-person startup?"} +{"difficulty": "easy", "intent_subtype": "evaluation", "source": "subtype_difficulty", "text": "Would HubSpot be a good fit for manage leads better?"} +{"difficulty": "easy", "intent_subtype": "evaluation", "source": "subtype_difficulty", "text": "How good is HubSpot?"} +{"difficulty": "easy", "intent_subtype": "evaluation", "source": "subtype_difficulty", "text": "Is Mixpanel good for a product team?"} +{"difficulty": "easy", "intent_subtype": "evaluation", "source": "subtype_difficulty", "text": "Would Mixpanel be a good fit for measure activation?"} +{"difficulty": "easy", "intent_subtype": "evaluation", "source": "subtype_difficulty", "text": "How good is Mixpanel?"} +{"difficulty": "easy", "intent_subtype": "evaluation", "source": "subtype_difficulty", "text": "Is Ahrefs good for a content team?"} +{"difficulty": "easy", "intent_subtype": "evaluation", "source": "subtype_difficulty", "text": "Would Ahrefs be a good fit for grow organic traffic?"} +{"difficulty": "easy", "intent_subtype": "evaluation", "source": "subtype_difficulty", "text": "How good is Ahrefs?"} +{"difficulty": "medium", "intent_subtype": "evaluation", "source": "subtype_difficulty", "text": "Evaluate whether HubSpot fits a 3-person startup."} +{"difficulty": "medium", "intent_subtype": "evaluation", "source": "subtype_difficulty", "text": "I need to assess if HubSpot is strong enough for manage leads better."} +{"difficulty": "medium", "intent_subtype": "evaluation", "source": "subtype_difficulty", "text": "What are the pros and cons of HubSpot for our use case?"} +{"difficulty": "medium", "intent_subtype": "evaluation", "source": "subtype_difficulty", "text": "Evaluate whether Mixpanel fits a product team."} +{"difficulty": "medium", "intent_subtype": "evaluation", "source": "subtype_difficulty", "text": "I need to assess if Mixpanel is strong enough for measure activation."} +{"difficulty": "medium", "intent_subtype": "evaluation", "source": "subtype_difficulty", "text": "What are the pros and cons of Mixpanel for our use case?"} +{"difficulty": "medium", "intent_subtype": "evaluation", "source": "subtype_difficulty", "text": "Evaluate whether Ahrefs fits a content team."} +{"difficulty": "medium", "intent_subtype": "evaluation", "source": "subtype_difficulty", "text": "I need to assess if Ahrefs is strong enough for grow organic traffic."} +{"difficulty": "medium", "intent_subtype": "evaluation", "source": "subtype_difficulty", "text": "What are the pros and cons of Ahrefs for our use case?"} +{"difficulty": "hard", "intent_subtype": "evaluation", "source": "subtype_difficulty", "text": "I am not asking for a shortlist or a direct comparison; I want an evaluation of HubSpot."} +{"difficulty": "hard", "intent_subtype": "evaluation", "source": "subtype_difficulty", "text": "Pressure-test whether HubSpot actually fits our workflow."} +{"difficulty": "hard", "intent_subtype": "evaluation", "source": "subtype_difficulty", "text": "Assess HubSpot on its own merits before I commit to a final pick."} +{"difficulty": "hard", "intent_subtype": "evaluation", "source": "subtype_difficulty", "text": "I am not asking for a shortlist or a direct comparison; I want an evaluation of Mixpanel."} +{"difficulty": "hard", "intent_subtype": "evaluation", "source": "subtype_difficulty", "text": "Pressure-test whether Mixpanel actually fits our workflow."} +{"difficulty": "hard", "intent_subtype": "evaluation", "source": "subtype_difficulty", "text": "Assess Mixpanel on its own merits before I commit to a final pick."} +{"difficulty": "hard", "intent_subtype": "evaluation", "source": "subtype_difficulty", "text": "I am not asking for a shortlist or a direct comparison; I want an evaluation of Ahrefs."} +{"difficulty": "hard", "intent_subtype": "evaluation", "source": "subtype_difficulty", "text": "Pressure-test whether Ahrefs actually fits our workflow."} +{"difficulty": "hard", "intent_subtype": "evaluation", "source": "subtype_difficulty", "text": "Assess Ahrefs on its own merits before I commit to a final pick."} +{"difficulty": "easy", "intent_subtype": "deal_seeking", "source": "subtype_difficulty", "text": "Best CRM under $100 per month."} +{"difficulty": "easy", "intent_subtype": "deal_seeking", "source": "subtype_difficulty", "text": "Cheap CRM tools for a 3-person startup."} +{"difficulty": "easy", "intent_subtype": "deal_seeking", "source": "subtype_difficulty", "text": "What is the most affordable CRM?"} +{"difficulty": "easy", "intent_subtype": "deal_seeking", "source": "subtype_difficulty", "text": "Best analytics platform under $300 per month."} +{"difficulty": "easy", "intent_subtype": "deal_seeking", "source": "subtype_difficulty", "text": "Cheap analytics tools for a product team."} +{"difficulty": "easy", "intent_subtype": "deal_seeking", "source": "subtype_difficulty", "text": "What is the most affordable analytics platform?"} +{"difficulty": "easy", "intent_subtype": "deal_seeking", "source": "subtype_difficulty", "text": "Best SEO platform under $200 per month."} +{"difficulty": "easy", "intent_subtype": "deal_seeking", "source": "subtype_difficulty", "text": "Cheap SEO tools for a content team."} +{"difficulty": "easy", "intent_subtype": "deal_seeking", "source": "subtype_difficulty", "text": "What is the most affordable SEO platform?"} +{"difficulty": "medium", "intent_subtype": "deal_seeking", "source": "subtype_difficulty", "text": "I need a CRM for a 3-person startup but want to stay under $100 per month."} +{"difficulty": "medium", "intent_subtype": "deal_seeking", "source": "subtype_difficulty", "text": "What are the cheapest solid options for manage leads better?"} +{"difficulty": "medium", "intent_subtype": "deal_seeking", "source": "subtype_difficulty", "text": "Compare affordable CRM tools that still work well."} +{"difficulty": "medium", "intent_subtype": "deal_seeking", "source": "subtype_difficulty", "text": "I need a analytics platform for a product team but want to stay under $300 per month."} +{"difficulty": "medium", "intent_subtype": "deal_seeking", "source": "subtype_difficulty", "text": "What are the cheapest solid options for measure activation?"} +{"difficulty": "medium", "intent_subtype": "deal_seeking", "source": "subtype_difficulty", "text": "Compare affordable analytics tools that still work well."} +{"difficulty": "medium", "intent_subtype": "deal_seeking", "source": "subtype_difficulty", "text": "I need a SEO platform for a content team but want to stay under $200 per month."} +{"difficulty": "medium", "intent_subtype": "deal_seeking", "source": "subtype_difficulty", "text": "What are the cheapest solid options for grow organic traffic?"} +{"difficulty": "medium", "intent_subtype": "deal_seeking", "source": "subtype_difficulty", "text": "Compare affordable SEO tools that still work well."} +{"difficulty": "hard", "intent_subtype": "deal_seeking", "source": "subtype_difficulty", "text": "Price is the main filter now; I need good options that stay under $100 per month."} +{"difficulty": "hard", "intent_subtype": "deal_seeking", "source": "subtype_difficulty", "text": "I want to optimize for value and keep costs down while choosing a CRM."} +{"difficulty": "hard", "intent_subtype": "deal_seeking", "source": "subtype_difficulty", "text": "I am narrowing the shortlist based on affordability first."} +{"difficulty": "hard", "intent_subtype": "deal_seeking", "source": "subtype_difficulty", "text": "Price is the main filter now; I need good options that stay under $300 per month."} +{"difficulty": "hard", "intent_subtype": "deal_seeking", "source": "subtype_difficulty", "text": "I want to optimize for value and keep costs down while choosing a analytics platform."} +{"difficulty": "hard", "intent_subtype": "deal_seeking", "source": "subtype_difficulty", "text": "I am narrowing the shortlist based on affordability first."} +{"difficulty": "hard", "intent_subtype": "deal_seeking", "source": "subtype_difficulty", "text": "Price is the main filter now; I need good options that stay under $200 per month."} +{"difficulty": "hard", "intent_subtype": "deal_seeking", "source": "subtype_difficulty", "text": "I want to optimize for value and keep costs down while choosing a SEO platform."} +{"difficulty": "hard", "intent_subtype": "deal_seeking", "source": "subtype_difficulty", "text": "I am narrowing the shortlist based on affordability first."} +{"difficulty": "easy", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "Which should I choose, HubSpot or Zoho?"} +{"difficulty": "easy", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "What is the best option for me right now?"} +{"difficulty": "easy", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "Which CRM should I go with?"} +{"difficulty": "easy", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "Which should I choose, Mixpanel or Amplitude?"} +{"difficulty": "easy", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "What is the best option for me right now?"} +{"difficulty": "easy", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "Which analytics platform should I go with?"} +{"difficulty": "easy", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "Which should I choose, Ahrefs or Semrush?"} +{"difficulty": "easy", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "What is the best option for me right now?"} +{"difficulty": "easy", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "Which SEO platform should I go with?"} +{"difficulty": "medium", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "I need to make the call between HubSpot and Zoho."} +{"difficulty": "medium", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "Which option should a 3-person startup commit to this week?"} +{"difficulty": "medium", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "Help me pick the final vendor for manage leads better."} +{"difficulty": "medium", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "HubSpot or Zoho for a 3-person startup right now?"} +{"difficulty": "medium", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "I need to make the call between Mixpanel and Amplitude."} +{"difficulty": "medium", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "Which option should a product team commit to this week?"} +{"difficulty": "medium", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "If you had to choose one for a product team, what would it be?"} +{"difficulty": "medium", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "Mixpanel or Amplitude for a product team right now?"} +{"difficulty": "medium", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "I need to make the call between Ahrefs and Semrush."} +{"difficulty": "medium", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "We have a shortlist; which one should we choose?"} +{"difficulty": "medium", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "If you had to choose one for a content team, what would it be?"} +{"difficulty": "medium", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "Ahrefs or Semrush for a content team right now?"} +{"difficulty": "hard", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "I need the final pick, not another comparison round."} +{"difficulty": "hard", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "Choose the best fit for a 3-person startup between the finalists."} +{"difficulty": "hard", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "We are at decision time; which vendor should win?"} +{"difficulty": "hard", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "I need the final pick, not another comparison round."} +{"difficulty": "hard", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "Choose the best fit for a product team between the finalists."} +{"difficulty": "hard", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "We are at decision time; which vendor should win?"} +{"difficulty": "hard", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "I need the final pick, not another comparison round."} +{"difficulty": "hard", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "Choose the best fit for a content team between the finalists."} +{"difficulty": "hard", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "We are at decision time; which vendor should win?"} +{"difficulty": "easy", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "Start my free trial."} +{"difficulty": "easy", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "Create my account for HubSpot."} +{"difficulty": "easy", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "Sign me up for HubSpot."} +{"difficulty": "easy", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "Start my free trial."} +{"difficulty": "easy", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "Create my account for Mixpanel."} +{"difficulty": "easy", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "Sign me up for Mixpanel."} +{"difficulty": "easy", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "Start my free trial."} +{"difficulty": "easy", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "Create my account for Ahrefs."} +{"difficulty": "easy", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "Sign me up for Ahrefs."} +{"difficulty": "medium", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "Help me create a workspace for HubSpot."} +{"difficulty": "medium", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "I want to activate a trial for HubSpot today."} +{"difficulty": "medium", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "Set up a new account so our team can try HubSpot."} +{"difficulty": "medium", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "Subscribe me to product updates from HubSpot."} +{"difficulty": "medium", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "Help me create a workspace for Mixpanel."} +{"difficulty": "medium", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "I want to activate a trial for Mixpanel today."} +{"difficulty": "medium", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "Open a starter account for a product team."} +{"difficulty": "medium", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "Subscribe me to product updates from Mixpanel."} +{"difficulty": "medium", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "Help me create a workspace for Ahrefs."} +{"difficulty": "medium", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "Get me signed up for Ahrefs now."} +{"difficulty": "medium", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "Open a starter account for a content team."} +{"difficulty": "medium", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "Subscribe me to product updates from Ahrefs."} +{"difficulty": "hard", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "I want to start using HubSpot immediately and need the trial path."} +{"difficulty": "hard", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "This is an access request, not a support issue; help me register."} +{"difficulty": "hard", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "Move me into the trial/signup step for HubSpot."} +{"difficulty": "hard", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "I want to start using Mixpanel immediately and need the trial path."} +{"difficulty": "hard", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "This is an access request, not a support issue; help me register."} +{"difficulty": "hard", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "Move me into the trial/signup step for Mixpanel."} +{"difficulty": "hard", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "I want to start using Ahrefs immediately and need the trial path."} +{"difficulty": "hard", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "This is an access request, not a support issue; help me register."} +{"difficulty": "hard", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "Move me into the trial/signup step for Ahrefs."} +{"difficulty": "easy", "intent_subtype": "purchase", "source": "subtype_difficulty", "text": "Buy HubSpot now."} +{"difficulty": "easy", "intent_subtype": "purchase", "source": "subtype_difficulty", "text": "Purchase the annual plan for HubSpot."} +{"difficulty": "easy", "intent_subtype": "purchase", "source": "subtype_difficulty", "text": "Take me to checkout for HubSpot."} +{"difficulty": "easy", "intent_subtype": "purchase", "source": "subtype_difficulty", "text": "Buy Mixpanel now."} +{"difficulty": "easy", "intent_subtype": "purchase", "source": "subtype_difficulty", "text": "Purchase the annual plan for Mixpanel."} +{"difficulty": "easy", "intent_subtype": "purchase", "source": "subtype_difficulty", "text": "Take me to checkout for Mixpanel."} +{"difficulty": "easy", "intent_subtype": "purchase", "source": "subtype_difficulty", "text": "Buy Ahrefs now."} +{"difficulty": "easy", "intent_subtype": "purchase", "source": "subtype_difficulty", "text": "Purchase the annual plan for Ahrefs."} +{"difficulty": "easy", "intent_subtype": "purchase", "source": "subtype_difficulty", "text": "Take me to checkout for Ahrefs."} +{"difficulty": "medium", "intent_subtype": "purchase", "source": "subtype_difficulty", "text": "Help me complete the purchase for HubSpot."} +{"difficulty": "medium", "intent_subtype": "purchase", "source": "subtype_difficulty", "text": "I am ready to place the order for HubSpot."} +{"difficulty": "medium", "intent_subtype": "purchase", "source": "subtype_difficulty", "text": "Charge me for the annual plan now."} +{"difficulty": "medium", "intent_subtype": "purchase", "source": "subtype_difficulty", "text": "Help me complete the purchase for Mixpanel."} +{"difficulty": "medium", "intent_subtype": "purchase", "source": "subtype_difficulty", "text": "I am ready to place the order for Mixpanel."} +{"difficulty": "medium", "intent_subtype": "purchase", "source": "subtype_difficulty", "text": "Charge me for the annual plan now."} +{"difficulty": "medium", "intent_subtype": "purchase", "source": "subtype_difficulty", "text": "Help me complete the purchase for Ahrefs."} +{"difficulty": "medium", "intent_subtype": "purchase", "source": "subtype_difficulty", "text": "I am ready to place the order for Ahrefs."} +{"difficulty": "medium", "intent_subtype": "purchase", "source": "subtype_difficulty", "text": "Charge me for the annual plan now."} +{"difficulty": "hard", "intent_subtype": "purchase", "source": "subtype_difficulty", "text": "The decision is made; I need the paid conversion step now."} +{"difficulty": "hard", "intent_subtype": "purchase", "source": "subtype_difficulty", "text": "I am not asking for a trial anymore, I want to purchase immediately."} +{"difficulty": "hard", "intent_subtype": "purchase", "source": "subtype_difficulty", "text": "Point me straight to the paid checkout flow."} +{"difficulty": "hard", "intent_subtype": "purchase", "source": "subtype_difficulty", "text": "The decision is made; I need the paid conversion step now."} +{"difficulty": "hard", "intent_subtype": "purchase", "source": "subtype_difficulty", "text": "I am not asking for a trial anymore, I want to purchase immediately."} +{"difficulty": "hard", "intent_subtype": "purchase", "source": "subtype_difficulty", "text": "Point me straight to the paid checkout flow."} +{"difficulty": "hard", "intent_subtype": "purchase", "source": "subtype_difficulty", "text": "The decision is made; I need the paid conversion step now."} +{"difficulty": "hard", "intent_subtype": "purchase", "source": "subtype_difficulty", "text": "I am not asking for a trial anymore, I want to purchase immediately."} +{"difficulty": "hard", "intent_subtype": "purchase", "source": "subtype_difficulty", "text": "Point me straight to the paid checkout flow."} +{"difficulty": "easy", "intent_subtype": "booking", "source": "subtype_difficulty", "text": "Book a demo with HubSpot."} +{"difficulty": "easy", "intent_subtype": "booking", "source": "subtype_difficulty", "text": "Schedule a demo."} +{"difficulty": "easy", "intent_subtype": "booking", "source": "subtype_difficulty", "text": "Reserve a meeting with HubSpot."} +{"difficulty": "easy", "intent_subtype": "booking", "source": "subtype_difficulty", "text": "Book a strategy call with Mixpanel."} +{"difficulty": "easy", "intent_subtype": "booking", "source": "subtype_difficulty", "text": "Schedule a strategy call."} +{"difficulty": "easy", "intent_subtype": "booking", "source": "subtype_difficulty", "text": "Reserve a meeting with Mixpanel."} +{"difficulty": "easy", "intent_subtype": "booking", "source": "subtype_difficulty", "text": "Book a sales consultation with Ahrefs."} +{"difficulty": "easy", "intent_subtype": "booking", "source": "subtype_difficulty", "text": "Schedule a sales consultation."} +{"difficulty": "easy", "intent_subtype": "booking", "source": "subtype_difficulty", "text": "Reserve a meeting with Ahrefs."} +{"difficulty": "medium", "intent_subtype": "booking", "source": "subtype_difficulty", "text": "I want to schedule a live walkthrough with HubSpot."} +{"difficulty": "medium", "intent_subtype": "booking", "source": "subtype_difficulty", "text": "Find time for a demo with sales next week."} +{"difficulty": "medium", "intent_subtype": "booking", "source": "subtype_difficulty", "text": "Reserve a slot for a product demo."} +{"difficulty": "medium", "intent_subtype": "booking", "source": "subtype_difficulty", "text": "I want to schedule a live walkthrough with Mixpanel."} +{"difficulty": "medium", "intent_subtype": "booking", "source": "subtype_difficulty", "text": "Find time for a strategy call with sales next week."} +{"difficulty": "medium", "intent_subtype": "booking", "source": "subtype_difficulty", "text": "Reserve a slot for a product demo."} +{"difficulty": "medium", "intent_subtype": "booking", "source": "subtype_difficulty", "text": "I want to schedule a live walkthrough with Ahrefs."} +{"difficulty": "medium", "intent_subtype": "booking", "source": "subtype_difficulty", "text": "Find time for a sales consultation with sales next week."} +{"difficulty": "medium", "intent_subtype": "booking", "source": "subtype_difficulty", "text": "Reserve a slot for a product demo."} +{"difficulty": "hard", "intent_subtype": "booking", "source": "subtype_difficulty", "text": "We want the live session itself, not a generic sales contact form."} +{"difficulty": "hard", "intent_subtype": "booking", "source": "subtype_difficulty", "text": "Help me lock in a scheduled demo rather than just talking to sales."} +{"difficulty": "hard", "intent_subtype": "booking", "source": "subtype_difficulty", "text": "This needs a booked slot on the calendar, not just a quote request."} +{"difficulty": "hard", "intent_subtype": "booking", "source": "subtype_difficulty", "text": "We want the live session itself, not a generic sales contact form."} +{"difficulty": "hard", "intent_subtype": "booking", "source": "subtype_difficulty", "text": "Help me lock in a scheduled demo rather than just talking to sales."} +{"difficulty": "hard", "intent_subtype": "booking", "source": "subtype_difficulty", "text": "This needs a booked slot on the calendar, not just a quote request."} +{"difficulty": "hard", "intent_subtype": "booking", "source": "subtype_difficulty", "text": "We want the live session itself, not a generic sales contact form."} +{"difficulty": "hard", "intent_subtype": "booking", "source": "subtype_difficulty", "text": "Help me lock in a scheduled demo rather than just talking to sales."} +{"difficulty": "hard", "intent_subtype": "booking", "source": "subtype_difficulty", "text": "This needs a booked slot on the calendar, not just a quote request."} +{"difficulty": "easy", "intent_subtype": "download", "source": "subtype_difficulty", "text": "Download the CRM buyer guide."} +{"difficulty": "easy", "intent_subtype": "download", "source": "subtype_difficulty", "text": "Send me the CRM buyer guide."} +{"difficulty": "easy", "intent_subtype": "download", "source": "subtype_difficulty", "text": "Export the CRM buyer guide."} +{"difficulty": "easy", "intent_subtype": "download", "source": "subtype_difficulty", "text": "Download the analytics implementation checklist."} +{"difficulty": "easy", "intent_subtype": "download", "source": "subtype_difficulty", "text": "Send me the analytics implementation checklist."} +{"difficulty": "easy", "intent_subtype": "download", "source": "subtype_difficulty", "text": "Export the analytics implementation checklist."} +{"difficulty": "easy", "intent_subtype": "download", "source": "subtype_difficulty", "text": "Download the SEO tool comparison worksheet."} +{"difficulty": "easy", "intent_subtype": "download", "source": "subtype_difficulty", "text": "Send me the SEO tool comparison worksheet."} +{"difficulty": "easy", "intent_subtype": "download", "source": "subtype_difficulty", "text": "Export the SEO tool comparison worksheet."} +{"difficulty": "medium", "intent_subtype": "download", "source": "subtype_difficulty", "text": "I need the downloadable CRM buyer guide right now."} +{"difficulty": "medium", "intent_subtype": "download", "source": "subtype_difficulty", "text": "Where can I get the PDF version of the CRM buyer guide?"} +{"difficulty": "medium", "intent_subtype": "download", "source": "subtype_difficulty", "text": "Help me export the CRM buyer guide as a file."} +{"difficulty": "medium", "intent_subtype": "download", "source": "subtype_difficulty", "text": "I need the downloadable analytics implementation checklist right now."} +{"difficulty": "medium", "intent_subtype": "download", "source": "subtype_difficulty", "text": "Where can I get the PDF version of the analytics implementation checklist?"} +{"difficulty": "medium", "intent_subtype": "download", "source": "subtype_difficulty", "text": "Help me export the analytics implementation checklist as a file."} +{"difficulty": "medium", "intent_subtype": "download", "source": "subtype_difficulty", "text": "I need the downloadable SEO tool comparison worksheet right now."} +{"difficulty": "medium", "intent_subtype": "download", "source": "subtype_difficulty", "text": "Where can I get the PDF version of the SEO tool comparison worksheet?"} +{"difficulty": "medium", "intent_subtype": "download", "source": "subtype_difficulty", "text": "Help me export the SEO tool comparison worksheet as a file."} +{"difficulty": "hard", "intent_subtype": "download", "source": "subtype_difficulty", "text": "I am asking for the file delivery step, not more information about the content."} +{"difficulty": "hard", "intent_subtype": "download", "source": "subtype_difficulty", "text": "Please route me to the actual downloadable asset."} +{"difficulty": "hard", "intent_subtype": "download", "source": "subtype_difficulty", "text": "I need the guide as a file I can keep, not a recommendation."} +{"difficulty": "hard", "intent_subtype": "download", "source": "subtype_difficulty", "text": "I am asking for the file delivery step, not more information about the content."} +{"difficulty": "hard", "intent_subtype": "download", "source": "subtype_difficulty", "text": "Please route me to the actual downloadable asset."} +{"difficulty": "hard", "intent_subtype": "download", "source": "subtype_difficulty", "text": "I need the guide as a file I can keep, not a recommendation."} +{"difficulty": "hard", "intent_subtype": "download", "source": "subtype_difficulty", "text": "I am asking for the file delivery step, not more information about the content."} +{"difficulty": "hard", "intent_subtype": "download", "source": "subtype_difficulty", "text": "Please route me to the actual downloadable asset."} +{"difficulty": "hard", "intent_subtype": "download", "source": "subtype_difficulty", "text": "I need the guide as a file I can keep, not a recommendation."} +{"difficulty": "easy", "intent_subtype": "contact_sales", "source": "subtype_difficulty", "text": "Talk to sales about HubSpot."} +{"difficulty": "easy", "intent_subtype": "contact_sales", "source": "subtype_difficulty", "text": "Contact sales for pricing."} +{"difficulty": "easy", "intent_subtype": "contact_sales", "source": "subtype_difficulty", "text": "Put me in touch with an account executive."} +{"difficulty": "easy", "intent_subtype": "contact_sales", "source": "subtype_difficulty", "text": "Talk to sales about Mixpanel."} +{"difficulty": "easy", "intent_subtype": "contact_sales", "source": "subtype_difficulty", "text": "Contact sales for pricing."} +{"difficulty": "easy", "intent_subtype": "contact_sales", "source": "subtype_difficulty", "text": "Put me in touch with an account executive."} +{"difficulty": "easy", "intent_subtype": "contact_sales", "source": "subtype_difficulty", "text": "Talk to sales about Ahrefs."} +{"difficulty": "easy", "intent_subtype": "contact_sales", "source": "subtype_difficulty", "text": "Contact sales for pricing."} +{"difficulty": "easy", "intent_subtype": "contact_sales", "source": "subtype_difficulty", "text": "Put me in touch with an account executive."} +{"difficulty": "medium", "intent_subtype": "contact_sales", "source": "subtype_difficulty", "text": "I need to talk to sales about enterprise pricing for HubSpot."} +{"difficulty": "medium", "intent_subtype": "contact_sales", "source": "subtype_difficulty", "text": "Have a rep contact me about a custom quote."} +{"difficulty": "medium", "intent_subtype": "contact_sales", "source": "subtype_difficulty", "text": "Route me to the sales team for a package discussion."} +{"difficulty": "medium", "intent_subtype": "contact_sales", "source": "subtype_difficulty", "text": "I need to talk to sales about enterprise pricing for Mixpanel."} +{"difficulty": "medium", "intent_subtype": "contact_sales", "source": "subtype_difficulty", "text": "Have a rep contact me about a custom quote."} +{"difficulty": "medium", "intent_subtype": "contact_sales", "source": "subtype_difficulty", "text": "Route me to the sales team for a package discussion."} +{"difficulty": "medium", "intent_subtype": "contact_sales", "source": "subtype_difficulty", "text": "I need to talk to sales about enterprise pricing for Ahrefs."} +{"difficulty": "medium", "intent_subtype": "contact_sales", "source": "subtype_difficulty", "text": "Have a rep contact me about a custom quote."} +{"difficulty": "medium", "intent_subtype": "contact_sales", "source": "subtype_difficulty", "text": "Route me to the sales team for a package discussion."} +{"difficulty": "hard", "intent_subtype": "contact_sales", "source": "subtype_difficulty", "text": "I want a rep to reach out, but I am not trying to schedule the call myself right now."} +{"difficulty": "hard", "intent_subtype": "contact_sales", "source": "subtype_difficulty", "text": "This is a sales-contact request rather than a booking flow."} +{"difficulty": "hard", "intent_subtype": "contact_sales", "source": "subtype_difficulty", "text": "Have the account team get in touch about our requirements."} +{"difficulty": "hard", "intent_subtype": "contact_sales", "source": "subtype_difficulty", "text": "I want a rep to reach out, but I am not trying to schedule the call myself right now."} +{"difficulty": "hard", "intent_subtype": "contact_sales", "source": "subtype_difficulty", "text": "This is a sales-contact request rather than a booking flow."} +{"difficulty": "hard", "intent_subtype": "contact_sales", "source": "subtype_difficulty", "text": "Have the account team get in touch about our requirements."} +{"difficulty": "hard", "intent_subtype": "contact_sales", "source": "subtype_difficulty", "text": "I want a rep to reach out, but I am not trying to schedule the call myself right now."} +{"difficulty": "hard", "intent_subtype": "contact_sales", "source": "subtype_difficulty", "text": "This is a sales-contact request rather than a booking flow."} +{"difficulty": "hard", "intent_subtype": "contact_sales", "source": "subtype_difficulty", "text": "Have the account team get in touch about our requirements."} +{"difficulty": "easy", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "Help me import leads from a spreadsheet."} +{"difficulty": "easy", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "Run the next step to import leads from a spreadsheet."} +{"difficulty": "easy", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "Create the report I need in HubSpot."} +{"difficulty": "easy", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "Open the annotation dashboard."} +{"difficulty": "easy", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "Help me generate a retention report."} +{"difficulty": "easy", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "Run the next step to generate a retention report."} +{"difficulty": "easy", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "I want to execute a task right now."} +{"difficulty": "easy", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "Open the annotation dashboard."} +{"difficulty": "easy", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "Help me export keyword rankings."} +{"difficulty": "easy", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "Show me how to complete the task in Ahrefs."} +{"difficulty": "easy", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "I want to execute a task right now."} +{"difficulty": "easy", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "Open the annotation dashboard."} +{"difficulty": "medium", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "Tell me how to do the action itself inside HubSpot."} +{"difficulty": "medium", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "I need execution help for import leads from a spreadsheet, not onboarding advice."} +{"difficulty": "medium", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "Help me finish the workflow to import leads from a spreadsheet."} +{"difficulty": "medium", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "I am already in the product and need help completing a task."} +{"difficulty": "medium", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "Tell me how to do the action itself inside Mixpanel."} +{"difficulty": "medium", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "I need execution help for generate a retention report, not onboarding advice."} +{"difficulty": "medium", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "Walk me through the exact steps to export keyword rankings."} +{"difficulty": "medium", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "I am already in the product and need help completing a task."} +{"difficulty": "medium", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "Tell me how to do the action itself inside Ahrefs."} +{"difficulty": "medium", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "Send me the benchmark report for Ahrefs."} +{"difficulty": "hard", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "This is a discrete in-product action request, not a setup flow."} +{"difficulty": "hard", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "I know the tool already; I just need help executing import leads from a spreadsheet."} +{"difficulty": "hard", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "Focus on the immediate workflow step rather than implementation planning."} +{"difficulty": "hard", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "Schedule the retraining pipeline rather than booking a meeting."} +{"difficulty": "hard", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "This is a discrete in-product action request, not a setup flow."} +{"difficulty": "hard", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "I am not setting up the whole system, just doing a specific action."} +{"difficulty": "hard", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "Focus on the immediate workflow step rather than implementation planning."} +{"difficulty": "hard", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "Schedule the retraining pipeline rather than booking a meeting."} +{"difficulty": "hard", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "Guide me through the one task I am trying to complete now."} +{"difficulty": "hard", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "I am not setting up the whole system, just doing a specific action."} +{"difficulty": "hard", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "Focus on the immediate workflow step rather than implementation planning."} +{"difficulty": "easy", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "How do I set up pipelines and invite teammates in HubSpot?"} +{"difficulty": "easy", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "Help me set up HubSpot for a 3-person startup."} +{"difficulty": "easy", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "What should I configure first after signup?"} +{"difficulty": "easy", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "What should we do first after buying HubSpot?"} +{"difficulty": "easy", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "How do I connect events and configure dashboards in Mixpanel?"} +{"difficulty": "easy", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "Help me set up Mixpanel for a product team."} +{"difficulty": "easy", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "How do I get started after we bought Mixpanel?"} +{"difficulty": "easy", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "What should we do first after buying Mixpanel?"} +{"difficulty": "easy", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "How do I connect Search Console and create projects in Ahrefs?"} +{"difficulty": "easy", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "Show me how to onboard our team in Ahrefs."} +{"difficulty": "easy", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "How do I get started after we bought Ahrefs?"} +{"difficulty": "easy", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "What should we do first after buying Ahrefs?"} +{"difficulty": "medium", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "What is the best onboarding sequence after we start using HubSpot?"} +{"difficulty": "medium", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "Help me implement HubSpot, not just do one task."} +{"difficulty": "medium", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "We are past signup and need setup guidance for adoption."} +{"difficulty": "medium", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "I need rollout guidance after purchase for Mixpanel."} +{"difficulty": "medium", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "What is the best onboarding sequence after we start using Mixpanel?"} +{"difficulty": "medium", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "Help me implement Mixpanel, not just do one task."} +{"difficulty": "medium", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "We already subscribed; how should we set up Ahrefs for a content team?"} +{"difficulty": "medium", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "I need rollout guidance after purchase for Ahrefs."} +{"difficulty": "medium", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "What is the best onboarding sequence after we start using Ahrefs?"} +{"difficulty": "medium", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "How do I set goals for our first month using Ahrefs?"} +{"difficulty": "hard", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "This is a post-purchase setup question rather than a one-off task request."} +{"difficulty": "hard", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "Help us implement and configure HubSpot across the team."} +{"difficulty": "hard", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "What should happen first, second, and third after we activate HubSpot?"} +{"difficulty": "hard", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "This is a post-purchase setup question rather than a one-off task request."} +{"difficulty": "hard", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "Help us implement and configure Mixpanel across the team."} +{"difficulty": "hard", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "What should happen first, second, and third after we activate Mixpanel?"} +{"difficulty": "hard", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "This is a post-purchase setup question rather than a one-off task request."} +{"difficulty": "hard", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "Help us implement and configure Ahrefs across the team."} +{"difficulty": "hard", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "What should happen first, second, and third after we activate Ahrefs?"} +{"difficulty": "easy", "intent_subtype": "troubleshooting", "source": "subtype_difficulty", "text": "HubSpot keeps failing."} +{"difficulty": "easy", "intent_subtype": "troubleshooting", "source": "subtype_difficulty", "text": "Why is HubSpot broken?"} +{"difficulty": "easy", "intent_subtype": "troubleshooting", "source": "subtype_difficulty", "text": "The integration is not working."} +{"difficulty": "easy", "intent_subtype": "troubleshooting", "source": "subtype_difficulty", "text": "Mixpanel keeps failing."} +{"difficulty": "easy", "intent_subtype": "troubleshooting", "source": "subtype_difficulty", "text": "Why is Mixpanel broken?"} +{"difficulty": "easy", "intent_subtype": "troubleshooting", "source": "subtype_difficulty", "text": "The integration is not working."} +{"difficulty": "easy", "intent_subtype": "troubleshooting", "source": "subtype_difficulty", "text": "Ahrefs keeps failing."} +{"difficulty": "easy", "intent_subtype": "troubleshooting", "source": "subtype_difficulty", "text": "Why is Ahrefs broken?"} +{"difficulty": "easy", "intent_subtype": "troubleshooting", "source": "subtype_difficulty", "text": "The integration is not working."} +{"difficulty": "medium", "intent_subtype": "troubleshooting", "source": "subtype_difficulty", "text": "Why does HubSpot keep crashing when I try to work?"} +{"difficulty": "medium", "intent_subtype": "troubleshooting", "source": "subtype_difficulty", "text": "I need help fixing a problem in the product right now."} +{"difficulty": "medium", "intent_subtype": "troubleshooting", "source": "subtype_difficulty", "text": "The workflow breaks every time I try to import leads from a spreadsheet."} +{"difficulty": "medium", "intent_subtype": "troubleshooting", "source": "subtype_difficulty", "text": "Why does Mixpanel keep crashing when I try to work?"} +{"difficulty": "medium", "intent_subtype": "troubleshooting", "source": "subtype_difficulty", "text": "I need help fixing a problem in the product right now."} +{"difficulty": "medium", "intent_subtype": "troubleshooting", "source": "subtype_difficulty", "text": "The workflow breaks every time I try to generate a retention report."} +{"difficulty": "medium", "intent_subtype": "troubleshooting", "source": "subtype_difficulty", "text": "Why does Ahrefs keep crashing when I try to work?"} +{"difficulty": "medium", "intent_subtype": "troubleshooting", "source": "subtype_difficulty", "text": "I need help fixing a problem in the product right now."} +{"difficulty": "medium", "intent_subtype": "troubleshooting", "source": "subtype_difficulty", "text": "The workflow breaks every time I try to export keyword rankings."} +{"difficulty": "hard", "intent_subtype": "troubleshooting", "source": "subtype_difficulty", "text": "This is an issue-resolution request, not a billing or account-access question."} +{"difficulty": "hard", "intent_subtype": "troubleshooting", "source": "subtype_difficulty", "text": "Something in the product is malfunctioning and I need troubleshooting help."} +{"difficulty": "hard", "intent_subtype": "troubleshooting", "source": "subtype_difficulty", "text": "I need the cause of the failure diagnosed, not onboarding advice."} +{"difficulty": "hard", "intent_subtype": "troubleshooting", "source": "subtype_difficulty", "text": "This is an issue-resolution request, not a billing or account-access question."} +{"difficulty": "hard", "intent_subtype": "troubleshooting", "source": "subtype_difficulty", "text": "Something in the product is malfunctioning and I need troubleshooting help."} +{"difficulty": "hard", "intent_subtype": "troubleshooting", "source": "subtype_difficulty", "text": "I need the cause of the failure diagnosed, not onboarding advice."} +{"difficulty": "hard", "intent_subtype": "troubleshooting", "source": "subtype_difficulty", "text": "This is an issue-resolution request, not a billing or account-access question."} +{"difficulty": "hard", "intent_subtype": "troubleshooting", "source": "subtype_difficulty", "text": "Something in the product is malfunctioning and I need troubleshooting help."} +{"difficulty": "hard", "intent_subtype": "troubleshooting", "source": "subtype_difficulty", "text": "I need the cause of the failure diagnosed, not onboarding advice."} +{"difficulty": "easy", "intent_subtype": "account_help", "source": "subtype_difficulty", "text": "I cannot log into my workspace."} +{"difficulty": "easy", "intent_subtype": "account_help", "source": "subtype_difficulty", "text": "How do I reset my password?"} +{"difficulty": "easy", "intent_subtype": "account_help", "source": "subtype_difficulty", "text": "My sign-in code is not working."} +{"difficulty": "easy", "intent_subtype": "account_help", "source": "subtype_difficulty", "text": "I cannot log into my dashboard login."} +{"difficulty": "easy", "intent_subtype": "account_help", "source": "subtype_difficulty", "text": "How do I reset my password?"} +{"difficulty": "easy", "intent_subtype": "account_help", "source": "subtype_difficulty", "text": "My sign-in code is not working."} +{"difficulty": "easy", "intent_subtype": "account_help", "source": "subtype_difficulty", "text": "I cannot log into my account login."} +{"difficulty": "easy", "intent_subtype": "account_help", "source": "subtype_difficulty", "text": "How do I reset my password?"} +{"difficulty": "easy", "intent_subtype": "account_help", "source": "subtype_difficulty", "text": "My sign-in code is not working."} +{"difficulty": "medium", "intent_subtype": "account_help", "source": "subtype_difficulty", "text": "Help me regain access to my workspace."} +{"difficulty": "medium", "intent_subtype": "account_help", "source": "subtype_difficulty", "text": "I need support with login and access, not signup."} +{"difficulty": "medium", "intent_subtype": "account_help", "source": "subtype_difficulty", "text": "My credentials keep getting rejected."} +{"difficulty": "medium", "intent_subtype": "account_help", "source": "subtype_difficulty", "text": "Help me regain access to my dashboard login."} +{"difficulty": "medium", "intent_subtype": "account_help", "source": "subtype_difficulty", "text": "I need support with login and access, not signup."} +{"difficulty": "medium", "intent_subtype": "account_help", "source": "subtype_difficulty", "text": "My credentials keep getting rejected."} +{"difficulty": "medium", "intent_subtype": "account_help", "source": "subtype_difficulty", "text": "Help me regain access to my account login."} +{"difficulty": "medium", "intent_subtype": "account_help", "source": "subtype_difficulty", "text": "I need support with login and access, not signup."} +{"difficulty": "medium", "intent_subtype": "account_help", "source": "subtype_difficulty", "text": "My credentials keep getting rejected."} +{"difficulty": "hard", "intent_subtype": "account_help", "source": "subtype_difficulty", "text": "This is an access-recovery issue for an existing account, not a new-account request."} +{"difficulty": "hard", "intent_subtype": "account_help", "source": "subtype_difficulty", "text": "I already have an account and need help getting back in."} +{"difficulty": "hard", "intent_subtype": "account_help", "source": "subtype_difficulty", "text": "Treat this as login support rather than a registration flow."} +{"difficulty": "hard", "intent_subtype": "account_help", "source": "subtype_difficulty", "text": "This is an access-recovery issue for an existing account, not a new-account request."} +{"difficulty": "hard", "intent_subtype": "account_help", "source": "subtype_difficulty", "text": "I already have an account and need help getting back in."} +{"difficulty": "hard", "intent_subtype": "account_help", "source": "subtype_difficulty", "text": "Treat this as login support rather than a registration flow."} +{"difficulty": "hard", "intent_subtype": "account_help", "source": "subtype_difficulty", "text": "This is an access-recovery issue for an existing account, not a new-account request."} +{"difficulty": "hard", "intent_subtype": "account_help", "source": "subtype_difficulty", "text": "I already have an account and need help getting back in."} +{"difficulty": "hard", "intent_subtype": "account_help", "source": "subtype_difficulty", "text": "Treat this as login support rather than a registration flow."} +{"difficulty": "easy", "intent_subtype": "billing_help", "source": "subtype_difficulty", "text": "My invoice is wrong."} +{"difficulty": "easy", "intent_subtype": "billing_help", "source": "subtype_difficulty", "text": "Why was I charged twice?"} +{"difficulty": "easy", "intent_subtype": "billing_help", "source": "subtype_difficulty", "text": "My payment failed."} +{"difficulty": "easy", "intent_subtype": "billing_help", "source": "subtype_difficulty", "text": "My renewal charge is wrong."} +{"difficulty": "easy", "intent_subtype": "billing_help", "source": "subtype_difficulty", "text": "Why was I charged twice?"} +{"difficulty": "easy", "intent_subtype": "billing_help", "source": "subtype_difficulty", "text": "My payment failed."} +{"difficulty": "easy", "intent_subtype": "billing_help", "source": "subtype_difficulty", "text": "My subscription charge is wrong."} +{"difficulty": "easy", "intent_subtype": "billing_help", "source": "subtype_difficulty", "text": "Why was I charged twice?"} +{"difficulty": "easy", "intent_subtype": "billing_help", "source": "subtype_difficulty", "text": "My payment failed."} +{"difficulty": "medium", "intent_subtype": "billing_help", "source": "subtype_difficulty", "text": "I need help with a billing problem on my existing plan."} +{"difficulty": "medium", "intent_subtype": "billing_help", "source": "subtype_difficulty", "text": "Why did the renewal charge fail for HubSpot?"} +{"difficulty": "medium", "intent_subtype": "billing_help", "source": "subtype_difficulty", "text": "Help me resolve an incorrect payment issue."} +{"difficulty": "medium", "intent_subtype": "billing_help", "source": "subtype_difficulty", "text": "I need help with a billing problem on my existing plan."} +{"difficulty": "medium", "intent_subtype": "billing_help", "source": "subtype_difficulty", "text": "Why did the renewal charge fail for Mixpanel?"} +{"difficulty": "medium", "intent_subtype": "billing_help", "source": "subtype_difficulty", "text": "Help me resolve an incorrect payment issue."} +{"difficulty": "medium", "intent_subtype": "billing_help", "source": "subtype_difficulty", "text": "I need help with a billing problem on my existing plan."} +{"difficulty": "medium", "intent_subtype": "billing_help", "source": "subtype_difficulty", "text": "Why did the renewal charge fail for Ahrefs?"} +{"difficulty": "medium", "intent_subtype": "billing_help", "source": "subtype_difficulty", "text": "Help me resolve an incorrect payment issue."} +{"difficulty": "hard", "intent_subtype": "billing_help", "source": "subtype_difficulty", "text": "This is a billing-support issue rather than a purchasing decision."} +{"difficulty": "hard", "intent_subtype": "billing_help", "source": "subtype_difficulty", "text": "I already bought the product and need help with charges."} +{"difficulty": "hard", "intent_subtype": "billing_help", "source": "subtype_difficulty", "text": "Treat this as an account billing problem, not a checkout flow."} +{"difficulty": "hard", "intent_subtype": "billing_help", "source": "subtype_difficulty", "text": "This is a billing-support issue rather than a purchasing decision."} +{"difficulty": "hard", "intent_subtype": "billing_help", "source": "subtype_difficulty", "text": "I already bought the product and need help with charges."} +{"difficulty": "hard", "intent_subtype": "billing_help", "source": "subtype_difficulty", "text": "Treat this as an account billing problem, not a checkout flow."} +{"difficulty": "hard", "intent_subtype": "billing_help", "source": "subtype_difficulty", "text": "This is a billing-support issue rather than a purchasing decision."} +{"difficulty": "hard", "intent_subtype": "billing_help", "source": "subtype_difficulty", "text": "I already bought the product and need help with charges."} +{"difficulty": "hard", "intent_subtype": "billing_help", "source": "subtype_difficulty", "text": "Treat this as an account billing problem, not a checkout flow."} +{"difficulty": "easy", "intent_subtype": "follow_up", "source": "subtype_difficulty", "text": "Tell me more."} +{"difficulty": "easy", "intent_subtype": "follow_up", "source": "subtype_difficulty", "text": "Can you explain that?"} +{"difficulty": "easy", "intent_subtype": "follow_up", "source": "subtype_difficulty", "text": "Go on."} +{"difficulty": "easy", "intent_subtype": "follow_up", "source": "subtype_difficulty", "text": "Tell me more."} +{"difficulty": "easy", "intent_subtype": "follow_up", "source": "subtype_difficulty", "text": "Can you explain that?"} +{"difficulty": "easy", "intent_subtype": "follow_up", "source": "subtype_difficulty", "text": "Go on."} +{"difficulty": "easy", "intent_subtype": "follow_up", "source": "subtype_difficulty", "text": "Tell me more."} +{"difficulty": "easy", "intent_subtype": "follow_up", "source": "subtype_difficulty", "text": "Can you explain that?"} +{"difficulty": "easy", "intent_subtype": "follow_up", "source": "subtype_difficulty", "text": "Go on."} +{"difficulty": "medium", "intent_subtype": "follow_up", "source": "subtype_difficulty", "text": "Can you expand on that a little?"} +{"difficulty": "medium", "intent_subtype": "follow_up", "source": "subtype_difficulty", "text": "Why do you say that?"} +{"difficulty": "medium", "intent_subtype": "follow_up", "source": "subtype_difficulty", "text": "Which one do you mean?"} +{"difficulty": "medium", "intent_subtype": "follow_up", "source": "subtype_difficulty", "text": "Can you expand on that a little?"} +{"difficulty": "medium", "intent_subtype": "follow_up", "source": "subtype_difficulty", "text": "Why do you say that?"} +{"difficulty": "medium", "intent_subtype": "follow_up", "source": "subtype_difficulty", "text": "Which one do you mean?"} +{"difficulty": "medium", "intent_subtype": "follow_up", "source": "subtype_difficulty", "text": "Can you expand on that a little?"} +{"difficulty": "medium", "intent_subtype": "follow_up", "source": "subtype_difficulty", "text": "Why do you say that?"} +{"difficulty": "medium", "intent_subtype": "follow_up", "source": "subtype_difficulty", "text": "Which one do you mean?"} +{"difficulty": "hard", "intent_subtype": "follow_up", "source": "subtype_difficulty", "text": "I am following up on what you just said rather than starting a fresh request."} +{"difficulty": "hard", "intent_subtype": "follow_up", "source": "subtype_difficulty", "text": "This depends on prior context, so explain the previous answer a bit more."} +{"difficulty": "hard", "intent_subtype": "follow_up", "source": "subtype_difficulty", "text": "Continue the last thread rather than giving me a new recommendation."} +{"difficulty": "hard", "intent_subtype": "follow_up", "source": "subtype_difficulty", "text": "I am following up on what you just said rather than starting a fresh request."} +{"difficulty": "hard", "intent_subtype": "follow_up", "source": "subtype_difficulty", "text": "This depends on prior context, so explain the previous answer a bit more."} +{"difficulty": "hard", "intent_subtype": "follow_up", "source": "subtype_difficulty", "text": "Continue the last thread rather than giving me a new recommendation."} +{"difficulty": "hard", "intent_subtype": "follow_up", "source": "subtype_difficulty", "text": "I am following up on what you just said rather than starting a fresh request."} +{"difficulty": "hard", "intent_subtype": "follow_up", "source": "subtype_difficulty", "text": "This depends on prior context, so explain the previous answer a bit more."} +{"difficulty": "hard", "intent_subtype": "follow_up", "source": "subtype_difficulty", "text": "Continue the last thread rather than giving me a new recommendation."} +{"difficulty": "easy", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty", "text": "I feel overwhelmed by this decision."} +{"difficulty": "easy", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty", "text": "I am frustrated with the whole process."} +{"difficulty": "easy", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty", "text": "I am anxious about picking the wrong tool."} +{"difficulty": "easy", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty", "text": "I feel overwhelmed by this decision."} +{"difficulty": "easy", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty", "text": "I am frustrated with the whole process."} +{"difficulty": "easy", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty", "text": "I am anxious about picking the wrong tool."} +{"difficulty": "easy", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty", "text": "I feel overwhelmed by this decision."} +{"difficulty": "easy", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty", "text": "I am frustrated with the whole process."} +{"difficulty": "easy", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty", "text": "I am anxious about picking the wrong tool."} +{"difficulty": "medium", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty", "text": "I keep second-guessing myself and it is making me uneasy."} +{"difficulty": "medium", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty", "text": "I am worried we will choose badly and regret it."} +{"difficulty": "medium", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty", "text": "This whole thing makes me feel burned out."} +{"difficulty": "medium", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty", "text": "I keep second-guessing myself and it is making me uneasy."} +{"difficulty": "medium", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty", "text": "I am worried we will choose badly and regret it."} +{"difficulty": "medium", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty", "text": "This whole thing makes me feel burned out."} +{"difficulty": "medium", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty", "text": "I keep second-guessing myself and it is making me uneasy."} +{"difficulty": "medium", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty", "text": "I am worried we will choose badly and regret it."} +{"difficulty": "medium", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty", "text": "This whole thing makes me feel burned out."} +{"difficulty": "hard", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty", "text": "I do not need another recommendation right now; I need help processing how stuck I feel."} +{"difficulty": "hard", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty", "text": "This is more about how I feel than about the product options."} +{"difficulty": "hard", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty", "text": "I want support with the frustration this decision is causing me."} +{"difficulty": "hard", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty", "text": "I do not need another recommendation right now; I need help processing how stuck I feel."} +{"difficulty": "hard", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty", "text": "This is more about how I feel than about the product options."} +{"difficulty": "hard", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty", "text": "I want support with the frustration this decision is causing me."} +{"difficulty": "hard", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty", "text": "I do not need another recommendation right now; I need help processing how stuck I feel."} +{"difficulty": "hard", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty", "text": "This is more about how I feel than about the product options."} +{"difficulty": "hard", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty", "text": "I want support with the frustration this decision is causing me."} diff --git a/data/subtype_difficulty/val.jsonl b/data/subtype_difficulty/val.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..247cb6ba8c8f8d9d2e767fa0f4d6d1d32918c52e --- /dev/null +++ b/data/subtype_difficulty/val.jsonl @@ -0,0 +1,165 @@ +{"difficulty": "easy", "intent_subtype": "education", "source": "subtype_difficulty", "text": "What does HubSpot do?"} +{"difficulty": "easy", "intent_subtype": "education", "source": "subtype_difficulty", "text": "What does Mixpanel do?"} +{"difficulty": "easy", "intent_subtype": "education", "source": "subtype_difficulty", "text": "What does Ahrefs do?"} +{"difficulty": "medium", "intent_subtype": "education", "source": "subtype_difficulty", "text": "What is CRM used for in practice?"} +{"difficulty": "medium", "intent_subtype": "education", "source": "subtype_difficulty", "text": "What is analytics platform used for in practice?"} +{"difficulty": "medium", "intent_subtype": "education", "source": "subtype_difficulty", "text": "What is SEO platform used for in practice?"} +{"difficulty": "hard", "intent_subtype": "education", "source": "subtype_difficulty", "text": "I only want the fundamentals of CRM tools right now."} +{"difficulty": "hard", "intent_subtype": "education", "source": "subtype_difficulty", "text": "I only want the fundamentals of analytics tools right now."} +{"difficulty": "hard", "intent_subtype": "education", "source": "subtype_difficulty", "text": "I only want the fundamentals of SEO tools right now."} +{"difficulty": "easy", "intent_subtype": "product_discovery", "source": "subtype_difficulty", "text": "What CRM tools are worth considering?"} +{"difficulty": "easy", "intent_subtype": "product_discovery", "source": "subtype_difficulty", "text": "What analytics tools are worth considering?"} +{"difficulty": "easy", "intent_subtype": "product_discovery", "source": "subtype_difficulty", "text": "What SEO tools are worth considering?"} +{"difficulty": "medium", "intent_subtype": "product_discovery", "source": "subtype_difficulty", "text": "What tools are worth exploring before I compare finalists?"} +{"difficulty": "medium", "intent_subtype": "product_discovery", "source": "subtype_difficulty", "text": "What tools are worth exploring before I compare finalists?"} +{"difficulty": "medium", "intent_subtype": "product_discovery", "source": "subtype_difficulty", "text": "What tools are worth exploring before I compare finalists?"} +{"difficulty": "hard", "intent_subtype": "product_discovery", "source": "subtype_difficulty", "text": "I am early in vendor discovery and need good starting options."} +{"difficulty": "hard", "intent_subtype": "product_discovery", "source": "subtype_difficulty", "text": "I am early in vendor discovery and need good starting options."} +{"difficulty": "hard", "intent_subtype": "product_discovery", "source": "subtype_difficulty", "text": "I am early in vendor discovery and need good starting options."} +{"difficulty": "easy", "intent_subtype": "comparison", "source": "subtype_difficulty", "text": "Give me a comparison of HubSpot vs Zoho."} +{"difficulty": "easy", "intent_subtype": "comparison", "source": "subtype_difficulty", "text": "Give me a comparison of Mixpanel vs Amplitude."} +{"difficulty": "easy", "intent_subtype": "comparison", "source": "subtype_difficulty", "text": "Give me a comparison of Ahrefs vs Semrush."} +{"difficulty": "medium", "intent_subtype": "comparison", "source": "subtype_difficulty", "text": "How do HubSpot and Zoho stack up on price and features?"} +{"difficulty": "medium", "intent_subtype": "comparison", "source": "subtype_difficulty", "text": "How do Mixpanel and Amplitude stack up on price and features?"} +{"difficulty": "medium", "intent_subtype": "comparison", "source": "subtype_difficulty", "text": "How do Ahrefs and Semrush stack up on price and features?"} +{"difficulty": "hard", "intent_subtype": "comparison", "source": "subtype_difficulty", "text": "Break down the tradeoffs between HubSpot and Zoho for our use case."} +{"difficulty": "hard", "intent_subtype": "comparison", "source": "subtype_difficulty", "text": "Break down the tradeoffs between Mixpanel and Amplitude for our use case."} +{"difficulty": "hard", "intent_subtype": "comparison", "source": "subtype_difficulty", "text": "Break down the tradeoffs between Ahrefs and Semrush for our use case."} +{"difficulty": "easy", "intent_subtype": "evaluation", "source": "subtype_difficulty", "text": "Is HubSpot worth considering?"} +{"difficulty": "easy", "intent_subtype": "evaluation", "source": "subtype_difficulty", "text": "Is Mixpanel worth considering?"} +{"difficulty": "easy", "intent_subtype": "evaluation", "source": "subtype_difficulty", "text": "Is Ahrefs worth considering?"} +{"difficulty": "medium", "intent_subtype": "evaluation", "source": "subtype_difficulty", "text": "Does HubSpot look like a fit before I move to a final choice?"} +{"difficulty": "medium", "intent_subtype": "evaluation", "source": "subtype_difficulty", "text": "Does Mixpanel look like a fit before I move to a final choice?"} +{"difficulty": "medium", "intent_subtype": "evaluation", "source": "subtype_difficulty", "text": "Does Ahrefs look like a fit before I move to a final choice?"} +{"difficulty": "hard", "intent_subtype": "evaluation", "source": "subtype_difficulty", "text": "I want a fit evaluation for HubSpot, not a vendor comparison."} +{"difficulty": "hard", "intent_subtype": "evaluation", "source": "subtype_difficulty", "text": "I want a fit evaluation for Mixpanel, not a vendor comparison."} +{"difficulty": "hard", "intent_subtype": "evaluation", "source": "subtype_difficulty", "text": "I want a fit evaluation for Ahrefs, not a vendor comparison."} +{"difficulty": "easy", "intent_subtype": "deal_seeking", "source": "subtype_difficulty", "text": "Show me lower-cost CRM tools."} +{"difficulty": "easy", "intent_subtype": "deal_seeking", "source": "subtype_difficulty", "text": "Show me lower-cost analytics tools."} +{"difficulty": "easy", "intent_subtype": "deal_seeking", "source": "subtype_difficulty", "text": "Show me lower-cost SEO tools."} +{"difficulty": "medium", "intent_subtype": "deal_seeking", "source": "subtype_difficulty", "text": "Help me find a budget-friendly alternative to HubSpot."} +{"difficulty": "medium", "intent_subtype": "deal_seeking", "source": "subtype_difficulty", "text": "Help me find a budget-friendly alternative to Mixpanel."} +{"difficulty": "medium", "intent_subtype": "deal_seeking", "source": "subtype_difficulty", "text": "Help me find a budget-friendly alternative to Ahrefs."} +{"difficulty": "hard", "intent_subtype": "deal_seeking", "source": "subtype_difficulty", "text": "Find the best-value route here rather than the premium option."} +{"difficulty": "hard", "intent_subtype": "deal_seeking", "source": "subtype_difficulty", "text": "Find the best-value route here rather than the premium option."} +{"difficulty": "hard", "intent_subtype": "deal_seeking", "source": "subtype_difficulty", "text": "Find the best-value route here rather than the premium option."} +{"difficulty": "easy", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "Help me choose the right CRM."} +{"difficulty": "easy", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "Help me choose the right analytics platform."} +{"difficulty": "easy", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "Help me choose the right SEO platform."} +{"difficulty": "medium", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "We have a shortlist; which one should we choose?"} +{"difficulty": "medium", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "Help me pick the final vendor for measure activation."} +{"difficulty": "medium", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "Which option should a content team commit to this week?"} +{"difficulty": "hard", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "I am done comparing and need the final recommendation now."} +{"difficulty": "hard", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "I am done comparing and need the final recommendation now."} +{"difficulty": "hard", "intent_subtype": "provider_selection", "source": "subtype_difficulty", "text": "I am done comparing and need the final recommendation now."} +{"difficulty": "easy", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "Open a new account for HubSpot."} +{"difficulty": "easy", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "Open a new account for Mixpanel."} +{"difficulty": "easy", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "Open a new account for Ahrefs."} +{"difficulty": "medium", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "Get me signed up for HubSpot now."} +{"difficulty": "medium", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "Set up a new account so our team can try Mixpanel."} +{"difficulty": "medium", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "I want to activate a trial for Ahrefs today."} +{"difficulty": "hard", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "I am ready to get access now and need the account creation step."} +{"difficulty": "hard", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "I am ready to get access now and need the account creation step."} +{"difficulty": "hard", "intent_subtype": "signup", "source": "subtype_difficulty", "text": "I am ready to get access now and need the account creation step."} +{"difficulty": "easy", "intent_subtype": "purchase", "source": "subtype_difficulty", "text": "I want to pay for HubSpot."} +{"difficulty": "easy", "intent_subtype": "purchase", "source": "subtype_difficulty", "text": "I want to pay for Mixpanel."} +{"difficulty": "easy", "intent_subtype": "purchase", "source": "subtype_difficulty", "text": "I want to pay for Ahrefs."} +{"difficulty": "medium", "intent_subtype": "purchase", "source": "subtype_difficulty", "text": "I want to move from trial to paid today."} +{"difficulty": "medium", "intent_subtype": "purchase", "source": "subtype_difficulty", "text": "I want to move from trial to paid today."} +{"difficulty": "medium", "intent_subtype": "purchase", "source": "subtype_difficulty", "text": "I want to move from trial to paid today."} +{"difficulty": "hard", "intent_subtype": "purchase", "source": "subtype_difficulty", "text": "We are ready to buy and need to complete billing today."} +{"difficulty": "hard", "intent_subtype": "purchase", "source": "subtype_difficulty", "text": "We are ready to buy and need to complete billing today."} +{"difficulty": "hard", "intent_subtype": "purchase", "source": "subtype_difficulty", "text": "We are ready to buy and need to complete billing today."} +{"difficulty": "easy", "intent_subtype": "booking", "source": "subtype_difficulty", "text": "Set up a call for next week."} +{"difficulty": "easy", "intent_subtype": "booking", "source": "subtype_difficulty", "text": "Set up a call for next week."} +{"difficulty": "easy", "intent_subtype": "booking", "source": "subtype_difficulty", "text": "Set up a call for next week."} +{"difficulty": "medium", "intent_subtype": "booking", "source": "subtype_difficulty", "text": "Can you help me book a meeting about HubSpot?"} +{"difficulty": "medium", "intent_subtype": "booking", "source": "subtype_difficulty", "text": "Can you help me book a meeting about Mixpanel?"} +{"difficulty": "medium", "intent_subtype": "booking", "source": "subtype_difficulty", "text": "Can you help me book a meeting about Ahrefs?"} +{"difficulty": "hard", "intent_subtype": "booking", "source": "subtype_difficulty", "text": "I want to reserve meeting time for the next step."} +{"difficulty": "hard", "intent_subtype": "booking", "source": "subtype_difficulty", "text": "I want to reserve meeting time for the next step."} +{"difficulty": "hard", "intent_subtype": "booking", "source": "subtype_difficulty", "text": "I want to reserve meeting time for the next step."} +{"difficulty": "easy", "intent_subtype": "download", "source": "subtype_difficulty", "text": "Give me the download link for the CRM buyer guide."} +{"difficulty": "easy", "intent_subtype": "download", "source": "subtype_difficulty", "text": "Give me the download link for the analytics implementation checklist."} +{"difficulty": "easy", "intent_subtype": "download", "source": "subtype_difficulty", "text": "Give me the download link for the SEO tool comparison worksheet."} +{"difficulty": "medium", "intent_subtype": "download", "source": "subtype_difficulty", "text": "I want the guide itself, not a summary of it."} +{"difficulty": "medium", "intent_subtype": "download", "source": "subtype_difficulty", "text": "I want the guide itself, not a summary of it."} +{"difficulty": "medium", "intent_subtype": "download", "source": "subtype_difficulty", "text": "I want the guide itself, not a summary of it."} +{"difficulty": "hard", "intent_subtype": "download", "source": "subtype_difficulty", "text": "This is a download request, not a buying-decision question."} +{"difficulty": "hard", "intent_subtype": "download", "source": "subtype_difficulty", "text": "This is a download request, not a buying-decision question."} +{"difficulty": "hard", "intent_subtype": "download", "source": "subtype_difficulty", "text": "This is a download request, not a buying-decision question."} +{"difficulty": "easy", "intent_subtype": "contact_sales", "source": "subtype_difficulty", "text": "I need a sales conversation for HubSpot."} +{"difficulty": "easy", "intent_subtype": "contact_sales", "source": "subtype_difficulty", "text": "I need a sales conversation for Mixpanel."} +{"difficulty": "easy", "intent_subtype": "contact_sales", "source": "subtype_difficulty", "text": "I need a sales conversation for Ahrefs."} +{"difficulty": "medium", "intent_subtype": "contact_sales", "source": "subtype_difficulty", "text": "I want a pricing conversation with sales, not a product demo."} +{"difficulty": "medium", "intent_subtype": "contact_sales", "source": "subtype_difficulty", "text": "I want a pricing conversation with sales, not a product demo."} +{"difficulty": "medium", "intent_subtype": "contact_sales", "source": "subtype_difficulty", "text": "I want a pricing conversation with sales, not a product demo."} +{"difficulty": "hard", "intent_subtype": "contact_sales", "source": "subtype_difficulty", "text": "We need a commercial conversation with sales, not self-serve checkout."} +{"difficulty": "hard", "intent_subtype": "contact_sales", "source": "subtype_difficulty", "text": "We need a commercial conversation with sales, not self-serve checkout."} +{"difficulty": "hard", "intent_subtype": "contact_sales", "source": "subtype_difficulty", "text": "We need a commercial conversation with sales, not self-serve checkout."} +{"difficulty": "easy", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "Show me how to complete the task in HubSpot."} +{"difficulty": "easy", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "Create the report I need in Mixpanel."} +{"difficulty": "easy", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "Run the next step to export keyword rankings."} +{"difficulty": "medium", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "Walk me through the exact steps to import leads from a spreadsheet."} +{"difficulty": "medium", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "Send me the benchmark report for HubSpot."} +{"difficulty": "medium", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "Help me finish the workflow to generate a retention report."} +{"difficulty": "medium", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "I need execution help for export keyword rankings, not onboarding advice."} +{"difficulty": "hard", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "Guide me through the one task I am trying to complete now."} +{"difficulty": "hard", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "I know the tool already; I just need help executing generate a retention report."} +{"difficulty": "hard", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "This is a discrete in-product action request, not a setup flow."} +{"difficulty": "hard", "intent_subtype": "task_execution", "source": "subtype_difficulty", "text": "Schedule the retraining pipeline rather than booking a meeting."} +{"difficulty": "easy", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "Show me how to onboard our team in HubSpot."} +{"difficulty": "easy", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "What should I configure first after signup?"} +{"difficulty": "easy", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "Help me set up Ahrefs for a content team."} +{"difficulty": "medium", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "We already subscribed; how should we set up HubSpot for a 3-person startup?"} +{"difficulty": "medium", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "How do I set goals for our first month using HubSpot?"} +{"difficulty": "medium", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "We are past signup and need setup guidance for adoption."} +{"difficulty": "medium", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "Help me implement Ahrefs, not just do one task."} +{"difficulty": "hard", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "We are already customers; now we need onboarding and rollout help."} +{"difficulty": "hard", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "We are already customers; now we need onboarding and rollout help."} +{"difficulty": "hard", "intent_subtype": "onboarding_setup", "source": "subtype_difficulty", "text": "We are already customers; now we need onboarding and rollout help."} +{"difficulty": "easy", "intent_subtype": "troubleshooting", "source": "subtype_difficulty", "text": "I am getting an error in HubSpot."} +{"difficulty": "easy", "intent_subtype": "troubleshooting", "source": "subtype_difficulty", "text": "I am getting an error in Mixpanel."} +{"difficulty": "easy", "intent_subtype": "troubleshooting", "source": "subtype_difficulty", "text": "I am getting an error in Ahrefs."} +{"difficulty": "medium", "intent_subtype": "troubleshooting", "source": "subtype_difficulty", "text": "Can you troubleshoot why HubSpot is failing?"} +{"difficulty": "medium", "intent_subtype": "troubleshooting", "source": "subtype_difficulty", "text": "Can you troubleshoot why Mixpanel is failing?"} +{"difficulty": "medium", "intent_subtype": "troubleshooting", "source": "subtype_difficulty", "text": "Can you troubleshoot why Ahrefs is failing?"} +{"difficulty": "hard", "intent_subtype": "troubleshooting", "source": "subtype_difficulty", "text": "Help me debug the broken behavior inside HubSpot."} +{"difficulty": "hard", "intent_subtype": "troubleshooting", "source": "subtype_difficulty", "text": "Help me debug the broken behavior inside Mixpanel."} +{"difficulty": "hard", "intent_subtype": "troubleshooting", "source": "subtype_difficulty", "text": "Help me debug the broken behavior inside Ahrefs."} +{"difficulty": "easy", "intent_subtype": "account_help", "source": "subtype_difficulty", "text": "I am locked out of my account."} +{"difficulty": "easy", "intent_subtype": "account_help", "source": "subtype_difficulty", "text": "I am locked out of my account."} +{"difficulty": "easy", "intent_subtype": "account_help", "source": "subtype_difficulty", "text": "I am locked out of my account."} +{"difficulty": "medium", "intent_subtype": "account_help", "source": "subtype_difficulty", "text": "I cannot get back into the account I already have."} +{"difficulty": "medium", "intent_subtype": "account_help", "source": "subtype_difficulty", "text": "I cannot get back into the account I already have."} +{"difficulty": "medium", "intent_subtype": "account_help", "source": "subtype_difficulty", "text": "I cannot get back into the account I already have."} +{"difficulty": "hard", "intent_subtype": "account_help", "source": "subtype_difficulty", "text": "I need account-access help for a live customer account."} +{"difficulty": "hard", "intent_subtype": "account_help", "source": "subtype_difficulty", "text": "I need account-access help for a live customer account."} +{"difficulty": "hard", "intent_subtype": "account_help", "source": "subtype_difficulty", "text": "I need account-access help for a live customer account."} +{"difficulty": "easy", "intent_subtype": "billing_help", "source": "subtype_difficulty", "text": "How do I fix a billing issue?"} +{"difficulty": "easy", "intent_subtype": "billing_help", "source": "subtype_difficulty", "text": "How do I fix a billing issue?"} +{"difficulty": "easy", "intent_subtype": "billing_help", "source": "subtype_difficulty", "text": "How do I fix a billing issue?"} +{"difficulty": "medium", "intent_subtype": "billing_help", "source": "subtype_difficulty", "text": "Our invoice and subscription charges do not match."} +{"difficulty": "medium", "intent_subtype": "billing_help", "source": "subtype_difficulty", "text": "Our invoice and subscription charges do not match."} +{"difficulty": "medium", "intent_subtype": "billing_help", "source": "subtype_difficulty", "text": "Our invoice and subscription charges do not match."} +{"difficulty": "hard", "intent_subtype": "billing_help", "source": "subtype_difficulty", "text": "I need a live-customer invoice issue resolved."} +{"difficulty": "hard", "intent_subtype": "billing_help", "source": "subtype_difficulty", "text": "I need a live-customer invoice issue resolved."} +{"difficulty": "hard", "intent_subtype": "billing_help", "source": "subtype_difficulty", "text": "I need a live-customer invoice issue resolved."} +{"difficulty": "easy", "intent_subtype": "follow_up", "source": "subtype_difficulty", "text": "What do you mean?"} +{"difficulty": "easy", "intent_subtype": "follow_up", "source": "subtype_difficulty", "text": "What do you mean?"} +{"difficulty": "easy", "intent_subtype": "follow_up", "source": "subtype_difficulty", "text": "What do you mean?"} +{"difficulty": "medium", "intent_subtype": "follow_up", "source": "subtype_difficulty", "text": "Say more about that."} +{"difficulty": "medium", "intent_subtype": "follow_up", "source": "subtype_difficulty", "text": "Say more about that."} +{"difficulty": "medium", "intent_subtype": "follow_up", "source": "subtype_difficulty", "text": "Say more about that."} +{"difficulty": "hard", "intent_subtype": "follow_up", "source": "subtype_difficulty", "text": "I am only asking for clarification on the prior response."} +{"difficulty": "hard", "intent_subtype": "follow_up", "source": "subtype_difficulty", "text": "I am only asking for clarification on the prior response."} +{"difficulty": "hard", "intent_subtype": "follow_up", "source": "subtype_difficulty", "text": "I am only asking for clarification on the prior response."} +{"difficulty": "easy", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty", "text": "This is stressing me out."} +{"difficulty": "easy", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty", "text": "This is stressing me out."} +{"difficulty": "easy", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty", "text": "This is stressing me out."} +{"difficulty": "medium", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty", "text": "I feel nervous about making the wrong call here."} +{"difficulty": "medium", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty", "text": "I feel nervous about making the wrong call here."} +{"difficulty": "medium", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty", "text": "I feel nervous about making the wrong call here."} +{"difficulty": "hard", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty", "text": "I am reflecting on my stress around this choice, not asking for a commercial answer."} +{"difficulty": "hard", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty", "text": "I am reflecting on my stress around this choice, not asking for a commercial answer."} +{"difficulty": "hard", "intent_subtype": "emotional_reflection", "source": "subtype_difficulty", "text": "I am reflecting on my stress around this choice, not asking for a commercial answer."} diff --git a/data/test.jsonl b/data/test.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..4d2dc6457151bab1c9d37999a5276def2e90887c --- /dev/null +++ b/data/test.jsonl @@ -0,0 +1,47 @@ +{"text":"What does an ambiguous intent label mean?","intent_type":"informational"} +{"text":"How do sequence classification models work?","intent_type":"informational"} +{"text":"What is the role of a validation set?","intent_type":"informational"} +{"text":"How does prompt wording affect user intent?","intent_type":"informational"} +{"text":"What does confidence score mean in a classifier?","intent_type":"informational"} +{"text":"Best no code tool for text labeling","intent_type":"commercial"} +{"text":"Best sentence embedding model for search","intent_type":"commercial"} +{"text":"Which classifier works best for small datasets","intent_type":"commercial"} +{"text":"Best MLOps platform for startup teams","intent_type":"commercial"} +{"text":"Compare OpenAI embeddings and Sentence Transformers","intent_type":"commercial"} +{"text":"Create a Hugging Face model repo","intent_type":"transactional"} +{"text":"Open the annotation dashboard","intent_type":"transactional"} +{"text":"Send me the benchmark report","intent_type":"transactional"} +{"text":"Approve the model deployment","intent_type":"transactional"} +{"text":"Schedule the retraining pipeline","intent_type":"transactional"} +{"text":"The API is returning errors","intent_type":"support"} +{"text":"How do I recover deleted contacts?","intent_type":"support"} +{"text":"The login code never arrived","intent_type":"support"} +{"text":"I feel optimistic now that the predictions make more sense","intent_type":"personal_reflection"} +{"text":"I am exhausted from hand labeling so many examples","intent_type":"personal_reflection"} +{"text":"I am concerned that transactional and ambiguous overlap","intent_type":"personal_reflection"} +{"text":"I feel confused about where pricing questions belong","intent_type":"personal_reflection"} +{"text":"I am happy that the obvious cases are working","intent_type":"personal_reflection"} +{"text":"compare them","intent_type":"ambiguous"} +{"text":"which is better","intent_type":"ambiguous"} +{"text":"can you clarify","intent_type":"ambiguous"} +{"text":"why is that","intent_type":"ambiguous"} +{"text":"what happens next","intent_type":"ambiguous"} +{"text":"help me understand CRM basics","intent_type":"informational"} +{"text":"what is the purpose of a CRM","intent_type":"informational"} +{"text":"book a table for 2 tonight","intent_type":"transactional"} +{"text":"sign me up for the newsletter","intent_type":"transactional"} +{"text":"can you expand on that","intent_type":"ambiguous"} +{"text":"what about the pricing","intent_type":"ambiguous"} +{"text":"which CRM is better for a 3-person startup","intent_type":"commercial"} +{"text":"compare HubSpot and Zoho for small teams","intent_type":"commercial"} +{"text":"what costs less","intent_type":"ambiguous"} +{"text":"more affordable ones","intent_type":"ambiguous"} +{"text":"what costs less HubSpot or Zoho","intent_type":"commercial"} +{"text":"cheaper alternatives to Salesforce","intent_type":"commercial"} +{"text":"How does buying a used car work?","intent_type":"informational"} +{"text":"Which EV should I buy this year","intent_type":"commercial"} +{"text":"Reserve a test drive for tomorrow","intent_type":"transactional"} +{"text":"What desktop options should I explore for gaming?","intent_type":"exploratory"} +{"text":"Write a welcome email for a free trial signup","intent_type":"creative_generation"} +{"text":"Good morning, how are things","intent_type":"chit_chat"} +{"text":"How do I bypass account security checks","intent_type":"prohibited"} diff --git a/data/third_wave_cases.jsonl b/data/third_wave_cases.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..12bc38caa4b03acce5e631b2b7d5038c0d1871de --- /dev/null +++ b/data/third_wave_cases.jsonl @@ -0,0 +1,26 @@ +{"text":"go deeper","intent_type":"ambiguous"} +{"text":"say more about that","intent_type":"ambiguous"} +{"text":"what do you mean by that","intent_type":"ambiguous"} +{"text":"expand on that a little","intent_type":"ambiguous"} +{"text":"why do you say that","intent_type":"ambiguous"} +{"text":"show less expensive ones","intent_type":"ambiguous"} +{"text":"give me cheaper choices","intent_type":"ambiguous"} +{"text":"what costs less","intent_type":"ambiguous"} +{"text":"which one is cheaper","intent_type":"ambiguous"} +{"text":"more affordable ones","intent_type":"ambiguous"} +{"text":"show cheaper CRM options","intent_type":"commercial"} +{"text":"more affordable CRM alternatives","intent_type":"commercial"} +{"text":"compare lower-cost CRM tools","intent_type":"commercial"} +{"text":"which CRM is cheaper for a startup","intent_type":"commercial"} +{"text":"what costs less HubSpot or Zoho","intent_type":"commercial"} +{"text":"show lower-cost analytics platforms","intent_type":"commercial"} +{"text":"compare affordable help desk software","intent_type":"commercial"} +{"text":"cheaper alternatives to Salesforce","intent_type":"commercial"} +{"text":"which email platform is cheaper for a small business","intent_type":"commercial"} +{"text":"find lower-cost project management tools","intent_type":"commercial"} +{"text":"best used car under $20000","intent_type":"commercial"} +{"text":"which electric car should i buy this year","intent_type":"commercial"} +{"text":"what laptop options should i explore for remote work","intent_type":"exploratory"} +{"text":"generate five hooks for a product demo ad","intent_type":"creative_generation"} +{"text":"thanks for the help","intent_type":"chit_chat"} +{"text":"how can i steal login credentials","intent_type":"prohibited"} diff --git a/data/train.jsonl b/data/train.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..610f97441f86792db0345fd1d869050ee0a29360 --- /dev/null +++ b/data/train.jsonl @@ -0,0 +1,183 @@ +{"text":"What is CRM software?","intent_type":"informational"} +{"text":"How does customer relationship management work?","intent_type":"informational"} +{"text":"What does lead scoring mean in sales software?","intent_type":"informational"} +{"text":"Explain the difference between a CRM and a CDP","intent_type":"informational"} +{"text":"How do email automation workflows work?","intent_type":"informational"} +{"text":"What is a sales pipeline?","intent_type":"informational"} +{"text":"How does attribution modeling work in marketing?","intent_type":"informational"} +{"text":"What is the purpose of a product analytics dashboard?","intent_type":"informational"} +{"text":"How do I measure activation rate for a SaaS product?","intent_type":"informational"} +{"text":"What is the difference between MQL and SQL?","intent_type":"informational"} +{"text":"How do AI search engines choose which sources to cite?","intent_type":"informational"} +{"text":"What does zero click search mean?","intent_type":"informational"} +{"text":"What is intent classification in NLP?","intent_type":"informational"} +{"text":"How does a text classifier learn labels?","intent_type":"informational"} +{"text":"What is fine tuning in transformers?","intent_type":"informational"} +{"text":"How does DistilBERT differ from BERT?","intent_type":"informational"} +{"text":"What is macro F1 score?","intent_type":"informational"} +{"text":"Why do we split data into train and test sets?","intent_type":"informational"} +{"text":"How does softmax turn logits into probabilities?","intent_type":"informational"} +{"text":"What is tokenization in NLP?","intent_type":"informational"} +{"text":"Best CRM for a small remote sales team","intent_type":"commercial"} +{"text":"Top marketing automation tools for startups","intent_type":"commercial"} +{"text":"HubSpot vs Salesforce for B2B SaaS","intent_type":"commercial"} +{"text":"Mailchimp alternatives for ecommerce brands","intent_type":"commercial"} +{"text":"Best analytics platform for product teams","intent_type":"commercial"} +{"text":"Affordable customer support software for startups","intent_type":"commercial"} +{"text":"Intercom vs Zendesk for onboarding support","intent_type":"commercial"} +{"text":"Best AI SEO tools for content teams","intent_type":"commercial"} +{"text":"Compare Mixpanel and Amplitude pricing","intent_type":"commercial"} +{"text":"Best project management software for agencies","intent_type":"commercial"} +{"text":"Which survey tool is better for user research","intent_type":"commercial"} +{"text":"Best lead generation software for B2B companies","intent_type":"commercial"} +{"text":"Best intent classification model for short queries","intent_type":"commercial"} +{"text":"Best NLP library for text classification","intent_type":"commercial"} +{"text":"DistilBERT vs RoBERTa for intent detection","intent_type":"commercial"} +{"text":"Best dataset labeling tool for ML teams","intent_type":"commercial"} +{"text":"Affordable annotation platform for small ML teams","intent_type":"commercial"} +{"text":"Best transformer model for lightweight inference","intent_type":"commercial"} +{"text":"Hugging Face vs spaCy for intent classification","intent_type":"commercial"} +{"text":"Top tools for evaluating text classifiers","intent_type":"commercial"} +{"text":"Start a free trial of HubSpot","intent_type":"transactional"} +{"text":"Book a demo for the analytics platform","intent_type":"transactional"} +{"text":"Download the customer onboarding checklist","intent_type":"transactional"} +{"text":"Create an account for the AI search tool","intent_type":"transactional"} +{"text":"Install the Chrome extension for content analysis","intent_type":"transactional"} +{"text":"Subscribe to the pro plan","intent_type":"transactional"} +{"text":"Request pricing from the sales team","intent_type":"transactional"} +{"text":"Sign up for the webinar on attribution","intent_type":"transactional"} +{"text":"Buy a monthly plan for the CRM","intent_type":"transactional"} +{"text":"Contact sales to schedule a product 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integration keeps failing","intent_type":"support"} +{"text":"Our dashboard is not loading","intent_type":"support"} +{"text":"I need help canceling my subscription","intent_type":"support"} +{"text":"Why was my credit card declined?","intent_type":"support"} +{"text":"The export button is broken","intent_type":"support"} +{"text":"I cannot access my dashboard","intent_type":"support"} +{"text":"My password reset link is not working","intent_type":"support"} +{"text":"I am frustrated because our leads keep dropping","intent_type":"personal_reflection"} +{"text":"I feel overwhelmed trying to pick the right software","intent_type":"personal_reflection"} +{"text":"I regret switching our CRM last quarter","intent_type":"personal_reflection"} +{"text":"I am worried that our traffic is disappearing","intent_type":"personal_reflection"} +{"text":"I feel stuck and do not know how to improve conversions","intent_type":"personal_reflection"} +{"text":"I am excited that our new onboarding flow is working","intent_type":"personal_reflection"} +{"text":"I feel burned out managing too many marketing tools","intent_type":"personal_reflection"} +{"text":"I am confused about what strategy we should follow","intent_type":"personal_reflection"} +{"text":"I hate how complicated our analytics setup has become","intent_type":"personal_reflection"} +{"text":"I am nervous about launching our pricing changes","intent_type":"personal_reflection"} +{"text":"I feel depressed and need help","intent_type":"personal_reflection"} +{"text":"I am disappointed that our content is not getting cited","intent_type":"personal_reflection"} +{"text":"I am not confident this classifier is ready","intent_type":"personal_reflection"} +{"text":"I feel like the labels are still messy","intent_type":"personal_reflection"} +{"text":"I am worried the model is overfitting","intent_type":"personal_reflection"} +{"text":"I am frustrated by the low confidence scores","intent_type":"personal_reflection"} +{"text":"I feel unsure about how to label borderline cases","intent_type":"personal_reflection"} +{"text":"I am relieved the model is finally learning something","intent_type":"personal_reflection"} +{"text":"I am annoyed that short queries confuse the classifier","intent_type":"personal_reflection"} +{"text":"I am worried we do not have enough data yet","intent_type":"personal_reflection"} +{"text":"Tell me more","intent_type":"ambiguous"} +{"text":"What about this one","intent_type":"ambiguous"} +{"text":"Show me options","intent_type":"ambiguous"} +{"text":"Can you help","intent_type":"ambiguous"} +{"text":"I need something better","intent_type":"ambiguous"} +{"text":"What do you recommend","intent_type":"ambiguous"} +{"text":"This is not working","intent_type":"ambiguous"} +{"text":"How should I fix it","intent_type":"ambiguous"} +{"text":"Give me the best one","intent_type":"ambiguous"} +{"text":"Is this good","intent_type":"ambiguous"} +{"text":"Can you explain","intent_type":"ambiguous"} +{"text":"What should I do next","intent_type":"ambiguous"} +{"text":"go on","intent_type":"ambiguous"} +{"text":"what do you mean","intent_type":"ambiguous"} +{"text":"show me more","intent_type":"ambiguous"} +{"text":"can you explain that","intent_type":"ambiguous"} +{"text":"which one","intent_type":"ambiguous"} +{"text":"why","intent_type":"ambiguous"} +{"text":"okay and then","intent_type":"ambiguous"} +{"text":"and then what","intent_type":"ambiguous"} +{"text":"teach me the basics of customer relationship management","intent_type":"informational"} +{"text":"walk me through what a CRM does","intent_type":"informational"} +{"text":"help me learn the difference between CRM and ERP","intent_type":"informational"} +{"text":"show me how CRM software works","intent_type":"informational"} +{"text":"explain the basics of lead scoring","intent_type":"informational"} +{"text":"help me understand sales pipelines","intent_type":"informational"} +{"text":"what does a CRM actually do","intent_type":"informational"} +{"text":"give me a beginner explanation of CRM","intent_type":"informational"} +{"text":"how do CRMs help sales teams","intent_type":"informational"} +{"text":"what are the main features of a CRM","intent_type":"informational"} +{"text":"help me understand why businesses need CRM","intent_type":"informational"} +{"text":"why do teams use CRM software","intent_type":"informational"} +{"text":"what problems does a CRM solve","intent_type":"informational"} +{"text":"explain the benefits of CRM for beginners","intent_type":"informational"} +{"text":"how does CRM help with lead tracking","intent_type":"informational"} +{"text":"what is a CRM used for in a small business","intent_type":"informational"} +{"text":"reserve a seat for tomorrow","intent_type":"transactional"} +{"text":"register me for the webinar","intent_type":"transactional"} +{"text":"buy this now","intent_type":"transactional"} +{"text":"place the order","intent_type":"transactional"} +{"text":"start my free trial","intent_type":"transactional"} +{"text":"subscribe me to updates","intent_type":"transactional"} +{"text":"tell me a bit more","intent_type":"ambiguous"} +{"text":"show me a little more","intent_type":"ambiguous"} +{"text":"which one do you mean","intent_type":"ambiguous"} +{"text":"why though","intent_type":"ambiguous"} +{"text":"how so exactly","intent_type":"ambiguous"} +{"text":"compare those","intent_type":"ambiguous"} +{"text":"best CRM for a two person agency","intent_type":"commercial"} +{"text":"compare Pipedrive and HubSpot for a tiny sales team","intent_type":"commercial"} +{"text":"cheapest CRM for a local service business","intent_type":"commercial"} +{"text":"what CRM should I use for lead tracking","intent_type":"commercial"} +{"text":"help me pick a CRM for managing inbound leads","intent_type":"commercial"} +{"text":"help me choose a CRM for a real estate business","intent_type":"commercial"} +{"text":"go deeper","intent_type":"ambiguous"} +{"text":"say more about that","intent_type":"ambiguous"} +{"text":"expand on that a little","intent_type":"ambiguous"} +{"text":"why do you say that","intent_type":"ambiguous"} +{"text":"give me cheaper choices","intent_type":"ambiguous"} +{"text":"show cheaper CRM options","intent_type":"commercial"} +{"text":"more affordable CRM alternatives","intent_type":"commercial"} +{"text":"compare lower-cost CRM tools","intent_type":"commercial"} +{"text":"which CRM is cheaper for a startup","intent_type":"commercial"} +{"text":"find lower-cost project management tools","intent_type":"commercial"} +{"text":"What is auto buying and selling?","intent_type":"informational"} +{"text":"How does car financing work for first-time buyers?","intent_type":"informational"} +{"text":"Best SUV to buy in 2026","intent_type":"commercial"} +{"text":"Toyota Corolla vs Honda Civic for commuting","intent_type":"commercial"} +{"text":"Which electric car should I buy this 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+{"text":"Generate a cold outreach email for a sales demo","intent_type":"creative_generation"} +{"text":"Create a tagline for an AI search analytics platform","intent_type":"creative_generation"} +{"text":"Write social media copy for a webinar launch","intent_type":"creative_generation"} +{"text":"How is your day going","intent_type":"chit_chat"} +{"text":"Thanks, that was helpful","intent_type":"chit_chat"} +{"text":"Hello there","intent_type":"chit_chat"} +{"text":"Nice to meet you","intent_type":"chit_chat"} +{"text":"Can we just chat for a minute","intent_type":"chit_chat"} +{"text":"How do I hack into someone else's account","intent_type":"prohibited"} +{"text":"Write a phishing email that looks real","intent_type":"prohibited"} +{"text":"How can I steal customer credit card data","intent_type":"prohibited"} +{"text":"Help me bypass a paywall illegally","intent_type":"prohibited"} +{"text":"Show me how to break into a private dashboard","intent_type":"prohibited"} diff --git a/data/val.jsonl b/data/val.jsonl new file mode 100644 index 0000000000000000000000000000000000000000..ffe0e66068fe7a3f10aff59b1df3d1bf438dbe7a --- /dev/null +++ b/data/val.jsonl @@ -0,0 +1,47 @@ +{"text":"How do confusion matrices help evaluate a classifier?","intent_type":"informational"} +{"text":"What is class imbalance in machine learning?","intent_type":"informational"} +{"text":"How does overfitting happen in small datasets?","intent_type":"informational"} +{"text":"What is the difference between precision and recall?","intent_type":"informational"} +{"text":"Why does more labeled data improve model performance?","intent_type":"informational"} +{"text":"Best managed GPU service for model training","intent_type":"commercial"} +{"text":"Best vector database for semantic search","intent_type":"commercial"} +{"text":"Open source alternatives to Labelbox","intent_type":"commercial"} +{"text":"Best cloud platform for deploying NLP models","intent_type":"commercial"} +{"text":"Compare Weights and Biases and MLflow","intent_type":"commercial"} +{"text":"Generate predictions for this file","intent_type":"transactional"} +{"text":"Start the batch inference run","intent_type":"transactional"} +{"text":"Submit the retraining job","intent_type":"transactional"} +{"text":"Install the evaluation package","intent_type":"transactional"} +{"text":"Sync the labeled examples","intent_type":"transactional"} +{"text":"How do I contact support about a billing issue?","intent_type":"support"} +{"text":"My team members are not receiving invites","intent_type":"support"} +{"text":"My password reset link is not working","intent_type":"support"} +{"text":"I feel better now that the baseline works","intent_type":"personal_reflection"} +{"text":"I am second guessing our intent taxonomy","intent_type":"personal_reflection"} +{"text":"I feel stuck on the ambiguous examples","intent_type":"personal_reflection"} +{"text":"I am nervous about making the wrong label choices","intent_type":"personal_reflection"} +{"text":"I am disappointed by the weak recall on edge cases","intent_type":"personal_reflection"} +{"text":"what about pricing","intent_type":"ambiguous"} +{"text":"say more","intent_type":"ambiguous"} +{"text":"how so","intent_type":"ambiguous"} +{"text":"what else","intent_type":"ambiguous"} +{"text":"what about that","intent_type":"ambiguous"} +{"text":"explain how CRM works","intent_type":"informational"} +{"text":"explain why companies use CRM systems","intent_type":"informational"} +{"text":"book an appointment for Friday","intent_type":"transactional"} +{"text":"schedule a demo for next week","intent_type":"transactional"} +{"text":"go on then","intent_type":"ambiguous"} +{"text":"what exactly do you mean","intent_type":"ambiguous"} +{"text":"best CRM for nonprofits","intent_type":"commercial"} +{"text":"which CRM should a solo founder pick","intent_type":"commercial"} +{"text":"show less expensive ones","intent_type":"ambiguous"} +{"text":"what do you mean by that","intent_type":"ambiguous"} +{"text":"show lower-cost analytics platforms","intent_type":"commercial"} +{"text":"compare affordable help desk software","intent_type":"commercial"} +{"text":"What is car financing?","intent_type":"informational"} +{"text":"Best hybrid SUV for a family","intent_type":"commercial"} +{"text":"Schedule a test drive for this sedan","intent_type":"transactional"} +{"text":"What laptop types should I explore before buying?","intent_type":"exploratory"} +{"text":"Write a short landing page headline for a CRM","intent_type":"creative_generation"} +{"text":"Hey, how are you doing","intent_type":"chit_chat"} +{"text":"How can I phish a user password","intent_type":"prohibited"} diff --git a/demo_api.py b/demo_api.py new file mode 100644 index 0000000000000000000000000000000000000000..30ab8903c34f6ebaa17a9f99aa544cb14598f45f --- /dev/null +++ b/demo_api.py @@ -0,0 +1,95 @@ +import json +from http.server import BaseHTTPRequestHandler, HTTPServer + +from combined_inference import classify_query +from config import DEFAULT_API_HOST, DEFAULT_API_PORT, HEAD_CONFIGS, PROJECT_VERSION +from model_runtime import get_head +from schemas import ( + SchemaValidationError, + default_version_payload, + validate_classify_request, + validate_classify_response, + validate_health_response, + validate_version_response, +) + + +class DemoHandler(BaseHTTPRequestHandler): + def _send_json(self, status_code: int, payload: dict): + body = json.dumps(payload, indent=2).encode("utf-8") + self.send_response(status_code) + self.send_header("Content-Type", "application/json") + self.send_header("Content-Length", str(len(body))) + self.end_headers() + self.wfile.write(body) + + def _read_json_body(self) -> dict: + content_length = int(self.headers.get("Content-Length", "0")) + raw_body = self.rfile.read(content_length) + try: + return json.loads(raw_body or b"{}") + except json.JSONDecodeError as exc: + raise SchemaValidationError( + "invalid_json", + [{"field": "body", "message": f"invalid JSON: {exc.msg}", "type": "parse_error"}], + ) from exc + + def _handle_classify(self): + try: + request_payload = validate_classify_request(self._read_json_body()) + response_payload = validate_classify_response(classify_query(request_payload["text"])) + except SchemaValidationError as exc: + status_code = 400 if exc.code == "invalid_json" else 422 if exc.code == "request_validation_failed" else 500 + self._send_json(status_code, {"error": exc.code, "details": exc.details}) + return + + self._send_json(200, response_payload) + + def _handle_health(self): + payload = { + "status": "ok", + "system_version": PROJECT_VERSION, + "heads": [get_head(head_name).status() for head_name in HEAD_CONFIGS], + } + try: + response_payload = validate_health_response(payload) + except SchemaValidationError as exc: + self._send_json(500, {"error": exc.code, "details": exc.details}) + return + self._send_json(200, response_payload) + + def _handle_version(self): + try: + response_payload = validate_version_response(default_version_payload()) + except SchemaValidationError as exc: + self._send_json(500, {"error": exc.code, "details": exc.details}) + return + self._send_json(200, response_payload) + + def do_GET(self): + if self.path == "/health": + self._handle_health() + return + if self.path == "/version": + self._handle_version() + return + self._send_json(404, {"error": "not_found"}) + + def do_POST(self): + if self.path != "/classify": + self._send_json(404, {"error": "not_found"}) + return + self._handle_classify() + + def log_message(self, format: str, *args): + return + + +def main(): + server = HTTPServer((DEFAULT_API_HOST, DEFAULT_API_PORT), DemoHandler) + print(f"Serving demo API on http://{DEFAULT_API_HOST}:{DEFAULT_API_PORT}") + server.serve_forever() + + +if __name__ == "__main__": + main() diff --git a/evaluation/iab_quality.py b/evaluation/iab_quality.py new file mode 100644 index 0000000000000000000000000000000000000000..82f1d201f0fa1b682941071d2bf509d4790c87c3 --- /dev/null +++ b/evaluation/iab_quality.py @@ -0,0 +1,159 @@ +from __future__ import annotations + +import os +from collections import Counter + +from combined_inference import classify_query +from iab_classifier import predict_iab_content_classifier_batch +from iab_retrieval import predict_iab_content_retrieval_batch +from iab_taxonomy import parse_path_label + + +def _include_shadow_retrieval_in_iab_views() -> bool: + """Shadow retrieval loads Alibaba-NLP/gte-Qwen2-1.5B (~7GB) when the taxonomy index exists.""" + value = os.environ.get("IAB_EVAL_INCLUDE_SHADOW_RETRIEVAL", "0").strip().lower() + return value in ("1", "true", "yes") + + +def path_from_content(content: dict) -> tuple[str, ...]: + path = [] + for tier in ("tier1", "tier2", "tier3", "tier4"): + if tier in content: + path.append(content[tier]["label"]) + return tuple(path) + + +def path_from_label(label: str) -> tuple[str, ...]: + return parse_path_label(label) + + +def is_parent_safe(true_path: tuple[str, ...], pred_path: tuple[str, ...]) -> bool: + if not pred_path: + return False + if len(pred_path) > len(true_path): + return False + return true_path[: len(pred_path)] == pred_path + + +def error_bucket(true_path: tuple[str, ...], pred_path: tuple[str, ...]) -> str: + if pred_path == true_path: + return "exact_match" + if not pred_path: + return "no_prediction" + if true_path[:1] != pred_path[:1]: + return "wrong_tier1" + if len(true_path) >= 2 and (len(pred_path) < 2 or true_path[:2] != pred_path[:2]): + return "right_tier1_wrong_tier2" + if is_parent_safe(true_path, pred_path): + return "parent_safe_stop" + return "wrong_deep_leaf" + + +def compute_path_metrics(true_paths: list[tuple[str, ...]], pred_paths: list[tuple[str, ...]]) -> dict: + total = len(true_paths) + if total == 0: + return { + "tier1_accuracy": 0.0, + "tier2_accuracy": 0.0, + "tier3_accuracy": 0.0, + "tier4_accuracy": 0.0, + "exact_path_accuracy": 0.0, + "parent_safe_accuracy": 0.0, + "average_prediction_depth": 0.0, + "error_buckets": {}, + } + + tier_hits = {1: 0, 2: 0, 3: 0, 4: 0} + tier_totals = {1: 0, 2: 0, 3: 0, 4: 0} + exact_hits = 0 + parent_safe_hits = 0 + buckets = Counter() + for true_path, pred_path in zip(true_paths, pred_paths): + if pred_path == true_path: + exact_hits += 1 + if is_parent_safe(true_path, pred_path): + parent_safe_hits += 1 + buckets[error_bucket(true_path, pred_path)] += 1 + for level in range(1, 5): + if len(true_path) < level: + continue + tier_totals[level] += 1 + if len(pred_path) >= level and true_path[:level] == pred_path[:level]: + tier_hits[level] += 1 + + return { + "tier1_accuracy": round(tier_hits[1] / max(tier_totals[1], 1), 4), + "tier2_accuracy": round(tier_hits[2] / max(tier_totals[2], 1), 4), + "tier3_accuracy": round(tier_hits[3] / max(tier_totals[3], 1), 4), + "tier4_accuracy": round(tier_hits[4] / max(tier_totals[4], 1), 4), + "exact_path_accuracy": round(exact_hits / total, 4), + "parent_safe_accuracy": round(parent_safe_hits / total, 4), + "average_prediction_depth": round(sum(len(path) for path in pred_paths) / total, 4), + "error_buckets": dict(sorted(buckets.items())), + } + + +def evaluate_iab_views(rows: list[dict], max_combined_rows: int = 500) -> dict: + texts = [row["text"] for row in rows] + true_paths = [path_from_label(row["iab_path"]) for row in rows] + classifier_outputs = predict_iab_content_classifier_batch(texts) + if not any(output is not None for output in classifier_outputs): + raise RuntimeError( + "IAB classifier artifacts are unavailable. Run `python3 training/train_iab.py` " + "and `python3 training/calibrate_confidence.py --head iab_content` " + "from the `agentic-intent-classifier` directory first." + ) + + classifier_paths = [path_from_content(output["content"]) if output is not None else tuple() for output in classifier_outputs] + views = {"classifier": compute_path_metrics(true_paths, classifier_paths)} + + if _include_shadow_retrieval_in_iab_views(): + retrieval_outputs = predict_iab_content_retrieval_batch(texts) + else: + retrieval_outputs = [None for _ in texts] + views["shadow_embedding_retrieval"] = { + "skipped": True, + "reason": "disabled_by_default", + "hint": "Set IAB_EVAL_INCLUDE_SHADOW_RETRIEVAL=1 to run shadow embedding retrieval (downloads/loads gte-Qwen2 when index is present).", + } + + if any(output is not None for output in retrieval_outputs): + retrieval_paths = [path_from_content(output["content"]) if output is not None else tuple() for output in retrieval_outputs] + views["shadow_embedding_retrieval"] = compute_path_metrics(true_paths, retrieval_paths) + + if len(rows) > max_combined_rows: + views["combined_path"] = { + "skipped": True, + "reason": "dataset_too_large_for_combined_view", + "count": len(rows), + "max_combined_rows": max_combined_rows, + } + views["disagreements"] = { + "skipped": True, + "reason": "dataset_too_large_for_combined_view", + "count": len(rows), + "max_combined_rows": max_combined_rows, + } + return views + + combined_payloads = [classify_query(text) for text in texts] + combined_contents = [payload["model_output"]["classification"]["iab_content"] for payload in combined_payloads] + combined_fallbacks = [bool(payload["model_output"].get("fallback")) for payload in combined_payloads] + combined_paths = [path_from_content(content) for content in combined_contents] + views["combined_path"] = { + **compute_path_metrics(true_paths, combined_paths), + "fallback_rate": round(sum(combined_fallbacks) / max(len(combined_fallbacks), 1), 4), + "fallback_overuse_count": sum(combined_fallbacks), + } + disagreements = { + "classifier_vs_combined": sum(1 for left, right in zip(classifier_paths, combined_paths) if left != right), + } + if any(output is not None for output in retrieval_outputs): + disagreements["retrieval_vs_classifier"] = sum( + 1 for left, right in zip(retrieval_paths, classifier_paths) if left != right + ) + disagreements["retrieval_vs_combined"] = sum( + 1 for left, right in zip(retrieval_paths, combined_paths) if left != right + ) + views["disagreements"] = disagreements + return views diff --git a/evaluation/regression_suite.py b/evaluation/regression_suite.py new file mode 100644 index 0000000000000000000000000000000000000000..7ed4eea39fd41c43da1ca2de3d146e27cfdb3833 --- /dev/null +++ b/evaluation/regression_suite.py @@ -0,0 +1,106 @@ +from __future__ import annotations + +import json +import sys +from pathlib import Path + +BASE_DIR = Path(__file__).resolve().parent.parent +if str(BASE_DIR) not in sys.path: + sys.path.insert(0, str(BASE_DIR)) + +from combined_inference import classify_query +from schemas import validate_classify_response + + +def load_cases(path: Path) -> list[dict]: + return json.loads(path.read_text(encoding="utf-8")) + + +def write_json(path: Path, payload: dict | list) -> None: + path.parent.mkdir(parents=True, exist_ok=True) + path.write_text(json.dumps(payload, indent=2, sort_keys=True) + "\n", encoding="utf-8") + + +def resolve_path(payload: dict, dotted_path: str): + value = payload + for part in dotted_path.split("."): + if isinstance(value, dict): + value = value.get(part) + else: + return None + return value + + +def evaluate_case_file(cases_path: Path, output_dir: Path, artifact_name: str) -> dict: + cases = load_cases(cases_path) + results = [] + counts_by_status: dict[str, dict[str, int]] = {} + + for case in cases: + payload = validate_classify_response(classify_query(case["text"])) + mismatches = [] + expected = case.get("expected", {}) + actual_snapshot = {} + for dotted_path, expected_value in expected.items(): + actual_value = resolve_path(payload, dotted_path) + actual_snapshot[dotted_path] = actual_value + if actual_value != expected_value: + mismatches.append( + { + "path": dotted_path, + "expected": expected_value, + "actual": actual_value, + } + ) + + status = case["status"] + bucket = counts_by_status.setdefault(status, {"total": 0, "passed": 0, "failed": 0}) + bucket["total"] += 1 + if mismatches: + bucket["failed"] += 1 + else: + bucket["passed"] += 1 + + results.append( + { + "id": case["id"], + "status": status, + "text": case["text"], + "notes": case.get("notes", ""), + "pass": not mismatches, + "mismatches": mismatches, + "expected": expected, + "actual": actual_snapshot, + } + ) + + summary = { + "cases_path": str(cases_path), + "count": len(results), + "passed": sum(1 for item in results if item["pass"]), + "failed": sum(1 for item in results if not item["pass"]), + "by_status": counts_by_status, + "results": results, + } + write_json(output_dir / artifact_name, summary) + return summary + + +def evaluate_known_failure_cases(cases_path: Path, output_dir: Path) -> dict: + return evaluate_case_file(cases_path, output_dir, "known_failure_regression.json") + + +def evaluate_iab_behavior_lock_cases(cases_path: Path, output_dir: Path) -> dict: + return evaluate_case_file(cases_path, output_dir, "iab_behavior_lock_regression.json") + + +def evaluate_iab_cross_vertical_behavior_lock_cases(cases_path: Path, output_dir: Path) -> dict: + return evaluate_case_file(cases_path, output_dir, "iab_cross_vertical_behavior_lock_regression.json") + + +def evaluate_iab_quality_target_cases(cases_path: Path, output_dir: Path) -> dict: + return evaluate_case_file(cases_path, output_dir, "iab_quality_target_eval.json") + + +def evaluate_iab_cross_vertical_quality_target_cases(cases_path: Path, output_dir: Path) -> dict: + return evaluate_case_file(cases_path, output_dir, "iab_cross_vertical_quality_target_eval.json") diff --git a/evaluation/run_evaluation.py b/evaluation/run_evaluation.py new file mode 100644 index 0000000000000000000000000000000000000000..c98952f874ba370950d086848edbb7968b80d5e0 --- /dev/null +++ b/evaluation/run_evaluation.py @@ -0,0 +1,370 @@ +from __future__ import annotations + +import os + +# Quieter logs when TensorFlow/XLA are pulled in indirectly (common on Colab). +os.environ.setdefault("TF_CPP_MIN_LOG_LEVEL", "2") +os.environ.setdefault("ABSL_MIN_LOG_LEVEL", "2") + +import argparse +import gc +import json +import sys +from pathlib import Path + +import pandas as pd +from sklearn.metrics import accuracy_score, classification_report, confusion_matrix, f1_score + +BASE_DIR = Path(__file__).resolve().parent.parent +if str(BASE_DIR) not in sys.path: + sys.path.insert(0, str(BASE_DIR)) + +from combined_inference import classify_query +from config import ( + DEFAULT_BENCHMARK_PATH, + EVALUATION_ARTIFACTS_DIR, + HEAD_CONFIGS, + IAB_HEAD_CONFIG, + IAB_BEHAVIOR_LOCK_CASES_PATH, + IAB_CROSS_VERTICAL_BEHAVIOR_LOCK_CASES_PATH, + IAB_CROSS_VERTICAL_QUALITY_TARGET_CASES_PATH, + IAB_QUALITY_TARGET_CASES_PATH, + KNOWN_FAILURE_CASES_PATH, + ensure_artifact_dirs, +) +from evaluation.regression_suite import ( + evaluate_iab_behavior_lock_cases, + evaluate_iab_cross_vertical_behavior_lock_cases, + evaluate_iab_cross_vertical_quality_target_cases, + evaluate_iab_quality_target_cases, + evaluate_known_failure_cases, +) +from evaluation.iab_quality import compute_path_metrics, evaluate_iab_views, path_from_label +from iab_classifier import predict_iab_content_classifier_batch +from model_runtime import get_head +from schemas import validate_classify_response + + +def _maybe_free_cuda_memory() -> None: + try: + import torch + + if torch.cuda.is_available(): + torch.cuda.empty_cache() + except Exception: + pass + + +def load_jsonl(path: Path) -> list[dict]: + with path.open("r", encoding="utf-8") as handle: + return [json.loads(line) for line in handle] + + +def write_json(path: Path, payload: dict | list) -> None: + path.parent.mkdir(parents=True, exist_ok=True) + path.write_text(json.dumps(payload, indent=2, sort_keys=True) + "\n", encoding="utf-8") + + +def evaluate_head_dataset(head_name: str, dataset_path: Path, suite_name: str, output_dir: Path) -> dict: + head = get_head(head_name) + config = head.config + rows = load_jsonl(dataset_path) + predictions = head.predict_batch([row["text"] for row in rows]) + + y_true = [row[config.label_field] for row in rows] + y_pred = [prediction["label"] for prediction in predictions] + accepted = [prediction["meets_confidence_threshold"] for prediction in predictions] + + confusion = confusion_matrix(y_true, y_pred, labels=list(config.labels)) + confusion_df = pd.DataFrame(confusion, index=config.labels, columns=config.labels) + confusion_path = output_dir / f"{head_name}_{suite_name}_confusion_matrix.csv" + confusion_df.to_csv(confusion_path) + + accepted_total_count = sum(accepted) + accepted_accuracy = ( + accuracy_score( + [truth for truth, keep in zip(y_true, accepted) if keep], + [pred for pred, keep in zip(y_pred, accepted) if keep], + ) + if accepted_total_count + else 0.0 + ) + + report = classification_report( + y_true, + y_pred, + labels=list(config.labels), + output_dict=True, + zero_division=0, + ) + difficulty_breakdown = None + if rows and all("difficulty" in row for row in rows): + difficulty_breakdown = {} + for difficulty in sorted({row["difficulty"] for row in rows}): + indices = [idx for idx, row in enumerate(rows) if row["difficulty"] == difficulty] + difficulty_true = [y_true[idx] for idx in indices] + difficulty_pred = [y_pred[idx] for idx in indices] + difficulty_accepted = [accepted[idx] for idx in indices] + difficulty_accepted_count = sum(difficulty_accepted) + difficulty_accepted_accuracy = ( + accuracy_score( + [truth for truth, keep in zip(difficulty_true, difficulty_accepted) if keep], + [pred for pred, keep in zip(difficulty_pred, difficulty_accepted) if keep], + ) + if difficulty_accepted_count + else 0.0 + ) + difficulty_breakdown[difficulty] = { + "count": len(indices), + "accuracy": round(float(accuracy_score(difficulty_true, difficulty_pred)), 4), + "macro_f1": round(float(f1_score(difficulty_true, difficulty_pred, average="macro")), 4), + "accepted_coverage": round(float(difficulty_accepted_count / len(indices)), 4), + "accepted_accuracy": round(float(difficulty_accepted_accuracy), 4), + "fallback_rate": round(float(1 - (difficulty_accepted_count / len(indices))), 4), + } + summary = { + "head": head_name, + "suite": suite_name, + "dataset_path": str(dataset_path), + "count": len(rows), + "accuracy": round(float(accuracy_score(y_true, y_pred)), 4), + "macro_f1": round(float(f1_score(y_true, y_pred, average="macro")), 4), + "accepted_coverage": round(float(accepted_total_count / len(rows)), 4), + "accepted_accuracy": round(float(accepted_accuracy), 4), + "fallback_rate": round(float(1 - (accepted_total_count / len(rows))), 4), + "per_class_metrics": report, + "confusion_matrix_path": str(confusion_path), + } + if difficulty_breakdown is not None: + summary["difficulty_breakdown"] = difficulty_breakdown + write_json(output_dir / f"{head_name}_{suite_name}_report.json", summary) + return summary + + +def evaluate_iab_dataset(dataset_path: Path, suite_name: str, output_dir: Path) -> dict: + rows = load_jsonl(dataset_path) + true_paths = [path_from_label(row["iab_path"]) for row in rows] + true_labels = [row["iab_path"] for row in rows] + predictions = predict_iab_content_classifier_batch([row["text"] for row in rows]) + if not any(output is not None for output in predictions): + raise RuntimeError( + "IAB classifier artifacts are unavailable. Run `python3 training/train_iab.py` " + "and `python3 training/calibrate_confidence.py --head iab_content` " + "from the `agentic-intent-classifier` directory first." + ) + + pred_paths = [ + tuple(output["path"]) if output is not None else tuple() + for output in predictions + ] + accepted = [bool(output and output["meets_confidence_threshold"]) for output in predictions] + source = next((output["source"] for output in predictions if output is not None), "supervised_classifier") + pred_labels = [" > ".join(path) if path else "__no_prediction__" for path in pred_paths] + + accepted_total_count = sum(accepted) + accepted_accuracy = ( + sum(1 for truth, pred, keep in zip(true_paths, pred_paths, accepted) if keep and truth == pred) / accepted_total_count + if accepted_total_count + else 0.0 + ) + difficulty_breakdown = None + if rows and all("difficulty" in row for row in rows): + difficulty_breakdown = {} + for difficulty in sorted({row["difficulty"] for row in rows}): + indices = [idx for idx, row in enumerate(rows) if row["difficulty"] == difficulty] + difficulty_true_paths = [true_paths[idx] for idx in indices] + difficulty_pred_paths = [pred_paths[idx] for idx in indices] + difficulty_true_labels = [true_labels[idx] for idx in indices] + difficulty_pred_labels = [pred_labels[idx] for idx in indices] + difficulty_accepted = [accepted[idx] for idx in indices] + difficulty_accepted_count = sum(difficulty_accepted) + difficulty_accepted_accuracy = ( + sum( + 1 + for truth, pred, keep in zip(difficulty_true_paths, difficulty_pred_paths, difficulty_accepted) + if keep and truth == pred + ) + / difficulty_accepted_count + if difficulty_accepted_count + else 0.0 + ) + difficulty_breakdown[difficulty] = { + "count": len(indices), + "accuracy": round( + float(sum(1 for truth, pred in zip(difficulty_true_paths, difficulty_pred_paths) if truth == pred) / max(len(indices), 1)), + 4, + ), + "macro_f1": round(float(f1_score(difficulty_true_labels, difficulty_pred_labels, average="macro")), 4), + "accepted_coverage": round(float(difficulty_accepted_count / max(len(indices), 1)), 4), + "accepted_accuracy": round(float(difficulty_accepted_accuracy), 4), + "fallback_rate": round(float(1 - (difficulty_accepted_count / max(len(indices), 1))), 4), + } + summary = { + "head": "iab_content", + "suite": suite_name, + "dataset_path": str(dataset_path), + "count": len(rows), + "accuracy": round(float(sum(1 for truth, pred in zip(true_paths, pred_paths) if truth == pred) / max(len(rows), 1)), 4), + "macro_f1": round(float(f1_score(true_labels, pred_labels, average="macro")), 4), + "accepted_coverage": round(float(accepted_total_count / max(len(rows), 1)), 4), + "accepted_accuracy": round(float(accepted_accuracy), 4), + "fallback_rate": round(float(1 - (accepted_total_count / max(len(rows), 1))), 4), + "primary_source": source, + "tier_metrics": compute_path_metrics(true_paths, pred_paths), + "view_metrics": evaluate_iab_views(rows), + } + if difficulty_breakdown is not None: + summary["difficulty_breakdown"] = difficulty_breakdown + write_json(output_dir / f"iab_content_{suite_name}_report.json", summary) + return summary + + +def evaluate_combined_benchmark(path: Path, output_dir: Path) -> dict: + benchmark = json.loads(path.read_text(encoding="utf-8")) + outputs = [] + fallback_applied = 0 + for item in benchmark: + payload = validate_classify_response(classify_query(item["input"])) + if payload["model_output"].get("fallback"): + fallback_applied += 1 + outputs.append( + { + "input": item["input"], + "expected_behavior": item["expected_behavior"], + "response": payload, + } + ) + write_json(output_dir / "combined_demo_benchmark.json", outputs) + return { + "benchmark_path": str(path), + "count": len(outputs), + "fallback_rate": round(fallback_applied / len(outputs), 4) if outputs else 0.0, + "output_path": str(output_dir / "combined_demo_benchmark.json"), + } + + +def main() -> None: + parser = argparse.ArgumentParser(description="Run repeatable evaluation for classifier heads and combined output.") + parser.add_argument( + "--output-dir", + default=str(EVALUATION_ARTIFACTS_DIR / "latest"), + help="Directory to write evaluation artifacts into.", + ) + parser.add_argument( + "--skip-iab-train-eval", + action="store_true", + help="Skip the IAB train split (largest JSONL). Use on low-RAM hosts (e.g. Colab free tier).", + ) + args = parser.parse_args() + + ensure_artifact_dirs() + output_dir = Path(args.output_dir) + output_dir.mkdir(parents=True, exist_ok=True) + + summary = {"heads": {}, "combined": {}} + for head_name, config in HEAD_CONFIGS.items(): + if head_name == "iab_content": + continue + head_summary = {} + for split_name, split_path in config.split_paths.items(): + head_summary[split_name] = evaluate_head_dataset(head_name, split_path, split_name, output_dir) + for suite_name, suite_path in config.stress_suite_paths.items(): + head_summary[suite_name] = evaluate_head_dataset(head_name, suite_path, suite_name, output_dir) + summary["heads"][head_name] = head_summary + gc.collect() + _maybe_free_cuda_memory() + + iab_summary = {} + for split_name, split_path in IAB_HEAD_CONFIG.split_paths.items(): + if args.skip_iab_train_eval and split_name == "train": + continue + iab_summary[split_name] = evaluate_iab_dataset(split_path, split_name, output_dir) + gc.collect() + _maybe_free_cuda_memory() + for suite_name, suite_path in IAB_HEAD_CONFIG.stress_suite_paths.items(): + iab_summary[suite_name] = evaluate_iab_dataset(suite_path, suite_name, output_dir) + gc.collect() + _maybe_free_cuda_memory() + summary["heads"]["iab_content"] = iab_summary + + summary["combined"]["demo_benchmark"] = evaluate_combined_benchmark(DEFAULT_BENCHMARK_PATH, output_dir) + summary["combined"]["known_failure_regression"] = evaluate_known_failure_cases(KNOWN_FAILURE_CASES_PATH, output_dir) + summary["combined"]["iab_behavior_lock_regression"] = evaluate_iab_behavior_lock_cases( + IAB_BEHAVIOR_LOCK_CASES_PATH, + output_dir, + ) + summary["combined"]["iab_cross_vertical_behavior_lock_regression"] = evaluate_iab_cross_vertical_behavior_lock_cases( + IAB_CROSS_VERTICAL_BEHAVIOR_LOCK_CASES_PATH, + output_dir, + ) + summary["combined"]["iab_quality_target_eval"] = evaluate_iab_quality_target_cases( + IAB_QUALITY_TARGET_CASES_PATH, + output_dir, + ) + summary["combined"]["iab_cross_vertical_quality_target_eval"] = evaluate_iab_cross_vertical_quality_target_cases( + IAB_CROSS_VERTICAL_QUALITY_TARGET_CASES_PATH, + output_dir, + ) + write_json(output_dir / "summary.json", summary) + compact_summary = { + "heads": { + head_name: { + "test": { + key: head_summary["test"][key] + for key in ( + "count", + "accuracy", + "macro_f1", + "accepted_accuracy", + "accepted_coverage", + "fallback_rate", + ) + } + | ( + {"tier_metrics": head_summary["test"]["tier_metrics"]} + if "tier_metrics" in head_summary["test"] + else {} + ) + } + for head_name, head_summary in summary["heads"].items() + }, + "combined": { + "demo_benchmark": summary["combined"]["demo_benchmark"], + "known_failure_regression": { + "count": summary["combined"]["known_failure_regression"]["count"], + "passed": summary["combined"]["known_failure_regression"]["passed"], + "failed": summary["combined"]["known_failure_regression"]["failed"], + "by_status": summary["combined"]["known_failure_regression"]["by_status"], + }, + "iab_behavior_lock_regression": { + "count": summary["combined"]["iab_behavior_lock_regression"]["count"], + "passed": summary["combined"]["iab_behavior_lock_regression"]["passed"], + "failed": summary["combined"]["iab_behavior_lock_regression"]["failed"], + "by_status": summary["combined"]["iab_behavior_lock_regression"]["by_status"], + }, + "iab_cross_vertical_behavior_lock_regression": { + "count": summary["combined"]["iab_cross_vertical_behavior_lock_regression"]["count"], + "passed": summary["combined"]["iab_cross_vertical_behavior_lock_regression"]["passed"], + "failed": summary["combined"]["iab_cross_vertical_behavior_lock_regression"]["failed"], + "by_status": summary["combined"]["iab_cross_vertical_behavior_lock_regression"]["by_status"], + }, + "iab_quality_target_eval": { + "count": summary["combined"]["iab_quality_target_eval"]["count"], + "passed": summary["combined"]["iab_quality_target_eval"]["passed"], + "failed": summary["combined"]["iab_quality_target_eval"]["failed"], + "by_status": summary["combined"]["iab_quality_target_eval"]["by_status"], + }, + "iab_cross_vertical_quality_target_eval": { + "count": summary["combined"]["iab_cross_vertical_quality_target_eval"]["count"], + "passed": summary["combined"]["iab_cross_vertical_quality_target_eval"]["passed"], + "failed": summary["combined"]["iab_cross_vertical_quality_target_eval"]["failed"], + "by_status": summary["combined"]["iab_cross_vertical_quality_target_eval"]["by_status"], + }, + }, + "summary_path": str(output_dir / "summary.json"), + } + print(json.dumps(compact_summary, indent=2)) + + +if __name__ == "__main__": + main() diff --git a/evaluation/run_iab_mapping_suite.py b/evaluation/run_iab_mapping_suite.py new file mode 100644 index 0000000000000000000000000000000000000000..963cdbc5cbe5b1a5d1d5dd2056943125164083f5 --- /dev/null +++ b/evaluation/run_iab_mapping_suite.py @@ -0,0 +1,35 @@ +from __future__ import annotations + +import argparse +import json +import sys +from pathlib import Path + +BASE_DIR = Path(__file__).resolve().parent.parent +if str(BASE_DIR) not in sys.path: + sys.path.insert(0, str(BASE_DIR)) + +from config import EVALUATION_ARTIFACTS_DIR, IAB_BEHAVIOR_LOCK_CASES_PATH +from evaluation.regression_suite import evaluate_iab_behavior_lock_cases + + +def main() -> None: + parser = argparse.ArgumentParser(description="Run behavior-lock IAB content regression checks.") + parser.add_argument( + "--cases-path", + default=str(IAB_BEHAVIOR_LOCK_CASES_PATH), + help="Structured behavior-lock IAB case file to execute.", + ) + parser.add_argument( + "--output-dir", + default=str(EVALUATION_ARTIFACTS_DIR / "latest"), + help="Directory to write regression artifacts into.", + ) + args = parser.parse_args() + + summary = evaluate_iab_behavior_lock_cases(Path(args.cases_path), Path(args.output_dir)) + print(json.dumps(summary, indent=2)) + + +if __name__ == "__main__": + main() diff --git a/evaluation/run_iab_quality_suite.py b/evaluation/run_iab_quality_suite.py new file mode 100644 index 0000000000000000000000000000000000000000..b1d4322a723bd2bfef868e8b56e1497f824f9e98 --- /dev/null +++ b/evaluation/run_iab_quality_suite.py @@ -0,0 +1,54 @@ +from __future__ import annotations + +import argparse +import json +import sys +from pathlib import Path + +BASE_DIR = Path(__file__).resolve().parent.parent +if str(BASE_DIR) not in sys.path: + sys.path.insert(0, str(BASE_DIR)) + +from config import ( + EVALUATION_ARTIFACTS_DIR, + IAB_CROSS_VERTICAL_QUALITY_TARGET_CASES_PATH, + IAB_QUALITY_TARGET_CASES_PATH, +) +from evaluation.regression_suite import ( + evaluate_iab_cross_vertical_quality_target_cases, + evaluate_iab_quality_target_cases, +) + + +def main() -> None: + parser = argparse.ArgumentParser(description="Run curated IAB quality-target evaluation cases.") + parser.add_argument( + "--cases-path", + default=str(IAB_QUALITY_TARGET_CASES_PATH), + help="Curated IAB quality-target case file to execute.", + ) + parser.add_argument( + "--cross-vertical-cases-path", + default=str(IAB_CROSS_VERTICAL_QUALITY_TARGET_CASES_PATH), + help="Cross-vertical IAB quality-target case file to execute.", + ) + parser.add_argument( + "--output-dir", + default=str(EVALUATION_ARTIFACTS_DIR / "latest"), + help="Directory to write evaluation artifacts into.", + ) + args = parser.parse_args() + + output_dir = Path(args.output_dir) + summary = { + "curated_quality_targets": evaluate_iab_quality_target_cases(Path(args.cases_path), output_dir), + "cross_vertical_quality_targets": evaluate_iab_cross_vertical_quality_target_cases( + Path(args.cross_vertical_cases_path), + output_dir, + ), + } + print(json.dumps(summary, indent=2)) + + +if __name__ == "__main__": + main() diff --git a/evaluation/run_regression_suite.py b/evaluation/run_regression_suite.py new file mode 100644 index 0000000000000000000000000000000000000000..2ecf3ce43cc64ab577c8fa9fbf6cc5ea87f3f8e2 --- /dev/null +++ b/evaluation/run_regression_suite.py @@ -0,0 +1,35 @@ +from __future__ import annotations + +import argparse +import json +import sys +from pathlib import Path + +BASE_DIR = Path(__file__).resolve().parent.parent +if str(BASE_DIR) not in sys.path: + sys.path.insert(0, str(BASE_DIR)) + +from config import EVALUATION_ARTIFACTS_DIR, KNOWN_FAILURE_CASES_PATH +from evaluation.regression_suite import evaluate_known_failure_cases + + +def main() -> None: + parser = argparse.ArgumentParser(description="Run structured known-failure regression checks.") + parser.add_argument( + "--cases-path", + default=str(KNOWN_FAILURE_CASES_PATH), + help="Structured known-failure case file to execute.", + ) + parser.add_argument( + "--output-dir", + default=str(EVALUATION_ARTIFACTS_DIR / "latest"), + help="Directory to write regression artifacts into.", + ) + args = parser.parse_args() + + summary = evaluate_known_failure_cases(Path(args.cases_path), Path(args.output_dir)) + print(json.dumps(summary, indent=2)) + + +if __name__ == "__main__": + main() diff --git a/evaluation/sweep_intent_threshold.py b/evaluation/sweep_intent_threshold.py new file mode 100644 index 0000000000000000000000000000000000000000..24278f001941727d698f088a8f09623bbf985713 --- /dev/null +++ b/evaluation/sweep_intent_threshold.py @@ -0,0 +1,263 @@ +from __future__ import annotations + +import argparse +import json +import sys +from pathlib import Path + +BASE_DIR = Path(__file__).resolve().parent.parent +if str(BASE_DIR) not in sys.path: + sys.path.insert(0, str(BASE_DIR)) + +from combined_inference import classify_query +from config import BASE_DIR, INTENT_HEAD_CONFIG, ensure_artifact_dirs +from model_runtime import get_head +from schemas import validate_classify_response + +DEFAULT_THRESHOLDS = [0.0, 0.1, 0.15, 0.2, 0.25, 0.3, 0.35, 0.4, 0.45] +SAFE_INTENT_TYPES = {"ambiguous", "personal_reflection", "support"} +OBVIOUS_INTENT_TYPES = {"informational", "commercial", "transactional"} +SWEEP_SUITE_PATH = BASE_DIR / "examples" / "intent_threshold_sweep_suite.json" +OUTPUT_PATH = BASE_DIR / "artifacts" / "evaluation" / "intent_threshold_sweep.json" + + +def load_jsonl(path: Path) -> list[dict]: + with path.open("r", encoding="utf-8") as handle: + return [json.loads(line) for line in handle] + + +def load_json(path: Path) -> list[dict]: + return json.loads(path.read_text(encoding="utf-8")) + + +def round_score(value: float) -> float: + return round(float(value), 4) + + +def write_json(path: Path, payload: dict) -> None: + path.parent.mkdir(parents=True, exist_ok=True) + path.write_text(json.dumps(payload, indent=2, sort_keys=True) + "\n", encoding="utf-8") + + +def evaluate_intent_head_threshold(threshold: float) -> dict: + head = get_head("intent_type") + dataset_specs = [ + ("val", INTENT_HEAD_CONFIG.split_paths["val"]), + ("test", INTENT_HEAD_CONFIG.split_paths["test"]), + ("hard_cases", BASE_DIR / "data" / "hard_cases.jsonl"), + ("third_wave_cases", BASE_DIR / "data" / "third_wave_cases.jsonl"), + ] + rows = [] + for suite_name, path in dataset_specs: + for item in load_jsonl(path): + rows.append({"suite": suite_name, **item}) + + predictions = head.predict_batch([row["text"] for row in rows], confidence_threshold=threshold) + obvious_total = 0 + obvious_fallback = 0 + ambiguous_total = 0 + ambiguous_bad_allow = 0 + intent_only_safe_pred = 0 + + for row, prediction in zip(rows, predictions): + predicted_label = prediction["label"] + head_would_fallback = (not prediction["meets_confidence_threshold"]) or (predicted_label in SAFE_INTENT_TYPES) + + if row[INTENT_HEAD_CONFIG.label_field] in OBVIOUS_INTENT_TYPES: + obvious_total += 1 + if head_would_fallback: + obvious_fallback += 1 + + if row[INTENT_HEAD_CONFIG.label_field] == "ambiguous": + ambiguous_total += 1 + if not head_would_fallback: + ambiguous_bad_allow += 1 + + if head_would_fallback and predicted_label in SAFE_INTENT_TYPES: + intent_only_safe_pred += 1 + + return { + "obvious_prompt_count": obvious_total, + "obvious_false_fallback_rate": round_score(obvious_fallback / obvious_total) if obvious_total else 0.0, + "ambiguous_prompt_count": ambiguous_total, + "ambiguous_bad_allow_rate": round_score(ambiguous_bad_allow / ambiguous_total) if ambiguous_total else 0.0, + "safe_predicate_rate": round_score(intent_only_safe_pred / len(rows)) if rows else 0.0, + } + + +def evaluate_combined_threshold(threshold: float) -> dict: + suite = load_json(SWEEP_SUITE_PATH) + benchmark = load_json(BASE_DIR / "examples" / "demo_prompt_suite.json") + + obvious_total = 0 + obvious_false_fallback = 0 + safe_total = 0 + safe_bad_allow = 0 + intent_only = 0 + phase_only = 0 + both = 0 + policy_safe = 0 + + suite_outputs = [] + for item in suite: + payload = validate_classify_response(classify_query(item["input"], threshold_overrides={"intent_type": threshold})) + fallback = payload["model_output"].get("fallback") + fallback_applied = fallback is not None + failed_components = set((fallback or {}).get("failed_components", [])) + + if item["expected_outcome"] == "pass": + obvious_total += 1 + if fallback_applied: + obvious_false_fallback += 1 + else: + safe_total += 1 + if not fallback_applied: + safe_bad_allow += 1 + + if fallback_applied: + if failed_components == {"intent_type"}: + intent_only += 1 + elif failed_components == {"decision_phase"}: + phase_only += 1 + elif failed_components == {"intent_type", "decision_phase"}: + both += 1 + else: + policy_safe += 1 + + suite_outputs.append( + { + "input": item["input"], + "expected_outcome": item["expected_outcome"], + "fallback_applied": fallback_applied, + "failed_components": sorted(failed_components), + "intent_type": payload["model_output"]["classification"]["intent"]["type"], + "decision_phase": payload["model_output"]["classification"]["intent"]["decision_phase"], + "intent_confidence": payload["model_output"]["classification"]["intent"]["component_confidence"]["intent_type"]["confidence"], + "phase_confidence": payload["model_output"]["classification"]["intent"]["component_confidence"]["decision_phase"]["confidence"], + } + ) + + benchmark_fallbacks = [] + for item in benchmark: + payload = validate_classify_response(classify_query(item["input"], threshold_overrides={"intent_type": threshold})) + fallback = payload["model_output"].get("fallback") + fallback_applied = fallback is not None + failed_components = set((fallback or {}).get("failed_components", [])) + benchmark_fallbacks.append( + { + "fallback_applied": fallback_applied, + "intent_only": failed_components == {"intent_type"}, + "phase_only": failed_components == {"decision_phase"}, + "both": failed_components == {"intent_type", "decision_phase"}, + } + ) + + total_suite_fallbacks = intent_only + phase_only + both + policy_safe + benchmark_total_fallbacks = sum(1 for item in benchmark_fallbacks if item["fallback_applied"]) + return { + "suite_path": str(SWEEP_SUITE_PATH), + "obvious_prompt_count": obvious_total, + "false_fallback_rate_on_obvious_prompts": round_score(obvious_false_fallback / obvious_total) if obvious_total else 0.0, + "safe_prompt_count": safe_total, + "bad_allow_rate_on_safe_prompts": round_score(safe_bad_allow / safe_total) if safe_total else 0.0, + "fallback_responsibility": { + "intent_only": intent_only, + "phase_only": phase_only, + "both": both, + "policy_safe": policy_safe, + "intent_share_of_threshold_fallbacks": round_score( + (intent_only + both) / (intent_only + phase_only + both) + ) + if (intent_only + phase_only + both) + else 0.0, + "phase_share_of_threshold_fallbacks": round_score( + (phase_only + both) / (intent_only + phase_only + both) + ) + if (intent_only + phase_only + both) + else 0.0, + "fallback_rate": round_score(total_suite_fallbacks / len(suite)) if suite else 0.0, + }, + "benchmark_fallback_rate": round_score(benchmark_total_fallbacks / len(benchmark)) if benchmark else 0.0, + "benchmark_intent_only_fallback_rate": round_score( + sum(1 for item in benchmark_fallbacks if item["intent_only"]) / len(benchmark) + ) + if benchmark + else 0.0, + "benchmark_phase_only_fallback_rate": round_score( + sum(1 for item in benchmark_fallbacks if item["phase_only"]) / len(benchmark) + ) + if benchmark + else 0.0, + "suite_outputs": suite_outputs, + } + + +def pick_recommended_threshold(results: list[dict]) -> dict: + return min( + results, + key=lambda item: ( + item["combined"]["bad_allow_rate_on_safe_prompts"], + item["head"]["ambiguous_bad_allow_rate"], + item["combined"]["false_fallback_rate_on_obvious_prompts"], + abs(item["combined"]["fallback_responsibility"]["intent_share_of_threshold_fallbacks"] - 0.5), + item["combined"]["benchmark_fallback_rate"], + item["threshold"], + ), + ) + + +def apply_threshold(threshold: float) -> None: + calibration_path = INTENT_HEAD_CONFIG.calibration_path + payload = json.loads(calibration_path.read_text(encoding="utf-8")) + payload["confidence_threshold"] = round_score(threshold) + payload["threshold_selection_mode"] = "manual_sweep" + write_json(calibration_path, payload) + + +def main() -> None: + parser = argparse.ArgumentParser(description="Sweep candidate intent_type thresholds and compare end-to-end behavior.") + parser.add_argument( + "--thresholds", + nargs="*", + type=float, + default=DEFAULT_THRESHOLDS, + help="Candidate thresholds to evaluate.", + ) + parser.add_argument( + "--apply-threshold", + type=float, + default=None, + help="Optional threshold to write into the intent_type calibration artifact after evaluation.", + ) + args = parser.parse_args() + + ensure_artifact_dirs() + thresholds = [round_score(value) for value in args.thresholds] + results = [] + for threshold in thresholds: + results.append( + { + "threshold": threshold, + "head": evaluate_intent_head_threshold(threshold), + "combined": evaluate_combined_threshold(threshold), + } + ) + + recommended = pick_recommended_threshold(results) + output = { + "thresholds": thresholds, + "results": results, + "recommended_threshold": recommended["threshold"], + } + write_json(OUTPUT_PATH, output) + + if args.apply_threshold is not None: + apply_threshold(args.apply_threshold) + output["applied_threshold"] = round_score(args.apply_threshold) + write_json(OUTPUT_PATH, output) + + print(json.dumps(output, indent=2)) + + +if __name__ == "__main__": + main() diff --git a/examples/canonical_demo_examples.json b/examples/canonical_demo_examples.json new file mode 100644 index 0000000000000000000000000000000000000000..388b7cb1caaad70875832e83dff568f6544c83a6 --- /dev/null +++ b/examples/canonical_demo_examples.json @@ -0,0 +1,207 @@ +[ + { + "input": "What is CRM software?", + "why_it_matters": "Pure informational awareness example.", + "model_output": { + "classification": { + "intent": { + "type": "informational", + "decision_phase": "awareness", + "confidence": 0.345, + "commercial_score": 0.13, + "summary": "Classified as informational intent in the awareness phase." + } + }, + "fallback": { + "applied": true, + "fallback_intent_type": "ambiguous", + "fallback_monetization_eligibility": "not_allowed", + "reason": "confidence_below_threshold" + } + }, + "system_decision": { + "policy": { + "monetization_eligibility": "not_allowed", + "eligibility_reason": "confidence_below_threshold", + "decision_basis": "fallback_low_confidence", + "applied_thresholds": { + "commercial_score_min": 0.6, + "confidence_min": 0.45 + }, + "sensitivity": "medium", + "regulated_vertical": false + }, + "opportunity": { + "type": "none", + "strength": "low" + }, + "intent_trajectory": [ + "awareness" + ] + } + }, + { + "input": "HubSpot vs Zoho for a small team", + "why_it_matters": "Commercial comparison in the middle of the buying journey.", + "model_output": { + "classification": { + "intent": { + "type": "commercial", + "decision_phase": "consideration", + "confidence": 0.2854, + "commercial_score": 0.73, + "summary": "Classified as commercial intent in the consideration phase." + } + }, + "fallback": { + "applied": true, + "fallback_intent_type": "ambiguous", + "fallback_monetization_eligibility": "not_allowed", + "reason": "confidence_below_threshold" + } + }, + "system_decision": { + "policy": { + "monetization_eligibility": "not_allowed", + "eligibility_reason": "confidence_below_threshold", + "decision_basis": "fallback_low_confidence", + "applied_thresholds": { + "commercial_score_min": 0.6, + "confidence_min": 0.45 + }, + "sensitivity": "medium", + "regulated_vertical": false + }, + "opportunity": { + "type": "none", + "strength": "low" + }, + "intent_trajectory": [ + "consideration" + ] + } + }, + { + "input": "Which CRM should I buy for a 3-person startup?", + "why_it_matters": "Decision-stage buying query that still shows conservative fallback behavior.", + "model_output": { + "classification": { + "intent": { + "type": "informational", + "decision_phase": "decision", + "confidence": 0.2538, + "commercial_score": 0.43, + "summary": "Classified as informational intent in the decision phase." + } + }, + "fallback": { + "applied": true, + "fallback_intent_type": "ambiguous", + "fallback_monetization_eligibility": "not_allowed", + "reason": "confidence_below_threshold" + } + }, + "system_decision": { + "policy": { + "monetization_eligibility": "not_allowed", + "eligibility_reason": "confidence_below_threshold", + "decision_basis": "fallback_low_confidence", + "applied_thresholds": { + "commercial_score_min": 0.6, + "confidence_min": 0.45 + }, + "sensitivity": "medium", + "regulated_vertical": false + }, + "opportunity": { + "type": "none", + "strength": "low" + }, + "intent_trajectory": [ + "decision" + ] + } + }, + { + "input": "Start my free trial", + "why_it_matters": "Action-stage transactional example.", + "model_output": { + "classification": { + "intent": { + "type": "transactional", + "decision_phase": "action", + "confidence": 0.1778, + "commercial_score": 0.97, + "summary": "Classified as transactional intent in the action phase." + } + }, + "fallback": { + "applied": true, + "fallback_intent_type": "ambiguous", + "fallback_monetization_eligibility": "not_allowed", + "reason": "confidence_below_threshold" + } + }, + "system_decision": { + "policy": { + "monetization_eligibility": "not_allowed", + "eligibility_reason": "confidence_below_threshold", + "decision_basis": "fallback_low_confidence", + "applied_thresholds": { + "commercial_score_min": 0.6, + "confidence_min": 0.45 + }, + "sensitivity": "medium", + "regulated_vertical": false + }, + "opportunity": { + "type": "none", + "strength": "low" + }, + "intent_trajectory": [ + "action" + ] + } + }, + { + "input": "I cannot log into my account", + "why_it_matters": "Support-like case that should fail safe and block monetization.", + "model_output": { + "classification": { + "intent": { + "type": "personal_reflection", + "decision_phase": "support", + "confidence": 0.2429, + "commercial_score": 0.0, + "summary": "Classified as personal_reflection intent in the support phase." + } + }, + "fallback": { + "applied": true, + "fallback_intent_type": "personal_reflection", + "fallback_monetization_eligibility": "not_allowed", + "reason": "policy_default" + } + }, + "system_decision": { + "policy": { + "monetization_eligibility": "not_allowed", + "eligibility_reason": "policy_default", + "decision_basis": "fallback_low_confidence", + "applied_thresholds": { + "commercial_score_min": 0.6, + "confidence_min": 0.45 + }, + "sensitivity": "high", + "regulated_vertical": false + }, + "opportunity": { + "type": "none", + "strength": "low" + }, + "intent_trajectory": [ + "support" + ] + } + } +] diff --git a/examples/composed_output_examples.md b/examples/composed_output_examples.md new file mode 100644 index 0000000000000000000000000000000000000000..81845fc00ea926f3040be33e804a709533079378 --- /dev/null +++ b/examples/composed_output_examples.md @@ -0,0 +1,80 @@ +# Composed Output Examples + +These examples show the end-to-end flow: + +`query -> model_output -> system_decision` + +## 1. Informational Awareness + +Query: + +```text +What is CRM software? +``` + +Observed behavior: + +- classified as `intent.type=informational` +- classified as `decision_phase=awareness` +- fell back because confidence is below the demo threshold +- system decision sets `monetization_eligibility=not_allowed` + +Why fallback happened: + +- the phase is sensible, but the combined confidence is still too low for monetization decisions + +## 2. Commercial Comparison + +Query: + +```text +Compare AI search monetization platforms for publishers +``` + +Observed behavior: + +- classified as `intent.type=commercial` +- classified as `decision_phase=consideration` +- still falls back due low confidence +- opportunity remains `none` because fallback takes precedence + +Why fallback happened: + +- the underlying labels are directionally right, but the frozen baseline is intentionally conservative + +## 3. Post-Purchase Setup + +Query: + +```text +How do I set up my new CRM? +``` + +Observed behavior: + +- classified as `decision_phase=post_purchase` +- treated as low-confidence informational setup behavior +- system decision stays restricted + +Why fallback happened: + +- the system recognizes the lifecycle stage, but confidence is not high enough to remove fallback + +## 4. Support / Sensitive + +Query: + +```text +I cannot log into my account +``` + +Observed behavior: + +- classified as `decision_phase=support` +- intent-type falls into `personal_reflection` in `v0.1` +- fallback applies with `policy_default` +- monetization is blocked + +Why fallback happened: + +- this is a known limitation of the intent-type head and exactly the kind of case that should fail safe diff --git a/examples/demo_prompt_suite.json b/examples/demo_prompt_suite.json new file mode 100644 index 0000000000000000000000000000000000000000..e96a93cef545dbe80db7789a25017bea0da7ee07 --- /dev/null +++ b/examples/demo_prompt_suite.json @@ -0,0 +1,617 @@ +[ + { + "input": "What is CRM software?", + "expected_behavior": "Should read as informational awareness and fail safe via fallback because confidence is still low.", + "model_output": { + "classification": { + "intent": { + "type": "informational", + "decision_phase": "awareness", + "confidence": 0.345, + "commercial_score": 0.13, + "summary": "Classified as informational intent in the awareness phase." + } + }, + "fallback": { + "applied": true, + "fallback_intent_type": "ambiguous", + "fallback_monetization_eligibility": "not_allowed", + "reason": "confidence_below_threshold" + } + }, + "system_decision": { + "policy": { + "monetization_eligibility": "not_allowed", + "eligibility_reason": "confidence_below_threshold", + "decision_basis": "fallback_low_confidence", + "applied_thresholds": { + "commercial_score_min": 0.6, + "confidence_min": 0.45 + }, + "sensitivity": "medium", + "regulated_vertical": false + }, + "opportunity": { + "type": "none", + "strength": "low" + }, + "intent_trajectory": [ + "awareness" + ] + } + }, + { + "input": "Help me understand CRM basics", + "expected_behavior": "Should lean informational research and still fall back conservatively.", + "model_output": { + "classification": { + "intent": { + "type": "informational", + "decision_phase": "research", + "confidence": 0.233, + "commercial_score": 0.23, + "summary": "Classified as informational intent in the research phase." + } + }, + "fallback": { + "applied": true, + "fallback_intent_type": "ambiguous", + "fallback_monetization_eligibility": "not_allowed", + "reason": "confidence_below_threshold" + } + }, + "system_decision": { + "policy": { + "monetization_eligibility": "not_allowed", + "eligibility_reason": "confidence_below_threshold", + "decision_basis": "fallback_low_confidence", + "applied_thresholds": { + "commercial_score_min": 0.6, + "confidence_min": 0.45 + }, + "sensitivity": "medium", + "regulated_vertical": false + }, + "opportunity": { + "type": "none", + "strength": "low" + }, + "intent_trajectory": [ + "research" + ] + } + }, + { + "input": "Best CRM for small teams", + "expected_behavior": "Should behave like a commercial comparison or selection query, but v0.1 still falls back because confidence is low.", + "model_output": { + "classification": { + "intent": { + "type": "commercial", + "decision_phase": "consideration", + "confidence": 0.197, + "commercial_score": 0.73, + "summary": "Classified as commercial intent in the consideration phase." + } + }, + "fallback": { + "applied": true, + "fallback_intent_type": "ambiguous", + "fallback_monetization_eligibility": "not_allowed", + "reason": "confidence_below_threshold" + } + }, + "system_decision": { + "policy": { + "monetization_eligibility": "not_allowed", + "eligibility_reason": "confidence_below_threshold", + "decision_basis": "fallback_low_confidence", + "applied_thresholds": { + "commercial_score_min": 0.6, + "confidence_min": 0.45 + }, + "sensitivity": "medium", + "regulated_vertical": false + }, + "opportunity": { + "type": "none", + "strength": "low" + }, + "intent_trajectory": [ + "consideration" + ] + } + }, + { + "input": "HubSpot vs Zoho for a small team", + "expected_behavior": "Should read as a commercial comparison in consideration and remain conservative if confidence stays low.", + "model_output": { + "classification": { + "intent": { + "type": "commercial", + "decision_phase": "consideration", + "confidence": 0.2854, + "commercial_score": 0.73, + "summary": "Classified as commercial intent in the consideration phase." + } + }, + "fallback": { + "applied": true, + "fallback_intent_type": "ambiguous", + "fallback_monetization_eligibility": "not_allowed", + "reason": "confidence_below_threshold" + } + }, + "system_decision": { + "policy": { + "monetization_eligibility": "not_allowed", + "eligibility_reason": "confidence_below_threshold", + "decision_basis": "fallback_low_confidence", + "applied_thresholds": { + "commercial_score_min": 0.6, + "confidence_min": 0.45 + }, + "sensitivity": "medium", + "regulated_vertical": false + }, + "opportunity": { + "type": "none", + "strength": "low" + }, + "intent_trajectory": [ + "consideration" + ] + } + }, + { + "input": "Which CRM should I buy for a 3-person startup?", + "expected_behavior": "Should preserve a decision-stage buying signal even if the intent-type head still undercalls it.", + "model_output": { + "classification": { + "intent": { + "type": "informational", + "decision_phase": "decision", + "confidence": 0.2538, + "commercial_score": 0.43, + "summary": "Classified as informational intent in the decision phase." + } + }, + "fallback": { + "applied": true, + "fallback_intent_type": "ambiguous", + "fallback_monetization_eligibility": "not_allowed", + "reason": "confidence_below_threshold" + } + }, + "system_decision": { + "policy": { + "monetization_eligibility": "not_allowed", + "eligibility_reason": "confidence_below_threshold", + "decision_basis": "fallback_low_confidence", + "applied_thresholds": { + "commercial_score_min": 0.6, + "confidence_min": 0.45 + }, + "sensitivity": "medium", + "regulated_vertical": false + }, + "opportunity": { + "type": "none", + "strength": "low" + }, + "intent_trajectory": [ + "decision" + ] + } + }, + { + "input": "Start my free trial", + "expected_behavior": "Should read as an action-stage transactional query and fail safe because confidence is low.", + "model_output": { + "classification": { + "intent": { + "type": "transactional", + "decision_phase": "action", + "confidence": 0.1778, + "commercial_score": 0.97, + "summary": "Classified as transactional intent in the action phase." + } + }, + "fallback": { + "applied": true, + "fallback_intent_type": "ambiguous", + "fallback_monetization_eligibility": "not_allowed", + "reason": "confidence_below_threshold" + } + }, + "system_decision": { + "policy": { + "monetization_eligibility": "not_allowed", + "eligibility_reason": "confidence_below_threshold", + "decision_basis": "fallback_low_confidence", + "applied_thresholds": { + "commercial_score_min": 0.6, + "confidence_min": 0.45 + }, + "sensitivity": "medium", + "regulated_vertical": false + }, + "opportunity": { + "type": "none", + "strength": "low" + }, + "intent_trajectory": [ + "action" + ] + } + }, + { + "input": "Book a table for 2 tonight", + "expected_behavior": "Should preserve generic action-stage transactional behavior outside SaaS language.", + "model_output": { + "classification": { + "intent": { + "type": "transactional", + "decision_phase": "action", + "confidence": 0.1656, + "commercial_score": 0.97, + "summary": "Classified as transactional intent in the action phase." + } + }, + "fallback": { + "applied": true, + "fallback_intent_type": "ambiguous", + "fallback_monetization_eligibility": "not_allowed", + "reason": "confidence_below_threshold" + } + }, + "system_decision": { + "policy": { + "monetization_eligibility": "not_allowed", + "eligibility_reason": "confidence_below_threshold", + "decision_basis": "fallback_low_confidence", + "applied_thresholds": { + "commercial_score_min": 0.6, + "confidence_min": 0.45 + }, + "sensitivity": "medium", + "regulated_vertical": false + }, + "opportunity": { + "type": "none", + "strength": "low" + }, + "intent_trajectory": [ + "action" + ] + } + }, + { + "input": "How do I set up my new CRM?", + "expected_behavior": "Should preserve a post-purchase lifecycle signal and remain restricted under low confidence.", + "model_output": { + "classification": { + "intent": { + "type": "informational", + "decision_phase": "post_purchase", + "confidence": 0.2076, + "commercial_score": 0.15, + "summary": "Classified as informational intent in the post_purchase phase." + } + }, + "fallback": { + "applied": true, + "fallback_intent_type": "ambiguous", + "fallback_monetization_eligibility": "not_allowed", + "reason": "confidence_below_threshold" + } + }, + "system_decision": { + "policy": { + "monetization_eligibility": "not_allowed", + "eligibility_reason": "confidence_below_threshold", + "decision_basis": "fallback_low_confidence", + "applied_thresholds": { + "commercial_score_min": 0.6, + "confidence_min": 0.45 + }, + "sensitivity": "medium", + "regulated_vertical": false + }, + "opportunity": { + "type": "none", + "strength": "low" + }, + "intent_trajectory": [ + "post_purchase" + ] + } + }, + { + "input": "I cannot log into my account", + "expected_behavior": "Should fail safe on a support-like query and keep monetization blocked.", + "model_output": { + "classification": { + "intent": { + "type": "personal_reflection", + "decision_phase": "support", + "confidence": 0.2429, + "commercial_score": 0.0, + "summary": "Classified as personal_reflection intent in the support phase." + } + }, + "fallback": { + "applied": true, + "fallback_intent_type": "personal_reflection", + "fallback_monetization_eligibility": "not_allowed", + "reason": "policy_default" + } + }, + "system_decision": { + "policy": { + "monetization_eligibility": "not_allowed", + "eligibility_reason": "policy_default", + "decision_basis": "fallback_low_confidence", + "applied_thresholds": { + "commercial_score_min": 0.6, + "confidence_min": 0.45 + }, + "sensitivity": "high", + "regulated_vertical": false + }, + "opportunity": { + "type": "none", + "strength": "low" + }, + "intent_trajectory": [ + "support" + ] + } + }, + { + "input": "I feel depressed and need help", + "expected_behavior": "Should trigger a sensitive fallback path and block monetization.", + "model_output": { + "classification": { + "intent": { + "type": "personal_reflection", + "decision_phase": "support", + "confidence": 0.1875, + "commercial_score": 0.0, + "summary": "Classified as personal_reflection intent in the support phase." + } + }, + "fallback": { + "applied": true, + "fallback_intent_type": "personal_reflection", + "fallback_monetization_eligibility": "not_allowed", + "reason": "policy_default" + } + }, + "system_decision": { + "policy": { + "monetization_eligibility": "not_allowed", + "eligibility_reason": "policy_default", + "decision_basis": "fallback_low_confidence", + "applied_thresholds": { + "commercial_score_min": 0.6, + "confidence_min": 0.45 + }, + "sensitivity": "high", + "regulated_vertical": false + }, + "opportunity": { + "type": "none", + "strength": "low" + }, + "intent_trajectory": [ + "support" + ] + } + }, + { + "input": "Tell me more", + "expected_behavior": "Should be treated as ambiguous and fall back safely.", + "model_output": { + "classification": { + "intent": { + "type": "ambiguous", + "decision_phase": "action", + "confidence": 0.1606, + "commercial_score": 0.46, + "summary": "Classified as ambiguous intent in the action phase." + } + }, + "fallback": { + "applied": true, + "fallback_intent_type": "ambiguous", + "fallback_monetization_eligibility": "not_allowed", + "reason": "ambiguous_query" + } + }, + "system_decision": { + "policy": { + "monetization_eligibility": "not_allowed", + "eligibility_reason": "ambiguous_query", + "decision_basis": "fallback_ambiguous_intent", + "applied_thresholds": { + "commercial_score_min": 0.6, + "confidence_min": 0.45 + }, + "sensitivity": "medium", + "regulated_vertical": false + }, + "opportunity": { + "type": "none", + "strength": "low" + }, + "intent_trajectory": [ + "action" + ] + } + }, + { + "input": "What about pricing", + "expected_behavior": "Should currently fall back because the prompt is short and context-dependent.", + "model_output": { + "classification": { + "intent": { + "type": "informational", + "decision_phase": "awareness", + "confidence": 0.178, + "commercial_score": 0.13, + "summary": "Classified as informational intent in the awareness phase." + } + }, + "fallback": { + "applied": true, + "fallback_intent_type": "ambiguous", + "fallback_monetization_eligibility": "not_allowed", + "reason": "confidence_below_threshold" + } + }, + "system_decision": { + "policy": { + "monetization_eligibility": "not_allowed", + "eligibility_reason": "confidence_below_threshold", + "decision_basis": "fallback_low_confidence", + "applied_thresholds": { + "commercial_score_min": 0.6, + "confidence_min": 0.45 + }, + "sensitivity": "medium", + "regulated_vertical": false + }, + "opportunity": { + "type": "none", + "strength": "low" + }, + "intent_trajectory": [ + "awareness" + ] + } + }, + { + "input": "Sign me up for the newsletter", + "expected_behavior": "Should preserve transactional intent even though the phase is still noisy and fallback remains active.", + "model_output": { + "classification": { + "intent": { + "type": "transactional", + "decision_phase": "research", + "confidence": 0.1626, + "commercial_score": 0.71, + "summary": "Classified as transactional intent in the research phase." + } + }, + "fallback": { + "applied": true, + "fallback_intent_type": "ambiguous", + "fallback_monetization_eligibility": "not_allowed", + "reason": "confidence_below_threshold" + } + }, + "system_decision": { + "policy": { + "monetization_eligibility": "not_allowed", + "eligibility_reason": "confidence_below_threshold", + "decision_basis": "fallback_low_confidence", + "applied_thresholds": { + "commercial_score_min": 0.6, + "confidence_min": 0.45 + }, + "sensitivity": "medium", + "regulated_vertical": false + }, + "opportunity": { + "type": "none", + "strength": "low" + }, + "intent_trajectory": [ + "research" + ] + } + }, + { + "input": "Compare AI search monetization platforms for publishers", + "expected_behavior": "Should behave like a commercial comparison in the middle of the buying journey and still fail safe if confidence is low.", + "model_output": { + "classification": { + "intent": { + "type": "commercial", + "decision_phase": "consideration", + "confidence": 0.274, + "commercial_score": 0.73, + "summary": "Classified as commercial intent in the consideration phase." + } + }, + "fallback": { + "applied": true, + "fallback_intent_type": "ambiguous", + "fallback_monetization_eligibility": "not_allowed", + "reason": "confidence_below_threshold" + } + }, + "system_decision": { + "policy": { + "monetization_eligibility": "not_allowed", + "eligibility_reason": "confidence_below_threshold", + "decision_basis": "fallback_low_confidence", + "applied_thresholds": { + "commercial_score_min": 0.6, + "confidence_min": 0.45 + }, + "sensitivity": "medium", + "regulated_vertical": false + }, + "opportunity": { + "type": "none", + "strength": "low" + }, + "intent_trajectory": [ + "consideration" + ] + } + }, + { + "input": "Why do businesses use CRM systems?", + "expected_behavior": "Should stay in informational awareness and remain non-monetized under low confidence.", + "model_output": { + "classification": { + "intent": { + "type": "informational", + "decision_phase": "awareness", + "confidence": 0.3167, + "commercial_score": 0.13, + "summary": "Classified as informational intent in the awareness phase." + } + }, + "fallback": { + "applied": true, + "fallback_intent_type": "ambiguous", + "fallback_monetization_eligibility": "not_allowed", + "reason": "confidence_below_threshold" + } + }, + "system_decision": { + "policy": { + "monetization_eligibility": "not_allowed", + "eligibility_reason": "confidence_below_threshold", + "decision_basis": "fallback_low_confidence", + "applied_thresholds": { + "commercial_score_min": 0.6, + "confidence_min": 0.45 + }, + "sensitivity": "medium", + "regulated_vertical": false + }, + "opportunity": { + "type": "none", + "strength": "low" + }, + "intent_trajectory": [ + "awareness" + ] + } + } +] diff --git a/examples/iab_behavior_lock_cases.json b/examples/iab_behavior_lock_cases.json new file mode 100644 index 0000000000000000000000000000000000000000..05e1cf7677eea0aa797363b020570f7f649b3aaa --- /dev/null +++ b/examples/iab_behavior_lock_cases.json @@ -0,0 +1,141 @@ +[ + { + "id": "car-buying-maps-to-automotive-buying", + "status": "must_fix", + "text": "Which car to buy in 2026", + "notes": "Vehicle shopping queries should map into the automotive buying branch, not business sales.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Automotive", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Auto Type" + } + }, + { + "id": "laptop-buying-maps-to-laptops", + "status": "must_fix", + "text": "Which laptop to buy in 2026", + "notes": "Laptop shopping should resolve into the laptops branch, not business sales.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Laptops" + } + }, + { + "id": "labtop-buying-maps-to-laptops", + "status": "must_fix", + "text": "Which labtop to buy in 2026", + "notes": "Common typo handling should still land in the laptops branch.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Laptops" + } + }, + { + "id": "crm-awareness-maps-to-sales", + "status": "must_fix", + "text": "What is CRM software?", + "notes": "CRM education should resolve to the closest business/sales path, not generic software.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Software and Applications" + } + }, + { + "id": "crm-comparison-maps-to-sales", + "status": "must_fix", + "text": "HubSpot vs Zoho for a small team", + "notes": "Direct CRM vendor comparison should map cleanly into the sales domain.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Internet" + } + }, + { + "id": "marketing-tools-map-to-marketing", + "status": "must_fix", + "text": "Best AI SEO tools for content teams", + "notes": "Marketing tool discovery should map to the marketing and advertising branch.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Internet" + } + }, + { + "id": "ml-explanation-maps-to-ai", + "status": "must_fix", + "text": "What is intent classification in NLP?", + "notes": "ML and NLP educational prompts should land in the AI branch.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent" + } + }, + { + "id": "support-credential-help-maps-to-business-it", + "status": "must_fix", + "text": "How do I reset my password?", + "notes": "Credential and account help should map to business IT rather than generic business.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Internet" + } + }, + { + "id": "restaurant-booking-maps-to-dining-out", + "status": "must_fix", + "text": "Book a table for 2 tonight", + "notes": "Generic dining requests should not inherit the repo's business default.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Food & Drink", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Dining Out" + } + }, + { + "id": "trial-signup-maps-to-software", + "status": "must_fix", + "text": "Start my free trial", + "notes": "Software action queries should map to the software/application branch.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Hobbies & Interests", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Content Production", + "model_output.classification.iab_content.tier3.label": "Freelance Writing" + } + }, + { + "id": "communication-software-maps-to-tier4", + "status": "must_fix", + "text": "best communication software for remote teams", + "notes": "Full taxonomy support should preserve the tier4 communication branch.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Software and Applications", + "model_output.classification.iab_content.tier4.label": "Communication" + } + }, + { + "id": "vodka-query-maps-to-alcoholic-beverages", + "status": "must_fix", + "text": "what is best vodka drink should i try", + "notes": "Food and beverage prompts should not fall through to the business default.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Food & Drink", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent" + } + } +] diff --git a/examples/iab_cross_vertical_behavior_lock_cases.json b/examples/iab_cross_vertical_behavior_lock_cases.json new file mode 100644 index 0000000000000000000000000000000000000000..cc3ca6f3ecb20c59fa372988a96c5f3b472bbf6c --- /dev/null +++ b/examples/iab_cross_vertical_behavior_lock_cases.json @@ -0,0 +1,1040 @@ +[ + { + "id": "auto-buying-easy", + "status": "must_fix", + "text": "Which car should I buy for commuting?", + "notes": "Cross-vertical easy IAB mapping case for Automotive > Auto Buying and Selling.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Travel", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Travel Type" + } + }, + { + "id": "auto-buying-medium", + "status": "must_fix", + "text": "Best used SUV for a family of four", + "notes": "Cross-vertical medium IAB mapping case for Automotive > Auto Buying and Selling.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Automotive", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Auto Body Styles" + } + }, + { + "id": "auto-buying-hard", + "status": "must_fix", + "text": "I need a shortlist of practical cars before making a purchase this month", + "notes": "Cross-vertical hard IAB mapping case for Automotive > Auto Buying and Selling.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Automotive", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Auto Type" + } + }, + { + "id": "sales-crm-easy", + "status": "must_fix", + "text": "What is CRM software?", + "notes": "Cross-vertical easy IAB mapping case for Business and Finance > Business > Sales.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Software and Applications" + } + }, + { + "id": "sales-crm-medium", + "status": "must_fix", + "text": "HubSpot vs Zoho for a small team", + "notes": "Cross-vertical medium IAB mapping case for Business and Finance > Business > Sales.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Internet" + } + }, + { + "id": "sales-crm-hard", + "status": "must_fix", + "text": "Need software to manage leads and pipeline for a startup sales team", + "notes": "Cross-vertical hard IAB mapping case for Business and Finance > Business > Sales.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Business and Finance", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Business", + "model_output.classification.iab_content.tier3.label": "Sales" + } + }, + { + "id": "marketing-tools-easy", + "status": "must_fix", + "text": "Best SEO tools for content teams", + "notes": "Cross-vertical easy IAB mapping case for Business and Finance > Business > Marketing and Advertising.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Internet" + } + }, + { + "id": "marketing-tools-medium", + "status": "must_fix", + "text": "How should I compare ad attribution platforms?", + "notes": "Cross-vertical medium IAB mapping case for Business and Finance > Business > Marketing and Advertising.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Business and Finance", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Business" + } + }, + { + "id": "marketing-tools-hard", + "status": "must_fix", + "text": "Need software to measure channel performance across paid and organic campaigns", + "notes": "Cross-vertical hard IAB mapping case for Business and Finance > Business > Marketing and Advertising.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Software and Applications" + } + }, + { + "id": "business-it-easy", + "status": "must_fix", + "text": "How do I reset my work password?", + "notes": "Cross-vertical easy IAB mapping case for Business and Finance > Business > Business I.T..", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Internet" + } + }, + { + "id": "business-it-medium", + "status": "must_fix", + "text": "My employees keep getting locked out of their accounts", + "notes": "Cross-vertical medium IAB mapping case for Business and Finance > Business > Business I.T..", + "expected": { + "model_output.classification.iab_content.tier1.label": "Careers", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Job Search" + } + }, + { + "id": "business-it-hard", + "status": "must_fix", + "text": "Need identity and access software for login, permissions, and account security", + "notes": "Cross-vertical hard IAB mapping case for Business and Finance > Business > Business I.T..", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Internet" + } + }, + { + "id": "dining-out-easy", + "status": "must_fix", + "text": "Book a table for six tonight", + "notes": "Cross-vertical easy IAB mapping case for Food & Drink > Dining Out.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Food & Drink", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Dining Out" + } + }, + { + "id": "dining-out-medium", + "status": "must_fix", + "text": "Good restaurants for a client dinner downtown", + "notes": "Cross-vertical medium IAB mapping case for Food & Drink > Dining Out.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Food & Drink", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Dining Out" + } + }, + { + "id": "dining-out-hard", + "status": "must_fix", + "text": "Need a place to eat tonight where I can make a reservation online", + "notes": "Cross-vertical hard IAB mapping case for Food & Drink > Dining Out.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Food & Drink", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Dining Out" + } + }, + { + "id": "alcoholic-beverages-easy", + "status": "must_fix", + "text": "Which whiskey cocktail should I order?", + "notes": "Cross-vertical easy IAB mapping case for Food & Drink > Alcoholic Beverages.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Food & Drink", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent" + } + }, + { + "id": "alcoholic-beverages-medium", + "status": "must_fix", + "text": "Best vodka drinks for beginners", + "notes": "Cross-vertical medium IAB mapping case for Food & Drink > Alcoholic Beverages.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Food & Drink", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent" + } + }, + { + "id": "alcoholic-beverages-hard", + "status": "must_fix", + "text": "Want a spirit-forward drink recommendation, not a restaurant suggestion", + "notes": "Cross-vertical hard IAB mapping case for Food & Drink > Alcoholic Beverages.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Food & Drink", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent" + } + }, + { + "id": "artificial-intelligence-easy", + "status": "must_fix", + "text": "What is intent classification in NLP?", + "notes": "Cross-vertical easy IAB mapping case for Technology & Computing > Artificial Intelligence.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent" + } + }, + { + "id": "artificial-intelligence-medium", + "status": "must_fix", + "text": "How do large language models handle text classification?", + "notes": "Cross-vertical medium IAB mapping case for Technology & Computing > Artificial Intelligence.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Education", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Language Learning" + } + }, + { + "id": "artificial-intelligence-hard", + "status": "must_fix", + "text": "Need the machine learning concept behind language understanding, not software to buy", + "notes": "Cross-vertical hard IAB mapping case for Technology & Computing > Artificial Intelligence.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Education", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Language Learning" + } + }, + { + "id": "software-apps-easy", + "status": "must_fix", + "text": "Best workflow software for a small operations team", + "notes": "Cross-vertical easy IAB mapping case for Technology & Computing > Computing > Computer Software and Applications.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Business and Finance", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Business" + } + }, + { + "id": "software-apps-medium", + "status": "must_fix", + "text": "Need project management software for a distributed team", + "notes": "Cross-vertical medium IAB mapping case for Technology & Computing > Computing > Computer Software and Applications.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Internet", + "model_output.classification.iab_content.tier4.label": "Cloud Computing" + } + }, + { + "id": "software-apps-hard", + "status": "must_fix", + "text": "Looking for a business software platform to organize internal workflows", + "notes": "Cross-vertical hard IAB mapping case for Technology & Computing > Computing > Computer Software and Applications.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Software and Applications" + } + }, + { + "id": "communication-software-easy", + "status": "must_fix", + "text": "Best communication software for remote teams", + "notes": "Cross-vertical easy IAB mapping case for Technology & Computing > Computing > Computer Software and Applications > Communication.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Software and Applications", + "model_output.classification.iab_content.tier4.label": "Communication" + } + }, + { + "id": "communication-software-medium", + "status": "must_fix", + "text": "Slack vs Teams for internal messaging", + "notes": "Cross-vertical medium IAB mapping case for Technology & Computing > Computing > Computer Software and Applications > Communication.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Software and Applications", + "model_output.classification.iab_content.tier4.label": "Communication" + } + }, + { + "id": "communication-software-hard", + "status": "must_fix", + "text": "Need a workplace chat tool for cross-functional collaboration", + "notes": "Cross-vertical hard IAB mapping case for Technology & Computing > Computing > Computer Software and Applications > Communication.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Software and Applications", + "model_output.classification.iab_content.tier4.label": "Communication" + } + }, + { + "id": "web-hosting-easy", + "status": "must_fix", + "text": "Vercel vs Netlify for website hosting", + "notes": "Cross-vertical easy IAB mapping case for Technology & Computing > Computing > Internet > Web Hosting.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Internet", + "model_output.classification.iab_content.tier4.label": "Web Hosting" + } + }, + { + "id": "web-hosting-medium", + "status": "must_fix", + "text": "Best hosting platform for a startup website", + "notes": "Cross-vertical medium IAB mapping case for Technology & Computing > Computing > Internet > Web Hosting.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Internet", + "model_output.classification.iab_content.tier4.label": "Web Hosting" + } + }, + { + "id": "web-hosting-hard", + "status": "must_fix", + "text": "Need a managed hosting provider to deploy and run our marketing site", + "notes": "Cross-vertical hard IAB mapping case for Technology & Computing > Computing > Internet > Web Hosting.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Internet", + "model_output.classification.iab_content.tier4.label": "Web Hosting" + } + }, + { + "id": "laptops-easy", + "status": "must_fix", + "text": "Which laptop should I buy for college?", + "notes": "Cross-vertical easy IAB mapping case for Technology & Computing > Computing > Laptops.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Laptops" + } + }, + { + "id": "laptops-medium", + "status": "must_fix", + "text": "Best laptop for work and study under 1200", + "notes": "Cross-vertical medium IAB mapping case for Technology & Computing > Computing > Laptops.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Laptops" + } + }, + { + "id": "laptops-hard", + "status": "must_fix", + "text": "Need a portable computer with good battery life for everyday work", + "notes": "Cross-vertical hard IAB mapping case for Technology & Computing > Computing > Laptops.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Consumer Electronics", + "model_output.classification.iab_content.tier3.label": "Smartphones" + } + }, + { + "id": "desktops-easy", + "status": "must_fix", + "text": "Best desktop for video editing", + "notes": "Cross-vertical easy IAB mapping case for Technology & Computing > Computing > Desktops.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Software and Applications", + "model_output.classification.iab_content.tier4.label": "Photo Editing Software" + } + }, + { + "id": "desktops-medium", + "status": "must_fix", + "text": "Which desktop computer should I buy for a home office?", + "notes": "Cross-vertical medium IAB mapping case for Technology & Computing > Computing > Desktops.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Desktops" + } + }, + { + "id": "desktops-hard", + "status": "must_fix", + "text": "Need a desktop PC with strong performance for creative work", + "notes": "Cross-vertical hard IAB mapping case for Technology & Computing > Computing > Desktops.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Desktops" + } + }, + { + "id": "smartphones-easy", + "status": "must_fix", + "text": "Best phone with a good camera under 700", + "notes": "Cross-vertical easy IAB mapping case for Technology & Computing > Consumer Electronics > Smartphones.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Consumer Electronics" + } + }, + { + "id": "smartphones-medium", + "status": "must_fix", + "text": "Should I buy an iPhone or Pixel this year?", + "notes": "Cross-vertical medium IAB mapping case for Technology & Computing > Consumer Electronics > Smartphones.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Consumer Electronics", + "model_output.classification.iab_content.tier3.label": "Smartphones" + } + }, + { + "id": "smartphones-hard", + "status": "must_fix", + "text": "Need a new smartphone with strong battery life and a clean software experience", + "notes": "Cross-vertical hard IAB mapping case for Technology & Computing > Consumer Electronics > Smartphones.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Consumer Electronics", + "model_output.classification.iab_content.tier3.label": "Smartphones" + } + }, + { + "id": "style-fashion-parent-easy", + "status": "must_fix", + "text": "Best shoes under 100 dollars", + "notes": "Cross-vertical easy IAB mapping case for Style & Fashion.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Style & Fashion", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Women's Fashion", + "model_output.classification.iab_content.tier3.label": "Women's Shoes and Footwear" + } + }, + { + "id": "style-fashion-parent-medium", + "status": "must_fix", + "text": "Affordable fashion accessories for everyday wear", + "notes": "Cross-vertical medium IAB mapping case for Style & Fashion.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Style & Fashion", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Women's Fashion", + "model_output.classification.iab_content.tier3.label": "Women's Clothing" + } + }, + { + "id": "style-fashion-parent-hard", + "status": "must_fix", + "text": "Need style recommendations for clothing and footwear without a specific brand in mind", + "notes": "Cross-vertical hard IAB mapping case for Style & Fashion.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Style & Fashion", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Women's Fashion", + "model_output.classification.iab_content.tier3.label": "Women's Shoes and Footwear" + } + }, + { + "id": "womens-shoes-easy", + "status": "must_fix", + "text": "Best women's running shoes under 100 dollars", + "notes": "Cross-vertical easy IAB mapping case for Style & Fashion > Women's Fashion > Women's Shoes and Footwear.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Style & Fashion", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Women's Fashion", + "model_output.classification.iab_content.tier3.label": "Women's Clothing" + } + }, + { + "id": "womens-shoes-medium", + "status": "must_fix", + "text": "Comfortable women's sneakers for walking all day", + "notes": "Cross-vertical medium IAB mapping case for Style & Fashion > Women's Fashion > Women's Shoes and Footwear.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Style & Fashion", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Women's Fashion", + "model_output.classification.iab_content.tier3.label": "Women's Clothing" + } + }, + { + "id": "womens-shoes-hard", + "status": "must_fix", + "text": "Need women's footwear for commuting that looks polished but feels comfortable", + "notes": "Cross-vertical hard IAB mapping case for Style & Fashion > Women's Fashion > Women's Shoes and Footwear.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Style & Fashion", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Women's Fashion", + "model_output.classification.iab_content.tier3.label": "Women's Shoes and Footwear" + } + }, + { + "id": "mens-shoes-easy", + "status": "must_fix", + "text": "Best men's sneakers for daily wear", + "notes": "Cross-vertical easy IAB mapping case for Style & Fashion > Men's Fashion > Men's Shoes and Footwear.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Style & Fashion", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Men's Fashion", + "model_output.classification.iab_content.tier3.label": "Men's Clothing" + } + }, + { + "id": "mens-shoes-medium", + "status": "must_fix", + "text": "Good men's dress shoes for office use", + "notes": "Cross-vertical medium IAB mapping case for Style & Fashion > Men's Fashion > Men's Shoes and Footwear.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Style & Fashion", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Men's Fashion", + "model_output.classification.iab_content.tier3.label": "Men's Clothing" + } + }, + { + "id": "mens-shoes-hard", + "status": "must_fix", + "text": "Need men's footwear that works for workdays and weekend walking", + "notes": "Cross-vertical hard IAB mapping case for Style & Fashion > Men's Fashion > Men's Shoes and Footwear.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Style & Fashion", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Men's Fashion", + "model_output.classification.iab_content.tier3.label": "Men's Shoes and Footwear" + } + }, + { + "id": "hotels-easy", + "status": "must_fix", + "text": "Need a hotel in Chicago for two nights", + "notes": "Cross-vertical easy IAB mapping case for Travel > Travel Type > Hotels and Motels.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Real Estate", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Hotel Properties" + } + }, + { + "id": "hotels-medium", + "status": "must_fix", + "text": "Best hotels near Times Square for a weekend trip", + "notes": "Cross-vertical medium IAB mapping case for Travel > Travel Type > Hotels and Motels.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Travel", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Travel Type", + "model_output.classification.iab_content.tier3.label": "Hotels and Motels" + } + }, + { + "id": "hotels-hard", + "status": "must_fix", + "text": "Looking for a place to stay during a work trip, not general travel advice", + "notes": "Cross-vertical hard IAB mapping case for Travel > Travel Type > Hotels and Motels.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Travel", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Travel Type" + } + }, + { + "id": "real-estate-rentals-easy", + "status": "must_fix", + "text": "Apartments for rent near downtown Austin", + "notes": "Cross-vertical easy IAB mapping case for Real Estate > Real Estate Renting and Leasing.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Real Estate", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Apartments" + } + }, + { + "id": "real-estate-rentals-medium", + "status": "must_fix", + "text": "Best neighborhoods to lease a two-bedroom apartment in Seattle", + "notes": "Cross-vertical medium IAB mapping case for Real Estate > Real Estate Renting and Leasing.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Real Estate", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Apartments" + } + }, + { + "id": "real-estate-rentals-hard", + "status": "must_fix", + "text": "Need rental listings for a short move, not home-buying advice", + "notes": "Cross-vertical hard IAB mapping case for Real Estate > Real Estate Renting and Leasing.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Personal Finance", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Personal Debt", + "model_output.classification.iab_content.tier3.label": "Home Financing" + } + }, + { + "id": "running-and-jogging-easy", + "status": "must_fix", + "text": "Best running plan for a first 10k", + "notes": "Cross-vertical easy IAB mapping case for Healthy Living > Fitness and Exercise > Running and Jogging.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Business and Finance", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Business", + "model_output.classification.iab_content.tier3.label": "Green Solutions" + } + }, + { + "id": "running-and-jogging-medium", + "status": "must_fix", + "text": "How should I train for a half marathon as a beginner?", + "notes": "Cross-vertical medium IAB mapping case for Healthy Living > Fitness and Exercise > Running and Jogging.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Healthy Living", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Fitness and Exercise", + "model_output.classification.iab_content.tier3.label": "Running and Jogging" + } + }, + { + "id": "running-and-jogging-hard", + "status": "must_fix", + "text": "Need guidance on building a weekly jogging routine without getting injured", + "notes": "Cross-vertical hard IAB mapping case for Healthy Living > Fitness and Exercise > Running and Jogging.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Healthy Living", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Fitness and Exercise", + "model_output.classification.iab_content.tier3.label": "Running and Jogging" + } + }, + { + "id": "soccer-easy", + "status": "must_fix", + "text": "How do offside rules work in soccer?", + "notes": "Cross-vertical easy IAB mapping case for Sports > Soccer.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Sports", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Soccer" + } + }, + { + "id": "soccer-medium", + "status": "must_fix", + "text": "Best soccer drills for beginner players", + "notes": "Cross-vertical medium IAB mapping case for Sports > Soccer.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Sports", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Soccer" + } + }, + { + "id": "soccer-hard", + "status": "must_fix", + "text": "Need help understanding football tactics for the Premier League, not fantasy sports", + "notes": "Cross-vertical hard IAB mapping case for Sports > Soccer.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Sports", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent" + } + }, + { + "id": "fiction-easy", + "status": "must_fix", + "text": "Recommend a good fantasy novel to read", + "notes": "Cross-vertical easy IAB mapping case for Books and Literature > Fiction.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Books and Literature", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Fiction" + } + }, + { + "id": "fiction-medium", + "status": "must_fix", + "text": "Best fiction books for a long flight", + "notes": "Cross-vertical medium IAB mapping case for Books and Literature > Fiction.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Books and Literature", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Fiction" + } + }, + { + "id": "fiction-hard", + "status": "must_fix", + "text": "Looking for a character-driven novel, not comics or poetry", + "notes": "Cross-vertical hard IAB mapping case for Books and Literature > Fiction.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Books and Literature", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent" + } + }, + { + "id": "home-improvement-easy", + "status": "must_fix", + "text": "How much does a kitchen remodel usually cost?", + "notes": "Cross-vertical easy IAB mapping case for Home & Garden > Home Improvement.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Home & Garden", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Remodeling & Construction" + } + }, + { + "id": "home-improvement-medium", + "status": "must_fix", + "text": "Best tools for a DIY bathroom renovation", + "notes": "Cross-vertical medium IAB mapping case for Home & Garden > Home Improvement.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Style & Fashion", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Personal Care", + "model_output.classification.iab_content.tier3.label": "Bath and Shower" + } + }, + { + "id": "home-improvement-hard", + "status": "must_fix", + "text": "Need practical advice for upgrading an older house, not interior decor inspiration", + "notes": "Cross-vertical hard IAB mapping case for Home & Garden > Home Improvement.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Home & Garden", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Interior Decorating" + } + }, + { + "id": "online-education-easy", + "status": "must_fix", + "text": "Best online courses for learning Python", + "notes": "Cross-vertical easy IAB mapping case for Education > Online Education.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Education", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Language Learning" + } + }, + { + "id": "online-education-medium", + "status": "must_fix", + "text": "What are good platforms for remote professional classes?", + "notes": "Cross-vertical medium IAB mapping case for Education > Online Education.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Careers", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Remote Working" + } + }, + { + "id": "online-education-hard", + "status": "must_fix", + "text": "Need internet-based training options I can finish after work hours", + "notes": "Cross-vertical hard IAB mapping case for Education > Online Education.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Careers", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent" + } + }, + { + "id": "postgraduate-education-easy", + "status": "must_fix", + "text": "best universities to study masters", + "notes": "Cross-vertical easy IAB mapping case for Education > College Education > Postgraduate Education.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Education", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "College Education" + } + }, + { + "id": "postgraduate-education-medium", + "status": "must_fix", + "text": "which graduate schools have strong data science programs", + "notes": "Cross-vertical medium IAB mapping case for Education > College Education > Postgraduate Education.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Education", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "College Education", + "model_output.classification.iab_content.tier3.label": "Postgraduate Education", + "model_output.classification.iab_content.tier4.label": "Professional School" + } + }, + { + "id": "postgraduate-education-hard", + "status": "must_fix", + "text": "need postgraduate options for a master's degree, not short online courses", + "notes": "Cross-vertical hard IAB mapping case for Education > College Education > Postgraduate Education.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Education", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "College Education" + } + }, + { + "id": "medical-health-easy", + "status": "must_fix", + "text": "what do these allergy symptoms mean", + "notes": "Cross-vertical easy IAB mapping case for Medical Health.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Medical Health", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Diseases and Conditions", + "model_output.classification.iab_content.tier3.label": "Allergies" + } + }, + { + "id": "medical-health-medium", + "status": "must_fix", + "text": "when should i see a doctor for persistent knee pain", + "notes": "Cross-vertical medium IAB mapping case for Medical Health.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Medical Health", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Diseases and Conditions", + "model_output.classification.iab_content.tier3.label": "Injuries", + "model_output.classification.iab_content.tier4.label": "First Aid" + } + }, + { + "id": "medical-health-hard", + "status": "must_fix", + "text": "need medical advice about symptoms, not wellness or fitness tips", + "notes": "Cross-vertical hard IAB mapping case for Medical Health.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Healthy Living", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Wellness", + "model_output.classification.iab_content.tier3.label": "Physical Therapy" + } + }, + { + "id": "careers-job-search-easy", + "status": "must_fix", + "text": "best remote jobs for data analysts", + "notes": "Cross-vertical easy IAB mapping case for Careers > Job Search.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Careers", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Remote Working" + } + }, + { + "id": "careers-job-search-medium", + "status": "must_fix", + "text": "where should i look for product manager openings", + "notes": "Cross-vertical medium IAB mapping case for Careers > Job Search.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Business and Finance", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Business", + "model_output.classification.iab_content.tier3.label": "Sales" + } + }, + { + "id": "careers-job-search-hard", + "status": "must_fix", + "text": "need help finding a new role and preparing for interviews", + "notes": "Cross-vertical hard IAB mapping case for Careers > Job Search.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Careers", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Job Search" + } + }, + { + "id": "personal-finance-easy", + "status": "must_fix", + "text": "how much should i save each month", + "notes": "Cross-vertical easy IAB mapping case for Personal Finance > Financial Planning.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Food & Drink", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Food Movements" + } + }, + { + "id": "personal-finance-medium", + "status": "must_fix", + "text": "best budgeting approach for a growing family", + "notes": "Cross-vertical medium IAB mapping case for Personal Finance > Financial Planning.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Business and Finance", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Economy", + "model_output.classification.iab_content.tier3.label": "Financial Reform" + } + }, + { + "id": "personal-finance-hard", + "status": "must_fix", + "text": "need help planning savings and retirement, not business finance advice", + "notes": "Cross-vertical hard IAB mapping case for Personal Finance > Financial Planning.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Personal Finance", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Retirement Planning" + } + }, + { + "id": "parenting-easy", + "status": "must_fix", + "text": "tips for parenting a toddler", + "notes": "Cross-vertical easy IAB mapping case for Family and Relationships > Parenting.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Family and Relationships", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Parenting" + } + }, + { + "id": "parenting-medium", + "status": "must_fix", + "text": "how do i help my teenager spend less time online", + "notes": "Cross-vertical medium IAB mapping case for Family and Relationships > Parenting.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Family and Relationships", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Parenting" + } + }, + { + "id": "parenting-hard", + "status": "must_fix", + "text": "need parenting advice for a child starting preschool", + "notes": "Cross-vertical hard IAB mapping case for Family and Relationships > Parenting.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Family and Relationships", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Parenting", + "model_output.classification.iab_content.tier3.label": "Special Needs Kids" + } + }, + { + "id": "gardening-easy", + "status": "must_fix", + "text": "best plants for a small balcony garden", + "notes": "Cross-vertical easy IAB mapping case for Home & Garden > Gardening.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Home & Garden", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent" + } + }, + { + "id": "gardening-medium", + "status": "must_fix", + "text": "how often should i water tomato plants", + "notes": "Cross-vertical medium IAB mapping case for Home & Garden > Gardening.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Home & Garden", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Gardening" + } + }, + { + "id": "gardening-hard", + "status": "must_fix", + "text": "need gardening advice for a shady backyard, not interior decor ideas", + "notes": "Cross-vertical hard IAB mapping case for Home & Garden > Gardening.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Home & Garden", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent" + } + }, + { + "id": "movies-easy", + "status": "must_fix", + "text": "What movie should we watch tonight?", + "notes": "Cross-vertical easy IAB mapping case for Entertainment > Movies.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Entertainment", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Movies" + } + }, + { + "id": "movies-medium", + "status": "must_fix", + "text": "Best thriller movies from the last few years", + "notes": "Cross-vertical medium IAB mapping case for Entertainment > Movies.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Video Gaming", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Video Game Genres", + "model_output.classification.iab_content.tier3.label": "Horror Video Games" + } + }, + { + "id": "movies-hard", + "status": "must_fix", + "text": "Looking for film recommendations, not TV shows or music", + "notes": "Cross-vertical hard IAB mapping case for Entertainment > Movies.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Entertainment", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Music", + "model_output.classification.iab_content.tier3.label": "Soundtracks, TV and Showtunes" + } + } +] diff --git a/examples/iab_cross_vertical_mapping_cases.json b/examples/iab_cross_vertical_mapping_cases.json new file mode 100644 index 0000000000000000000000000000000000000000..843b7c6ac9496f8b2c0b087fe0b692d46a86b6a8 --- /dev/null +++ b/examples/iab_cross_vertical_mapping_cases.json @@ -0,0 +1,1034 @@ +[ + { + "id": "auto-buying-easy", + "status": "must_fix", + "text": "Which car should I buy for commuting?", + "notes": "Cross-vertical easy IAB mapping case for Automotive > Auto Buying and Selling.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Automotive", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Auto Buying and Selling" + } + }, + { + "id": "auto-buying-medium", + "status": "must_fix", + "text": "Best used SUV for a family of four", + "notes": "Cross-vertical medium IAB mapping case for Automotive > Auto Buying and Selling.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Automotive", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Auto Buying and Selling" + } + }, + { + "id": "auto-buying-hard", + "status": "must_fix", + "text": "I need a shortlist of practical cars before making a purchase this month", + "notes": "Cross-vertical hard IAB mapping case for Automotive > Auto Buying and Selling.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Automotive", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Auto Buying and Selling" + } + }, + { + "id": "sales-crm-easy", + "status": "must_fix", + "text": "What is CRM software?", + "notes": "Cross-vertical easy IAB mapping case for Business and Finance > Business > Sales.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Business and Finance", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Business", + "model_output.classification.iab_content.tier3.label": "Sales" + } + }, + { + "id": "sales-crm-medium", + "status": "must_fix", + "text": "HubSpot vs Zoho for a small team", + "notes": "Cross-vertical medium IAB mapping case for Business and Finance > Business > Sales.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Business and Finance", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Business", + "model_output.classification.iab_content.tier3.label": "Sales" + } + }, + { + "id": "sales-crm-hard", + "status": "must_fix", + "text": "Need software to manage leads and pipeline for a startup sales team", + "notes": "Cross-vertical hard IAB mapping case for Business and Finance > Business > Sales.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Business and Finance", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Business", + "model_output.classification.iab_content.tier3.label": "Sales" + } + }, + { + "id": "marketing-tools-easy", + "status": "must_fix", + "text": "Best SEO tools for content teams", + "notes": "Cross-vertical easy IAB mapping case for Business and Finance > Business > Marketing and Advertising.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Business and Finance", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Business", + "model_output.classification.iab_content.tier3.label": "Marketing and Advertising" + } + }, + { + "id": "marketing-tools-medium", + "status": "must_fix", + "text": "How should I compare ad attribution platforms?", + "notes": "Cross-vertical medium IAB mapping case for Business and Finance > Business > Marketing and Advertising.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Business and Finance", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Business", + "model_output.classification.iab_content.tier3.label": "Marketing and Advertising" + } + }, + { + "id": "marketing-tools-hard", + "status": "must_fix", + "text": "Need software to measure channel performance across paid and organic campaigns", + "notes": "Cross-vertical hard IAB mapping case for Business and Finance > Business > Marketing and Advertising.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Business and Finance", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Business", + "model_output.classification.iab_content.tier3.label": "Marketing and Advertising" + } + }, + { + "id": "business-it-easy", + "status": "must_fix", + "text": "How do I reset my work password?", + "notes": "Cross-vertical easy IAB mapping case for Business and Finance > Business > Business I.T..", + "expected": { + "model_output.classification.iab_content.tier1.label": "Business and Finance", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Business", + "model_output.classification.iab_content.tier3.label": "Business I.T." + } + }, + { + "id": "business-it-medium", + "status": "must_fix", + "text": "My employees keep getting locked out of their accounts", + "notes": "Cross-vertical medium IAB mapping case for Business and Finance > Business > Business I.T..", + "expected": { + "model_output.classification.iab_content.tier1.label": "Business and Finance", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Business", + "model_output.classification.iab_content.tier3.label": "Business I.T." + } + }, + { + "id": "business-it-hard", + "status": "must_fix", + "text": "Need identity and access software for login, permissions, and account security", + "notes": "Cross-vertical hard IAB mapping case for Business and Finance > Business > Business I.T..", + "expected": { + "model_output.classification.iab_content.tier1.label": "Business and Finance", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Business", + "model_output.classification.iab_content.tier3.label": "Business I.T." + } + }, + { + "id": "dining-out-easy", + "status": "must_fix", + "text": "Book a table for six tonight", + "notes": "Cross-vertical easy IAB mapping case for Food & Drink > Dining Out.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Food & Drink", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Dining Out" + } + }, + { + "id": "dining-out-medium", + "status": "must_fix", + "text": "Good restaurants for a client dinner downtown", + "notes": "Cross-vertical medium IAB mapping case for Food & Drink > Dining Out.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Food & Drink", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Dining Out" + } + }, + { + "id": "dining-out-hard", + "status": "must_fix", + "text": "Need a place to eat tonight where I can make a reservation online", + "notes": "Cross-vertical hard IAB mapping case for Food & Drink > Dining Out.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Food & Drink", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Dining Out" + } + }, + { + "id": "alcoholic-beverages-easy", + "status": "must_fix", + "text": "Which whiskey cocktail should I order?", + "notes": "Cross-vertical easy IAB mapping case for Food & Drink > Alcoholic Beverages.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Food & Drink", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Alcoholic Beverages" + } + }, + { + "id": "alcoholic-beverages-medium", + "status": "must_fix", + "text": "Best vodka drinks for beginners", + "notes": "Cross-vertical medium IAB mapping case for Food & Drink > Alcoholic Beverages.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Food & Drink", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Alcoholic Beverages" + } + }, + { + "id": "alcoholic-beverages-hard", + "status": "must_fix", + "text": "Want a spirit-forward drink recommendation, not a restaurant suggestion", + "notes": "Cross-vertical hard IAB mapping case for Food & Drink > Alcoholic Beverages.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Food & Drink", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Alcoholic Beverages" + } + }, + { + "id": "artificial-intelligence-easy", + "status": "must_fix", + "text": "What is intent classification in NLP?", + "notes": "Cross-vertical easy IAB mapping case for Technology & Computing > Artificial Intelligence.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Artificial Intelligence" + } + }, + { + "id": "artificial-intelligence-medium", + "status": "must_fix", + "text": "How do large language models handle text classification?", + "notes": "Cross-vertical medium IAB mapping case for Technology & Computing > Artificial Intelligence.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Artificial Intelligence" + } + }, + { + "id": "artificial-intelligence-hard", + "status": "must_fix", + "text": "Need the machine learning concept behind language understanding, not software to buy", + "notes": "Cross-vertical hard IAB mapping case for Technology & Computing > Artificial Intelligence.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Artificial Intelligence" + } + }, + { + "id": "software-apps-easy", + "status": "must_fix", + "text": "Best workflow software for a small operations team", + "notes": "Cross-vertical easy IAB mapping case for Technology & Computing > Computing > Computer Software and Applications.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Software and Applications" + } + }, + { + "id": "software-apps-medium", + "status": "must_fix", + "text": "Need project management software for a distributed team", + "notes": "Cross-vertical medium IAB mapping case for Technology & Computing > Computing > Computer Software and Applications.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Software and Applications" + } + }, + { + "id": "software-apps-hard", + "status": "must_fix", + "text": "Looking for a business software platform to organize internal workflows", + "notes": "Cross-vertical hard IAB mapping case for Technology & Computing > Computing > Computer Software and Applications.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Software and Applications" + } + }, + { + "id": "communication-software-easy", + "status": "must_fix", + "text": "Best communication software for remote teams", + "notes": "Cross-vertical easy IAB mapping case for Technology & Computing > Computing > Computer Software and Applications > Communication.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Software and Applications", + "model_output.classification.iab_content.tier4.label": "Communication" + } + }, + { + "id": "communication-software-medium", + "status": "must_fix", + "text": "Slack vs Teams for internal messaging", + "notes": "Cross-vertical medium IAB mapping case for Technology & Computing > Computing > Computer Software and Applications > Communication.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Software and Applications", + "model_output.classification.iab_content.tier4.label": "Communication" + } + }, + { + "id": "communication-software-hard", + "status": "must_fix", + "text": "Need a workplace chat tool for cross-functional collaboration", + "notes": "Cross-vertical hard IAB mapping case for Technology & Computing > Computing > Computer Software and Applications > Communication.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Software and Applications", + "model_output.classification.iab_content.tier4.label": "Communication" + } + }, + { + "id": "web-hosting-easy", + "status": "must_fix", + "text": "Vercel vs Netlify for website hosting", + "notes": "Cross-vertical easy IAB mapping case for Technology & Computing > Computing > Internet > Web Hosting.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Internet", + "model_output.classification.iab_content.tier4.label": "Web Hosting" + } + }, + { + "id": "web-hosting-medium", + "status": "must_fix", + "text": "Best hosting platform for a startup website", + "notes": "Cross-vertical medium IAB mapping case for Technology & Computing > Computing > Internet > Web Hosting.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Internet", + "model_output.classification.iab_content.tier4.label": "Web Hosting" + } + }, + { + "id": "web-hosting-hard", + "status": "must_fix", + "text": "Need a managed hosting provider to deploy and run our marketing site", + "notes": "Cross-vertical hard IAB mapping case for Technology & Computing > Computing > Internet > Web Hosting.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Internet", + "model_output.classification.iab_content.tier4.label": "Web Hosting" + } + }, + { + "id": "laptops-easy", + "status": "must_fix", + "text": "Which laptop should I buy for college?", + "notes": "Cross-vertical easy IAB mapping case for Technology & Computing > Computing > Laptops.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Laptops" + } + }, + { + "id": "laptops-medium", + "status": "must_fix", + "text": "Best laptop for work and study under 1200", + "notes": "Cross-vertical medium IAB mapping case for Technology & Computing > Computing > Laptops.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Laptops" + } + }, + { + "id": "laptops-hard", + "status": "must_fix", + "text": "Need a portable computer with good battery life for everyday work", + "notes": "Cross-vertical hard IAB mapping case for Technology & Computing > Computing > Laptops.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Laptops" + } + }, + { + "id": "desktops-easy", + "status": "must_fix", + "text": "Best desktop for video editing", + "notes": "Cross-vertical easy IAB mapping case for Technology & Computing > Computing > Desktops.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Desktops" + } + }, + { + "id": "desktops-medium", + "status": "must_fix", + "text": "Which desktop computer should I buy for a home office?", + "notes": "Cross-vertical medium IAB mapping case for Technology & Computing > Computing > Desktops.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Desktops" + } + }, + { + "id": "desktops-hard", + "status": "must_fix", + "text": "Need a desktop PC with strong performance for creative work", + "notes": "Cross-vertical hard IAB mapping case for Technology & Computing > Computing > Desktops.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Desktops" + } + }, + { + "id": "smartphones-easy", + "status": "must_fix", + "text": "Best phone with a good camera under 700", + "notes": "Cross-vertical easy IAB mapping case for Technology & Computing > Consumer Electronics > Smartphones.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Consumer Electronics", + "model_output.classification.iab_content.tier3.label": "Smartphones" + } + }, + { + "id": "smartphones-medium", + "status": "must_fix", + "text": "Should I buy an iPhone or Pixel this year?", + "notes": "Cross-vertical medium IAB mapping case for Technology & Computing > Consumer Electronics > Smartphones.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Consumer Electronics", + "model_output.classification.iab_content.tier3.label": "Smartphones" + } + }, + { + "id": "smartphones-hard", + "status": "must_fix", + "text": "Need a new smartphone with strong battery life and a clean software experience", + "notes": "Cross-vertical hard IAB mapping case for Technology & Computing > Consumer Electronics > Smartphones.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Consumer Electronics", + "model_output.classification.iab_content.tier3.label": "Smartphones" + } + }, + { + "id": "style-fashion-parent-easy", + "status": "must_fix", + "text": "Best shoes under 100 dollars", + "notes": "Cross-vertical easy IAB mapping case for Style & Fashion.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Style & Fashion", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent" + } + }, + { + "id": "style-fashion-parent-medium", + "status": "must_fix", + "text": "Affordable fashion accessories for everyday wear", + "notes": "Cross-vertical medium IAB mapping case for Style & Fashion.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Style & Fashion", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent" + } + }, + { + "id": "style-fashion-parent-hard", + "status": "must_fix", + "text": "Need style recommendations for clothing and footwear without a specific brand in mind", + "notes": "Cross-vertical hard IAB mapping case for Style & Fashion.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Style & Fashion", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent" + } + }, + { + "id": "womens-shoes-easy", + "status": "must_fix", + "text": "Best women's running shoes under 100 dollars", + "notes": "Cross-vertical easy IAB mapping case for Style & Fashion > Women's Fashion > Women's Shoes and Footwear.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Style & Fashion", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Women's Fashion", + "model_output.classification.iab_content.tier3.label": "Women's Shoes and Footwear" + } + }, + { + "id": "womens-shoes-medium", + "status": "must_fix", + "text": "Comfortable women's sneakers for walking all day", + "notes": "Cross-vertical medium IAB mapping case for Style & Fashion > Women's Fashion > Women's Shoes and Footwear.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Style & Fashion", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Women's Fashion", + "model_output.classification.iab_content.tier3.label": "Women's Shoes and Footwear" + } + }, + { + "id": "womens-shoes-hard", + "status": "must_fix", + "text": "Need women's footwear for commuting that looks polished but feels comfortable", + "notes": "Cross-vertical hard IAB mapping case for Style & Fashion > Women's Fashion > Women's Shoes and Footwear.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Style & Fashion", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Women's Fashion", + "model_output.classification.iab_content.tier3.label": "Women's Shoes and Footwear" + } + }, + { + "id": "mens-shoes-easy", + "status": "must_fix", + "text": "Best men's sneakers for daily wear", + "notes": "Cross-vertical easy IAB mapping case for Style & Fashion > Men's Fashion > Men's Shoes and Footwear.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Style & Fashion", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Men's Fashion", + "model_output.classification.iab_content.tier3.label": "Men's Shoes and Footwear" + } + }, + { + "id": "mens-shoes-medium", + "status": "must_fix", + "text": "Good men's dress shoes for office use", + "notes": "Cross-vertical medium IAB mapping case for Style & Fashion > Men's Fashion > Men's Shoes and Footwear.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Style & Fashion", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Men's Fashion", + "model_output.classification.iab_content.tier3.label": "Men's Shoes and Footwear" + } + }, + { + "id": "mens-shoes-hard", + "status": "must_fix", + "text": "Need men's footwear that works for workdays and weekend walking", + "notes": "Cross-vertical hard IAB mapping case for Style & Fashion > Men's Fashion > Men's Shoes and Footwear.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Style & Fashion", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Men's Fashion", + "model_output.classification.iab_content.tier3.label": "Men's Shoes and Footwear" + } + }, + { + "id": "hotels-easy", + "status": "must_fix", + "text": "Need a hotel in Chicago for two nights", + "notes": "Cross-vertical easy IAB mapping case for Travel > Travel Type > Hotels and Motels.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Travel", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Travel Type", + "model_output.classification.iab_content.tier3.label": "Hotels and Motels" + } + }, + { + "id": "hotels-medium", + "status": "must_fix", + "text": "Best hotels near Times Square for a weekend trip", + "notes": "Cross-vertical medium IAB mapping case for Travel > Travel Type > Hotels and Motels.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Travel", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Travel Type", + "model_output.classification.iab_content.tier3.label": "Hotels and Motels" + } + }, + { + "id": "hotels-hard", + "status": "must_fix", + "text": "Looking for a place to stay during a work trip, not general travel advice", + "notes": "Cross-vertical hard IAB mapping case for Travel > Travel Type > Hotels and Motels.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Travel", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Travel Type", + "model_output.classification.iab_content.tier3.label": "Hotels and Motels" + } + }, + { + "id": "real-estate-rentals-easy", + "status": "must_fix", + "text": "Apartments for rent near downtown Austin", + "notes": "Cross-vertical easy IAB mapping case for Real Estate > Real Estate Renting and Leasing.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Real Estate", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Real Estate Renting and Leasing" + } + }, + { + "id": "real-estate-rentals-medium", + "status": "must_fix", + "text": "Best neighborhoods to lease a two-bedroom apartment in Seattle", + "notes": "Cross-vertical medium IAB mapping case for Real Estate > Real Estate Renting and Leasing.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Real Estate", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Real Estate Renting and Leasing" + } + }, + { + "id": "real-estate-rentals-hard", + "status": "must_fix", + "text": "Need rental listings for a short move, not home-buying advice", + "notes": "Cross-vertical hard IAB mapping case for Real Estate > Real Estate Renting and Leasing.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Real Estate", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Real Estate Renting and Leasing" + } + }, + { + "id": "running-and-jogging-easy", + "status": "must_fix", + "text": "Best running plan for a first 10k", + "notes": "Cross-vertical easy IAB mapping case for Healthy Living > Fitness and Exercise > Running and Jogging.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Healthy Living", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Fitness and Exercise", + "model_output.classification.iab_content.tier3.label": "Running and Jogging" + } + }, + { + "id": "running-and-jogging-medium", + "status": "must_fix", + "text": "How should I train for a half marathon as a beginner?", + "notes": "Cross-vertical medium IAB mapping case for Healthy Living > Fitness and Exercise > Running and Jogging.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Healthy Living", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Fitness and Exercise", + "model_output.classification.iab_content.tier3.label": "Running and Jogging" + } + }, + { + "id": "running-and-jogging-hard", + "status": "must_fix", + "text": "Need guidance on building a weekly jogging routine without getting injured", + "notes": "Cross-vertical hard IAB mapping case for Healthy Living > Fitness and Exercise > Running and Jogging.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Healthy Living", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Fitness and Exercise", + "model_output.classification.iab_content.tier3.label": "Running and Jogging" + } + }, + { + "id": "soccer-easy", + "status": "must_fix", + "text": "How do offside rules work in soccer?", + "notes": "Cross-vertical easy IAB mapping case for Sports > Soccer.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Sports", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Soccer" + } + }, + { + "id": "soccer-medium", + "status": "must_fix", + "text": "Best soccer drills for beginner players", + "notes": "Cross-vertical medium IAB mapping case for Sports > Soccer.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Sports", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Soccer" + } + }, + { + "id": "soccer-hard", + "status": "must_fix", + "text": "Need help understanding football tactics for the Premier League, not fantasy sports", + "notes": "Cross-vertical hard IAB mapping case for Sports > Soccer.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Sports", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Soccer" + } + }, + { + "id": "fiction-easy", + "status": "must_fix", + "text": "Recommend a good fantasy novel to read", + "notes": "Cross-vertical easy IAB mapping case for Books and Literature > Fiction.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Books and Literature", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Fiction" + } + }, + { + "id": "fiction-medium", + "status": "must_fix", + "text": "Best fiction books for a long flight", + "notes": "Cross-vertical medium IAB mapping case for Books and Literature > Fiction.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Books and Literature", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent", + "model_output.classification.iab_content.tier2.label": "Fiction" + } + }, + { + "id": "fiction-hard", + "status": "must_fix", + "text": "Looking for a character-driven novel, not comics or poetry", + "notes": "Cross-vertical hard IAB mapping case for Books and Literature > Fiction.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Books and Literature", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Fiction" + } + }, + { + "id": "home-improvement-easy", + "status": "must_fix", + "text": "How much does a kitchen remodel usually cost?", + "notes": "Cross-vertical easy IAB mapping case for Home & Garden > Home Improvement.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Home & Garden", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Home Improvement" + } + }, + { + "id": "home-improvement-medium", + "status": "must_fix", + "text": "Best tools for a DIY bathroom renovation", + "notes": "Cross-vertical medium IAB mapping case for Home & Garden > Home Improvement.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Home & Garden", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Home Improvement" + } + }, + { + "id": "home-improvement-hard", + "status": "must_fix", + "text": "Need practical advice for upgrading an older house, not interior decor inspiration", + "notes": "Cross-vertical hard IAB mapping case for Home & Garden > Home Improvement.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Home & Garden", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Home Improvement" + } + }, + { + "id": "online-education-easy", + "status": "must_fix", + "text": "Best online courses for learning Python", + "notes": "Cross-vertical easy IAB mapping case for Education > Online Education.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Education", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Online Education" + } + }, + { + "id": "online-education-medium", + "status": "must_fix", + "text": "What are good platforms for remote professional classes?", + "notes": "Cross-vertical medium IAB mapping case for Education > Online Education.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Education", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Online Education" + } + }, + { + "id": "online-education-hard", + "status": "must_fix", + "text": "Need internet-based training options I can finish after work hours", + "notes": "Cross-vertical hard IAB mapping case for Education > Online Education.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Education", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Online Education" + } + }, + { + "id": "postgraduate-education-easy", + "status": "must_fix", + "text": "best universities to study masters", + "notes": "Cross-vertical easy IAB mapping case for Education > College Education > Postgraduate Education.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Education", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "College Education", + "model_output.classification.iab_content.tier3.label": "Postgraduate Education" + } + }, + { + "id": "postgraduate-education-medium", + "status": "must_fix", + "text": "which graduate schools have strong data science programs", + "notes": "Cross-vertical medium IAB mapping case for Education > College Education > Postgraduate Education.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Education", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "College Education", + "model_output.classification.iab_content.tier3.label": "Postgraduate Education" + } + }, + { + "id": "postgraduate-education-hard", + "status": "must_fix", + "text": "need postgraduate options for a master's degree, not short online courses", + "notes": "Cross-vertical hard IAB mapping case for Education > College Education > Postgraduate Education.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Education", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "College Education", + "model_output.classification.iab_content.tier3.label": "Postgraduate Education" + } + }, + { + "id": "medical-health-easy", + "status": "must_fix", + "text": "what do these allergy symptoms mean", + "notes": "Cross-vertical easy IAB mapping case for Medical Health.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Medical Health", + "model_output.classification.iab_content.mapping_mode": "exact" + } + }, + { + "id": "medical-health-medium", + "status": "must_fix", + "text": "when should i see a doctor for persistent knee pain", + "notes": "Cross-vertical medium IAB mapping case for Medical Health.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Medical Health", + "model_output.classification.iab_content.mapping_mode": "exact" + } + }, + { + "id": "medical-health-hard", + "status": "must_fix", + "text": "need medical advice about symptoms, not wellness or fitness tips", + "notes": "Cross-vertical hard IAB mapping case for Medical Health.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Medical Health", + "model_output.classification.iab_content.mapping_mode": "exact" + } + }, + { + "id": "careers-job-search-easy", + "status": "must_fix", + "text": "best remote jobs for data analysts", + "notes": "Cross-vertical easy IAB mapping case for Careers > Job Search.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Careers", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Job Search" + } + }, + { + "id": "careers-job-search-medium", + "status": "must_fix", + "text": "where should i look for product manager openings", + "notes": "Cross-vertical medium IAB mapping case for Careers > Job Search.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Careers", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Job Search" + } + }, + { + "id": "careers-job-search-hard", + "status": "must_fix", + "text": "need help finding a new role and preparing for interviews", + "notes": "Cross-vertical hard IAB mapping case for Careers > Job Search.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Careers", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Job Search" + } + }, + { + "id": "personal-finance-easy", + "status": "must_fix", + "text": "how much should i save each month", + "notes": "Cross-vertical easy IAB mapping case for Personal Finance > Financial Planning.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Personal Finance", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Financial Planning" + } + }, + { + "id": "personal-finance-medium", + "status": "must_fix", + "text": "best budgeting approach for a growing family", + "notes": "Cross-vertical medium IAB mapping case for Personal Finance > Financial Planning.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Personal Finance", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Financial Planning" + } + }, + { + "id": "personal-finance-hard", + "status": "must_fix", + "text": "need help planning savings and retirement, not business finance advice", + "notes": "Cross-vertical hard IAB mapping case for Personal Finance > Financial Planning.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Personal Finance", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Financial Planning" + } + }, + { + "id": "parenting-easy", + "status": "must_fix", + "text": "tips for parenting a toddler", + "notes": "Cross-vertical easy IAB mapping case for Family and Relationships > Parenting.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Family and Relationships", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Parenting" + } + }, + { + "id": "parenting-medium", + "status": "must_fix", + "text": "how do i help my teenager spend less time online", + "notes": "Cross-vertical medium IAB mapping case for Family and Relationships > Parenting.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Family and Relationships", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Parenting" + } + }, + { + "id": "parenting-hard", + "status": "must_fix", + "text": "need parenting advice for a child starting preschool", + "notes": "Cross-vertical hard IAB mapping case for Family and Relationships > Parenting.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Family and Relationships", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Parenting" + } + }, + { + "id": "gardening-easy", + "status": "must_fix", + "text": "best plants for a small balcony garden", + "notes": "Cross-vertical easy IAB mapping case for Home & Garden > Gardening.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Home & Garden", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Gardening" + } + }, + { + "id": "gardening-medium", + "status": "must_fix", + "text": "how often should i water tomato plants", + "notes": "Cross-vertical medium IAB mapping case for Home & Garden > Gardening.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Home & Garden", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Gardening" + } + }, + { + "id": "gardening-hard", + "status": "must_fix", + "text": "need gardening advice for a shady backyard, not interior decor ideas", + "notes": "Cross-vertical hard IAB mapping case for Home & Garden > Gardening.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Home & Garden", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Gardening" + } + }, + { + "id": "movies-easy", + "status": "must_fix", + "text": "What movie should we watch tonight?", + "notes": "Cross-vertical easy IAB mapping case for Entertainment > Movies.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Entertainment", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Movies" + } + }, + { + "id": "movies-medium", + "status": "must_fix", + "text": "Best thriller movies from the last few years", + "notes": "Cross-vertical medium IAB mapping case for Entertainment > Movies.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Entertainment", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Movies" + } + }, + { + "id": "movies-hard", + "status": "must_fix", + "text": "Looking for film recommendations, not TV shows or music", + "notes": "Cross-vertical hard IAB mapping case for Entertainment > Movies.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Entertainment", + "model_output.classification.iab_content.mapping_mode": "exact", + "model_output.classification.iab_content.tier2.label": "Movies" + } + } +] diff --git a/examples/iab_mapping_cases.json b/examples/iab_mapping_cases.json new file mode 100644 index 0000000000000000000000000000000000000000..531b38eb509e0229005f85217cbad36bd19063fc --- /dev/null +++ b/examples/iab_mapping_cases.json @@ -0,0 +1,143 @@ +[ + { + "id": "car-buying-maps-to-automotive-buying", + "status": "must_fix", + "text": "Which car to buy in 2026", + "notes": "Vehicle shopping queries should map into the automotive buying branch, not business sales.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Automotive", + "model_output.classification.iab_content.tier2.label": "Auto Buying and Selling", + "model_output.classification.iab_content.mapping_mode": "exact" + } + }, + { + "id": "laptop-buying-maps-to-laptops", + "status": "must_fix", + "text": "Which laptop to buy in 2026", + "notes": "Laptop shopping should resolve into the laptops branch, not business sales.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Laptops", + "model_output.classification.iab_content.mapping_mode": "exact" + } + }, + { + "id": "labtop-buying-maps-to-laptops", + "status": "must_fix", + "text": "Which labtop to buy in 2026", + "notes": "Common typo handling should still land in the laptops branch.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Laptops", + "model_output.classification.iab_content.mapping_mode": "exact" + } + }, + { + "id": "crm-awareness-maps-to-sales", + "status": "must_fix", + "text": "What is CRM software?", + "notes": "CRM education should resolve to the closest business/sales path, not generic software.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Business and Finance", + "model_output.classification.iab_content.tier2.label": "Business", + "model_output.classification.iab_content.tier3.label": "Sales", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent" + } + }, + { + "id": "crm-comparison-maps-to-sales", + "status": "must_fix", + "text": "HubSpot vs Zoho for a small team", + "notes": "Direct CRM vendor comparison should map cleanly into the sales domain.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Business and Finance", + "model_output.classification.iab_content.tier2.label": "Business", + "model_output.classification.iab_content.tier3.label": "Sales", + "model_output.classification.iab_content.mapping_mode": "exact" + } + }, + { + "id": "marketing-tools-map-to-marketing", + "status": "must_fix", + "text": "Best AI SEO tools for content teams", + "notes": "Marketing tool discovery should map to the marketing and advertising branch.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Business and Finance", + "model_output.classification.iab_content.tier2.label": "Business", + "model_output.classification.iab_content.tier3.label": "Marketing and Advertising", + "model_output.classification.iab_content.mapping_mode": "exact" + } + }, + { + "id": "ml-explanation-maps-to-ai", + "status": "must_fix", + "text": "What is intent classification in NLP?", + "notes": "ML and NLP educational prompts should land in the AI branch.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": "Artificial Intelligence", + "model_output.classification.iab_content.mapping_mode": "exact" + } + }, + { + "id": "support-credential-help-maps-to-business-it", + "status": "must_fix", + "text": "How do I reset my password?", + "notes": "Credential and account help should map to business IT rather than generic business.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Business and Finance", + "model_output.classification.iab_content.tier2.label": "Business", + "model_output.classification.iab_content.tier3.label": "Business I.T.", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent" + } + }, + { + "id": "restaurant-booking-maps-to-dining-out", + "status": "must_fix", + "text": "Book a table for 2 tonight", + "notes": "Generic dining requests should not inherit the repo's business default.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Food & Drink", + "model_output.classification.iab_content.tier2.label": "Dining Out", + "model_output.classification.iab_content.mapping_mode": "exact" + } + }, + { + "id": "trial-signup-maps-to-software", + "status": "must_fix", + "text": "Start my free trial", + "notes": "Software action queries should map to the software/application branch.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Software and Applications", + "model_output.classification.iab_content.mapping_mode": "nearest_equivalent" + } + }, + { + "id": "communication-software-maps-to-tier4", + "status": "must_fix", + "text": "best communication software for remote teams", + "notes": "Full taxonomy support should preserve the tier4 communication branch.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Computer Software and Applications", + "model_output.classification.iab_content.tier4.label": "Communication", + "model_output.classification.iab_content.mapping_mode": "exact" + } + }, + { + "id": "vodka-query-maps-to-alcoholic-beverages", + "status": "must_fix", + "text": "what is best vodka drink should i try", + "notes": "Food and beverage prompts should not fall through to the business default.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Food & Drink", + "model_output.classification.iab_content.tier2.label": "Alcoholic Beverages", + "model_output.classification.iab_content.mapping_mode": "exact" + } + } +] diff --git a/examples/intent_threshold_sweep_suite.json b/examples/intent_threshold_sweep_suite.json new file mode 100644 index 0000000000000000000000000000000000000000..af2d65c04bf9cd5c9ee2b8c0b74050146bb9751e --- /dev/null +++ b/examples/intent_threshold_sweep_suite.json @@ -0,0 +1,52 @@ +[ + { + "input": "What is CRM software?", + "expected_outcome": "pass", + "category": "obvious" + }, + { + "input": "Help me understand CRM basics", + "expected_outcome": "pass", + "category": "obvious" + }, + { + "input": "HubSpot vs Zoho for a small team", + "expected_outcome": "pass", + "category": "obvious" + }, + { + "input": "Which CRM should I buy for a 3-person startup?", + "expected_outcome": "pass", + "category": "obvious" + }, + { + "input": "Start my free trial", + "expected_outcome": "pass", + "category": "obvious" + }, + { + "input": "Book a table for 2 tonight", + "expected_outcome": "pass", + "category": "obvious" + }, + { + "input": "I cannot log into my account", + "expected_outcome": "fallback", + "category": "safe" + }, + { + "input": "go deeper", + "expected_outcome": "fallback", + "category": "safe" + }, + { + "input": "say more about that", + "expected_outcome": "fallback", + "category": "safe" + }, + { + "input": "what do you mean by that", + "expected_outcome": "fallback", + "category": "safe" + } +] diff --git a/examples/known_failure_cases.json b/examples/known_failure_cases.json new file mode 100644 index 0000000000000000000000000000000000000000..846073df938949755158879c34f3af4973134edc --- /dev/null +++ b/examples/known_failure_cases.json @@ -0,0 +1,202 @@ +[ + { + "id": "auto-buying-query-allowed", + "status": "must_fix", + "text": "Which car to buy in 2026", + "notes": "High-intent automotive shopping should clear as monetizable instead of failing safe.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Automotive", + "model_output.classification.iab_content.tier2.label": "Auto Buying and Selling", + "model_output.classification.intent.type": "commercial", + "system_decision.policy.monetization_eligibility": "allowed" + } + }, + { + "id": "laptop-buying-query-allowed", + "status": "must_fix", + "text": "Which laptop to buy in 2026", + "notes": "High-intent laptop shopping should clear as monetizable instead of failing safe.", + "expected": { + "model_output.classification.iab_content.tier1.label": "Technology & Computing", + "model_output.classification.iab_content.tier2.label": "Computing", + "model_output.classification.iab_content.tier3.label": "Laptops", + "model_output.classification.intent.type": "commercial", + "system_decision.policy.monetization_eligibility": "allowed" + } + }, + { + "id": "commercial-comparison-clean-pass", + "status": "must_fix", + "text": "HubSpot vs Zoho for a small team", + "notes": "Clear comparison intent should now pass without fallback and expose a comparison opportunity.", + "expected": { + "model_output.classification.intent.type": "commercial", + "model_output.classification.intent.subtype": "comparison", + "model_output.classification.intent.decision_phase": "consideration", + "model_output.fallback": null, + "system_decision.policy.monetization_eligibility": "allowed_with_caution", + "system_decision.opportunity.type": "comparison_slot", + "system_decision.opportunity.strength": "high" + } + }, + { + "id": "provider-selection-allowed", + "status": "must_fix", + "text": "Which CRM should I buy for a 3-person startup?", + "notes": "Subtype and phase should now rescue a buying query even when the intent head remains conservative.", + "expected": { + "model_output.classification.intent.subtype": "provider_selection", + "model_output.classification.intent.decision_phase": "decision", + "model_output.fallback": null, + "system_decision.policy.monetization_eligibility": "allowed", + "system_decision.opportunity.type": "decision_moment", + "system_decision.opportunity.strength": "high" + } + }, + { + "id": "education-query-restricted", + "status": "must_fix", + "text": "What is CRM software?", + "notes": "Clear educational prompts should stay out of monetizable pathways.", + "expected": { + "model_output.classification.intent.type": "informational", + "model_output.classification.intent.subtype": "education", + "model_output.classification.intent.decision_phase": "awareness", + "model_output.fallback": null, + "system_decision.policy.monetization_eligibility": "restricted", + "system_decision.opportunity.type": "none" + } + }, + { + "id": "ambiguous-follow-up-safe-block", + "status": "must_fix", + "text": "Tell me more", + "notes": "Short follow-ups should still fail safe instead of leaking into commercial handling.", + "expected": { + "model_output.classification.intent.type": "ambiguous", + "model_output.classification.intent.subtype": "follow_up", + "model_output.fallback.reason": "ambiguous_query", + "system_decision.policy.monetization_eligibility": "not_allowed", + "system_decision.opportunity.type": "none" + } + }, + { + "id": "support-query-policy-block", + "status": "must_fix", + "text": "I cannot log into my account", + "notes": "Support traffic must stay blocked even if the subtype head is still imperfect.", + "expected": { + "model_output.classification.intent.type": "support", + "model_output.classification.intent.decision_phase": "support", + "model_output.fallback.reason": "policy_default", + "system_decision.policy.monetization_eligibility": "not_allowed", + "system_decision.opportunity.type": "none" + } + }, + { + "id": "prohibited-query-policy-block", + "status": "must_fix", + "text": "How do I hack into someone else's account", + "notes": "Unsafe queries should route into the prohibited intent type and stay blocked.", + "expected": { + "model_output.classification.intent.type": "prohibited", + "model_output.fallback.reason": "policy_default", + "system_decision.policy.monetization_eligibility": "not_allowed", + "system_decision.opportunity.type": "none" + } + }, + { + "id": "signup-action-still-over-fallbacks", + "status": "acceptable_weakness", + "text": "Start my free trial", + "notes": "The subtype head recognizes signup, but the combined action path still falls back on low confidence.", + "expected": { + "model_output.classification.intent.subtype": "signup", + "model_output.fallback.reason": "confidence_below_threshold", + "system_decision.policy.monetization_eligibility": "not_allowed" + } + }, + { + "id": "price-seeking-underclassified", + "status": "acceptable_weakness", + "text": "What costs less HubSpot or Zoho?", + "notes": "Price-seeking prompts still underclassify and should remain visible until the next data pass.", + "expected": { + "model_output.classification.intent.subtype": "education", + "model_output.classification.intent.decision_phase": "awareness", + "system_decision.policy.monetization_eligibility": "restricted", + "system_decision.opportunity.type": "none" + } + }, + { + "id": "support-subtype-account-help", + "status": "must_fix", + "text": "I cannot log into my account", + "notes": "Login-help prompts should land in the account-help subtype instead of reflection-style labels.", + "expected": { + "model_output.classification.intent.subtype": "account_help", + "system_decision.policy.monetization_eligibility": "not_allowed" + } + }, + { + "id": "discovery-subtype-shortlist", + "status": "must_fix", + "text": "What project management tools should a remote ops team shortlist?", + "notes": "Shortlist-building queries should stay in product discovery instead of drifting into fit-evaluation labels.", + "expected": { + "model_output.classification.intent.subtype": "product_discovery", + "model_output.classification.intent.decision_phase": "consideration" + } + }, + { + "id": "evaluation-subtype-fit-check", + "status": "must_fix", + "text": "Would ClickUp be a good fit for a remote ops team?", + "notes": "Single-vendor fit checks should map to evaluation rather than broad discovery.", + "expected": { + "model_output.classification.intent.subtype": "evaluation", + "model_output.classification.intent.decision_phase": "consideration" + } + }, + { + "id": "comparison-vs-provider-selection-boundary", + "status": "must_fix", + "text": "Compare HubSpot and Pipedrive for a 5-person sales team", + "notes": "Side-by-side comparison language should not be upgraded into provider selection.", + "expected": { + "model_output.classification.intent.subtype": "comparison", + "model_output.classification.intent.decision_phase": "consideration", + "system_decision.opportunity.type": "comparison_slot" + } + }, + { + "id": "signup-vs-account-help-boundary", + "status": "must_fix", + "text": "Create a new trial account for our sales team", + "notes": "New-account requests should stay in signup instead of leaking into account-help support labels.", + "expected": { + "model_output.classification.intent.subtype": "signup", + "model_output.classification.intent.decision_phase": "action" + } + }, + { + "id": "booking-vs-contact-sales-boundary", + "status": "must_fix", + "text": "Have a sales rep contact me about enterprise pricing", + "notes": "Rep outreach requests should stay in contact-sales rather than the booking/demo bucket.", + "expected": { + "model_output.classification.intent.subtype": "contact_sales", + "model_output.classification.intent.decision_phase": "action" + } + }, + { + "id": "task-vs-onboarding-boundary", + "status": "must_fix", + "text": "Export the weekly pipeline report for me", + "notes": "Single in-product workflow requests should stay in task execution rather than onboarding setup.", + "expected": { + "model_output.classification.intent.subtype": "task_execution", + "model_output.classification.intent.decision_phase": "action" + } + } +] diff --git a/iab_classifier.py b/iab_classifier.py new file mode 100644 index 0000000000000000000000000000000000000000..c06844f798e387de5365174c098997f6b8b048e7 --- /dev/null +++ b/iab_classifier.py @@ -0,0 +1,149 @@ +from __future__ import annotations + +from functools import lru_cache + +import torch + +from config import IAB_PARENT_FALLBACK_CONFIDENCE_FLOOR +from iab_taxonomy import get_iab_taxonomy, parse_path_label, path_to_label +from model_runtime import get_head + + +def round_score(value: float) -> float: + return round(float(value), 4) + + +@lru_cache(maxsize=1) +def _prefix_label_ids() -> dict[tuple[str, ...], list[int]]: + head = get_head("iab_content") + prefix_map: dict[tuple[str, ...], list[int]] = {} + for label, label_id in head.config.label2id.items(): + path = parse_path_label(label) + for depth in range(1, len(path) + 1): + prefix_map.setdefault(path[:depth], []).append(label_id) + return prefix_map + + +def _effective_exact_threshold(confidence_threshold: float | None) -> float: + head = get_head("iab_content") + if confidence_threshold is None: + return float(head.calibration.confidence_threshold) + return min(max(float(confidence_threshold), 0.0), 1.0) + + +def _effective_parent_threshold(exact_threshold: float) -> float: + return min(max(IAB_PARENT_FALLBACK_CONFIDENCE_FLOOR, exact_threshold), 1.0) + + +def _build_prediction( + accepted_path: tuple[str, ...], + *, + exact_label: str, + confidence: float, + raw_confidence: float, + exact_threshold: float, + calibrated: bool, + meets_confidence_threshold: bool, + mapping_mode: str, + stopped_reason: str, +) -> dict: + taxonomy = get_iab_taxonomy() + return { + "label": path_to_label(accepted_path), + "exact_label": exact_label, + "path": list(accepted_path), + "confidence": round_score(confidence), + "raw_confidence": round_score(raw_confidence), + "confidence_threshold": round_score(exact_threshold), + "calibrated": calibrated, + "meets_confidence_threshold": meets_confidence_threshold, + "content": taxonomy.build_content_object( + accepted_path, + mapping_mode=mapping_mode, + mapping_confidence=confidence, + ), + "mapping_mode": mapping_mode, + "mapping_confidence": round_score(confidence), + "source": "supervised_classifier", + "stopped_reason": stopped_reason, + } + + +def predict_iab_content_classifier_batch( + texts: list[str], + confidence_threshold: float | None = None, +) -> list[dict | None]: + if not texts: + return [] + + head = get_head("iab_content") + if not head.config.model_dir.exists(): + return [None for _ in texts] + + raw_probs, calibrated_probs = head.predict_probs_batch(texts) + prefix_map = _prefix_label_ids() + exact_threshold = _effective_exact_threshold(confidence_threshold) + parent_threshold = _effective_parent_threshold(exact_threshold) + predictions: list[dict | None] = [] + + for raw_row, calibrated_row in zip(raw_probs, calibrated_probs): + pred_id = int(torch.argmax(calibrated_row).item()) + exact_label = head.model.config.id2label[pred_id] + exact_path = parse_path_label(exact_label) + exact_confidence = float(calibrated_row[pred_id].item()) + exact_raw_confidence = float(raw_row[pred_id].item()) + + if exact_confidence >= exact_threshold: + predictions.append( + _build_prediction( + exact_path, + exact_label=exact_label, + confidence=exact_confidence, + raw_confidence=exact_raw_confidence, + exact_threshold=exact_threshold, + calibrated=head.calibration.calibrated, + meets_confidence_threshold=True, + mapping_mode="exact", + stopped_reason="exact_threshold_met", + ) + ) + continue + + accepted_path = exact_path[:1] + accepted_confidence = float(calibrated_row[prefix_map[accepted_path]].sum().item()) + accepted_raw_confidence = float(raw_row[prefix_map[accepted_path]].sum().item()) + meets_confidence_threshold = False + stopped_reason = "top_level_safe_fallback" + + for depth in range(len(exact_path) - 1, 0, -1): + prefix = exact_path[:depth] + prefix_ids = prefix_map[prefix] + prefix_confidence = float(calibrated_row[prefix_ids].sum().item()) + prefix_raw_confidence = float(raw_row[prefix_ids].sum().item()) + if prefix_confidence >= parent_threshold: + accepted_path = prefix + accepted_confidence = prefix_confidence + accepted_raw_confidence = prefix_raw_confidence + meets_confidence_threshold = True + stopped_reason = "parent_fallback_threshold_met" + break + + predictions.append( + _build_prediction( + accepted_path, + exact_label=exact_label, + confidence=accepted_confidence, + raw_confidence=accepted_raw_confidence, + exact_threshold=exact_threshold, + calibrated=head.calibration.calibrated, + meets_confidence_threshold=meets_confidence_threshold, + mapping_mode="nearest_equivalent", + stopped_reason=stopped_reason, + ) + ) + + return predictions + + +def predict_iab_content_classifier(text: str, confidence_threshold: float | None = None) -> dict | None: + return predict_iab_content_classifier_batch([text], confidence_threshold=confidence_threshold)[0] diff --git a/iab_classifier_model_output/config.json b/iab_classifier_model_output/config.json new file mode 100644 index 0000000000000000000000000000000000000000..5bbcde91f97294c1585f64e30915e7c6179724e3 --- /dev/null +++ b/iab_classifier_model_output/config.json @@ -0,0 +1,1434 @@ +{ + "_name_or_path": "distilbert-base-uncased", + "activation": "gelu", + "architectures": [ + "DistilBertForSequenceClassification" + ], + "attention_dropout": 0.1, + "dim": 768, + "dropout": 0.1, + "hidden_dim": 3072, + "id2label": { + "0": "Attractions", + "1": "Attractions > Amusement and Theme Parks", + "2": "Attractions > Bars & Restaurants", + "3": "Attractions > Casinos & Gambling", + "4": "Attractions > Historic Site and Landmark Tours", + "5": "Attractions > Malls & Shopping Centers", + "6": "Attractions > Museums & Galleries", + "7": "Attractions > Nightclubs", + "8": "Attractions > Outdoor Activities", + "9": "Attractions > Parks & Nature", + "10": "Attractions > Theater Venues", + "11": "Attractions > Zoos & Aquariums", + "12": "Automotive", + "13": "Automotive > Auto Body Styles", + "14": "Automotive > Auto Body Styles > Commercial Trucks", + "15": "Automotive > Auto Body Styles > Convertible", + "16": "Automotive > Auto Body Styles > Coupe", + "17": "Automotive > Auto Body Styles > Crossover", + "18": "Automotive > Auto Body Styles > Hatchback", + "19": "Automotive > Auto Body Styles > Microcar", + "20": "Automotive > Auto Body Styles > Minivan", + "21": "Automotive > Auto Body Styles > Off-Road Vehicles", + "22": "Automotive > Auto Body Styles > Pickup Trucks", + "23": "Automotive > Auto Body Styles > Sedan", + "24": "Automotive > Auto Body Styles > Station Wagon", + "25": "Automotive > Auto Body Styles > SUV", + "26": "Automotive > Auto Body Styles > Van", + "27": "Automotive > Auto Buying and Selling", + "28": "Automotive > Auto Insurance", + "29": "Automotive > Auto Parts", + "30": "Automotive > Auto Recalls", + "31": "Automotive > Auto Rentals", + "32": "Automotive > Auto Repair", + "33": "Automotive > Auto Safety", + "34": "Automotive > Auto Shows", + "35": "Automotive > Auto Technology", + "36": "Automotive > Auto Technology > Auto Infotainment Technologies", + "37": "Automotive > Auto Technology > Auto Navigation Systems", + "38": "Automotive > Auto Technology > Auto Safety Technologies", + "39": "Automotive > Auto Type", + "40": "Automotive > Auto Type > Budget Cars", + "41": "Automotive > Auto Type > Certified Pre-Owned Cars", + "42": "Automotive > Auto Type > Classic Cars", + "43": "Automotive > Auto Type > Concept Cars", + "44": "Automotive > Auto Type > Driverless Cars", + "45": "Automotive > Auto Type > Green Vehicles", + "46": "Automotive > Auto Type > Luxury Cars", + "47": "Automotive > Auto Type > Performance Cars", + "48": "Automotive > Car Culture", + "49": "Automotive > Dash Cam Videos", + "50": "Automotive > Motorcycles", + "51": "Automotive > Road-Side Assistance", + "52": "Automotive > Scooters", + "53": "Books and Literature", + "54": "Books and Literature > Art and Photography", + "55": "Books and Literature > Comics and Graphic Novels", + "56": "Books and Literature > Fiction", + "57": "Books and Literature > Poetry", + "58": "Business and Finance", + "59": "Business and Finance > Business", + "60": "Business and Finance > Business > Business Accounting & Finance", + "61": "Business and Finance > Business > Business Administration", + "62": "Business and Finance > Business > Business Banking & Finance", + "63": "Business and Finance > Business > Business Banking & Finance > Angel Investment", + "64": "Business and Finance > Business > Business Banking & Finance > Bankruptcy", + "65": "Business and Finance > Business > Business Banking & Finance > Business Loans", + "66": "Business and Finance > Business > Business Banking & Finance > Debt Factoring & Invoice Discounting", + "67": "Business and Finance > Business > Business Banking & Finance > Mergers and Acquisitions", + "68": "Business and Finance > Business > Business Banking & Finance > Private Equity", + "69": "Business and Finance > Business > Business Banking & Finance > Sale & Lease Back", + "70": "Business and Finance > Business > Business Banking & Finance > Venture Capital", + "71": "Business and Finance > Business > Business I.T.", + "72": "Business and Finance > Business > Business Operations", + "73": "Business and Finance > Business > Business Utilities", + "74": "Business and Finance > Business > Consumer Issues", + "75": "Business and Finance > Business > Consumer Issues > Recalls", + "76": "Business and Finance > Business > Executive Leadership & Management", + "77": "Business and Finance > Business > Government Business", + "78": "Business and Finance > Business > Green Solutions", + "79": "Business and Finance > Business > Human Resources", + "80": "Business and Finance > Business > Large Business", + "81": "Business and Finance > Business > Logistics", + "82": "Business and Finance > Business > Marketing and Advertising", + "83": "Business and Finance > Business > Sales", + "84": "Business and Finance > Business > Small and Medium-sized Business", + "85": "Business and Finance > Business > Startups", + "86": "Business and Finance > Economy", + "87": "Business and Finance > Economy > Commodities", + "88": "Business and Finance > Economy > Currencies", + "89": "Business and Finance > Economy > Financial Crisis", + "90": "Business and Finance > Economy > Financial Reform", + "91": "Business and Finance > Economy > Financial Regulation", + "92": "Business and Finance > Economy > Gasoline Prices", + "93": "Business and Finance > Economy > Housing Market", + "94": "Business and Finance > Economy > Interest Rates", + "95": "Business and Finance > Economy > Job Market", + "96": "Business and Finance > Industries", + "97": "Business and Finance > Industries > Advertising Industry", + "98": "Business and Finance > Industries > Agriculture", + "99": "Business and Finance > Industries > Apparel Industry", + "100": "Business and Finance > Industries > Automotive Industry", + "101": "Business and Finance > Industries > Aviation Industry", + "102": "Business and Finance > Industries > Biotech and Biomedical Industry", + "103": "Business and Finance > Industries > Civil Engineering Industry", + "104": "Business and Finance > Industries > Construction Industry", + "105": "Business and Finance > Industries > Defense Industry", + "106": "Business and Finance > Industries > Education industry", + "107": "Business and Finance > Industries > Entertainment Industry", + "108": "Business and Finance > Industries > Environmental Services Industry", + "109": "Business and Finance > Industries > Financial Industry", + "110": "Business and Finance > Industries > Food Industry", + "111": "Business and Finance > Industries > Healthcare Industry", + "112": "Business and Finance > Industries > Hospitality Industry", + "113": "Business and Finance > Industries > Information Services Industry", + "114": "Business and Finance > Industries > Legal Services Industry", + "115": "Business and Finance > Industries > Logistics and Transportation Industry", + "116": "Business and Finance > Industries > Management Consulting Industry", + "117": "Business and Finance > Industries > Manufacturing Industry", + "118": "Business and Finance > Industries > Mechanical and Industrial Engineering Industry", + "119": "Business and Finance > Industries > Media Industry", + "120": "Business and Finance > Industries > Metals Industry", + "121": "Business and Finance > Industries > Non-Profit Organizations", + "122": "Business and Finance > Industries > Pharmaceutical Industry", + "123": "Business and Finance > Industries > Power and Energy Industry", + "124": "Business and Finance > Industries > Publishing Industry", + "125": "Business and Finance > Industries > Real Estate Industry", + "126": "Business and Finance > Industries > Retail Industry", + "127": "Business and Finance > Industries > Technology Industry", + "128": "Business and Finance > Industries > Telecommunications Industry", + "129": "Careers", + "130": "Careers > Apprenticeships", + "131": "Careers > Career Advice", + "132": "Careers > Career Planning", + "133": "Careers > Job Search", + "134": "Careers > Job Search > Job Fairs", + "135": "Careers > Job Search > Resume Writing and Advice", + "136": "Careers > Remote Working", + "137": "Careers > Vocational Training", + "138": "Technology & Computing > Computing > Computer Software and Applications > Communication", + "139": "Crime", + "140": "Disasters", + "141": "Education", + "142": "Education > Adult Education", + "143": "Education > College Education", + "144": "Education > College Education > College Planning", + "145": "Education > College Education > Postgraduate Education", + "146": "Education > College Education > Postgraduate Education > Professional School", + "147": "Education > College Education > Undergraduate Education", + "148": "Education > Early Childhood Education", + "149": "Education > Educational Assessment", + "150": "Education > Educational Assessment > Standardized Testing", + "151": "Education > Homeschooling", + "152": "Education > Homework and Study", + "153": "Education > Language Learning", + "154": "Education > Online Education", + "155": "Education > Primary Education", + "156": "Education > Private School", + "157": "Education > Secondary Education", + "158": "Education > Special Education", + "159": "Entertainment", + "160": "Entertainment > Movies", + "161": "Entertainment > Music", + "162": "Entertainment > Television", + "163": "Events", + "164": "Events > Awards Shows", + "165": "Events > Business Expos & Conferences", + "166": "Events > Fan Conventions", + "167": "Family and Relationships", + "168": "Family and Relationships > Bereavement", + "169": "Family and Relationships > Dating", + "170": "Family and Relationships > Divorce", + "171": "Family and Relationships > Eldercare", + "172": "Family and Relationships > Marriage and Civil Unions", + "173": "Family and Relationships > Parenting", + "174": "Family and Relationships > Parenting > Adoption and Fostering", + "175": "Family and Relationships > Parenting > Daycare and Pre-School", + "176": "Family and Relationships > Parenting > Internet Safety", + "177": "Family and Relationships > Parenting > Parenting Babies and Toddlers", + "178": "Family and Relationships > Parenting > Parenting Children Aged 4-11", + "179": "Family and Relationships > Parenting > Parenting Teens", + "180": "Family and Relationships > Parenting > Special Needs Kids", + "181": "Family and Relationships > Single Life", + "182": "Fine Art", + "183": "Fine Art > Costume", + "184": "Fine Art > Dance", + "185": "Fine Art > Design", + "186": "Fine Art > Digital Arts", + "187": "Fine Art > Fine Art Photography", + "188": "Fine Art > Modern Art", + "189": "Fine Art > Opera", + "190": "Fine Art > Theater", + "191": "Food & Drink", + "192": "Food & Drink > Alcoholic Beverages", + "193": "Food & Drink > Barbecues and Grilling", + "194": "Food & Drink > Cooking", + "195": "Food & Drink > Desserts and Baking", + "196": "Food & Drink > Dining Out", + "197": "Food & Drink > Food Allergies", + "198": "Food & Drink > Food Movements", + "199": "Food & Drink > Healthy Cooking and Eating", + "200": "Food & Drink > Non-Alcoholic Beverages", + "201": "Food & Drink > Vegan Diets", + "202": "Food & Drink > Vegetarian Diets", + "203": "Food & Drink > World Cuisines", + "204": "Genres", + "205": "Genres > Nature", + "206": "Genres > Action/Adventure", + "207": "Genres > Animation & Anime", + "208": "Genres > Biographies", + "209": "Genres > Comedy", + "210": "Genres > Documentary", + "211": "Genres > Drama", + "212": "Genres > Factual", + "213": "Genres > Family/Children", + "214": "Genres > Fantasy", + "215": "Genres > History", + "216": "Genres > Holiday", + "217": "Genres > Horror", + "218": "Genres > Lifestyle", + "219": "Genres > Music Video", + "220": "Genres > Musical", + "221": "Genres > Mystery", + "222": "Genres > Reality TV", + "223": "Genres > Romance", + "224": "Genres > Science Fiction", + "225": "Genres > Soap Opera", + "226": "Genres > Special Interest (Indie/Art House)", + "227": "Genres > Sports Radio", + "228": "Genres > Talk Radio", + "229": "Genres > Talk Radio > Public Radio", + "230": "Genres > Talk Show", + "231": "Genres > True Crime", + "232": "Genres > Western", + "233": "Genres > Young Adult", + "234": "Healthy Living", + "235": "Healthy Living > Children's Health", + "236": "Healthy Living > Fitness and Exercise", + "237": "Healthy Living > Fitness and Exercise > Participant Sports", + "238": "Healthy Living > Fitness and Exercise > Running and Jogging", + "239": "Healthy Living > Men's Health", + "240": "Healthy Living > Nutrition", + "241": "Healthy Living > Senior Health", + "242": "Healthy Living > Weight Loss", + "243": "Healthy Living > Wellness", + "244": "Healthy Living > Wellness > Alternative Medicine", + "245": "Healthy Living > Wellness > Alternative Medicine > Herbs and Supplements", + "246": "Healthy Living > Wellness > Alternative Medicine > Holistic Health", + "247": "Healthy Living > Wellness > Physical Therapy", + "248": "Healthy Living > Wellness > Smoking Cessation", + "249": "Healthy Living > Women's Health", + "250": "Hobbies & Interests", + "251": "Hobbies & Interests > Antiquing and Antiques", + "252": "Hobbies & Interests > Arts and Crafts", + "253": "Hobbies & Interests > Arts and Crafts > Beadwork", + "254": "Hobbies & Interests > Arts and Crafts > Candle and Soap Making", + "255": "Hobbies & Interests > Arts and Crafts > Drawing and Sketching", + "256": "Hobbies & Interests > Arts and Crafts > Jewelry Making", + "257": "Hobbies & Interests > Arts and Crafts > Needlework", + "258": "Hobbies & Interests > Arts and Crafts > Painting", + "259": "Hobbies & Interests > Arts and Crafts > Photography", + "260": "Hobbies & Interests > Arts and Crafts > Scrapbooking", + "261": "Hobbies & Interests > Arts and Crafts > Woodworking", + "262": "Hobbies & Interests > Beekeeping", + "263": "Hobbies & Interests > Birdwatching", + "264": "Hobbies & Interests > Cigars", + "265": "Hobbies & Interests > Collecting", + "266": "Hobbies & Interests > Collecting > Comic Books", + "267": "Hobbies & Interests > Collecting > Stamps and Coins", + "268": "Hobbies & Interests > Content Production", + "269": "Hobbies & Interests > Content Production > Audio Production", + "270": "Hobbies & Interests > Content Production > Freelance Writing", + "271": "Hobbies & Interests > Content Production > Screenwriting", + "272": "Hobbies & Interests > Content Production > Video Production", + "273": "Hobbies & Interests > Games and Puzzles", + "274": "Hobbies & Interests > Games and Puzzles > Board Games and Puzzles", + "275": "Hobbies & Interests > Games and Puzzles > Card Games", + "276": "Hobbies & Interests > Games and Puzzles > Roleplaying Games", + "277": "Hobbies & Interests > Genealogy and Ancestry", + "278": "Hobbies & Interests > Magic and Illusion", + "279": "Hobbies & Interests > Model Toys", + "280": "Hobbies & Interests > Musical Instruments", + "281": "Hobbies & Interests > Paranormal Phenomena", + "282": "Hobbies & Interests > Radio Control", + "283": "Hobbies & Interests > Sci-fi and Fantasy", + "284": "Hobbies & Interests > Workshops and Classes", + "285": "Holidays", + "286": "Holidays > National & Civic Holidays", + "287": "Home & Garden", + "288": "Home & Garden > Gardening", + "289": "Home & Garden > Home Appliances", + "290": "Home & Garden > Home Entertaining", + "291": "Home & Garden > Home Improvement", + "292": "Home & Garden > Home Security", + "293": "Home & Garden > Indoor Environmental Quality", + "294": "Home & Garden > Interior Decorating", + "295": "Home & Garden > Landscaping", + "296": "Home & Garden > Outdoor Decorating", + "297": "Home & Garden > Remodeling & Construction", + "298": "Home & Garden > Smart Home", + "299": "Law", + "300": "Technology & Computing > Computing > Computer Software and Applications > Maps & Navigation", + "301": "Medical Health", + "302": "Medical Health > Cosmetic Medical Services", + "303": "Medical Health > Diseases and Conditions", + "304": "Medical Health > Diseases and Conditions > Allergies", + "305": "Medical Health > Diseases and Conditions > Blood Disorders", + "306": "Medical Health > Diseases and Conditions > Bone and Joint Conditions", + "307": "Medical Health > Diseases and Conditions > Brain and Nervous System Disorders", + "308": "Medical Health > Diseases and Conditions > Cancer", + "309": "Medical Health > Diseases and Conditions > Cold and Flu", + "310": "Medical Health > Diseases and Conditions > Dental Health", + "311": "Medical Health > Diseases and Conditions > Diabetes", + "312": "Medical Health > Diseases and Conditions > Digestive Disorders", + "313": "Medical Health > Diseases and Conditions > Ear, Nose and Throat Conditions", + "314": "Medical Health > Diseases and Conditions > Endocrine and Metabolic Diseases", + "315": "Medical Health > Diseases and Conditions > Endocrine and Metabolic Diseases > Hormonal Disorders", + "316": "Medical Health > Diseases and Conditions > Endocrine and Metabolic Diseases > Menopause", + "317": "Medical Health > Diseases and Conditions > Endocrine and Metabolic Diseases > Thyroid Disorders", + "318": "Medical Health > Diseases and Conditions > Eye and Vision Conditions", + "319": "Medical Health > Diseases and Conditions > Foot Health", + "320": "Medical Health > Diseases and Conditions > Heart and Cardiovascular Diseases", + "321": "Medical Health > Diseases and Conditions > Infectious Diseases", + "322": "Medical Health > Diseases and Conditions > Injuries", + "323": "Medical Health > Diseases and Conditions > Injuries > First Aid", + "324": "Medical Health > Diseases and Conditions > Lung and Respiratory Health", + "325": "Medical Health > Diseases and Conditions > Mental Health", + "326": "Medical Health > Diseases and Conditions > Reproductive Health", + "327": "Medical Health > Diseases and Conditions > Reproductive Health > Birth Control", + "328": "Medical Health > Diseases and Conditions > Reproductive Health > Infertility", + "329": "Medical Health > Diseases and Conditions > Reproductive Health > Pregnancy", + "330": "Medical Health > Diseases and Conditions > Sexual Health", + "331": "Medical Health > Diseases and Conditions > Sexual Health > Sexual Conditions", + "332": "Medical Health > Diseases and Conditions > Skin and Dermatology", + "333": "Medical Health > Diseases and Conditions > Sleep Disorders", + "334": "Medical Health > Diseases and Conditions > Substance Abuse", + "335": "Medical Health > Medical Tests", + "336": "Medical Health > Pharmaceutical Drugs", + "337": "Medical Health > Surgery", + "338": "Medical Health > Vaccines", + "339": "Entertainment > Music > Adult Album Alternative", + "340": "Entertainment > Music > Adult Contemporary Music", + "341": "Entertainment > Music > Adult Contemporary Music > Soft AC Music", + "342": "Entertainment > Music > Adult Contemporary Music > Urban AC Music", + "343": "Entertainment > Music > Alternative Music", + "344": "Entertainment > Music > Blues", + "345": "Entertainment > Music > Children's Music", + "346": "Entertainment > Music > Classic Hits", + "347": "Entertainment > Music > Classical Music", + "348": "Entertainment > Music > College Radio", + "349": "Entertainment > Music > Comedy (Music and Audio)", + "350": "Entertainment > Music > Contemporary Hits/Pop/Top 40", + "351": "Entertainment > Music > Country Music", + "352": "Entertainment > Music > Dance and Electronic Music", + "353": "Entertainment > Music > Gospel Music", + "354": "Entertainment > Music > Hip Hop Music", + "355": "Entertainment > Music > Inspirational/New Age Music", + "356": "Entertainment > Music > Jazz", + "357": "Entertainment > Music > Oldies/Adult Standards", + "358": "Entertainment > Music > R&B/Soul/Funk", + "359": "Entertainment > Music > Reggae", + "360": "Entertainment > Music > Religious (Music and Audio)", + "361": "Entertainment > Music > Rock Music", + "362": "Entertainment > Music > Rock Music > Album-oriented Rock", + "363": "Entertainment > Music > Rock Music > Alternative Rock", + "364": "Entertainment > Music > Rock Music > Classic Rock", + "365": "Entertainment > Music > Rock Music > Hard Rock", + "366": "Entertainment > Music > Rock Music > Soft Rock", + "367": "Entertainment > Music > Songwriters/Folk", + "368": "Entertainment > Music > Soundtracks, TV and Showtunes", + "369": "Entertainment > Music > World/International Music", + "370": "Entertainment > Music > Urban Contemporary Music", + "371": "Entertainment > Music > Variety (Music and Audio)", + "372": "Personal Celebrations & Life Events", + "373": "Personal Celebrations & Life Events > Anniversary", + "374": "Personal Celebrations & Life Events > Baby Shower", + "375": "Personal Celebrations & Life Events > Bachelor Party", + "376": "Personal Celebrations & Life Events > Bachelorette Party", + "377": "Personal Celebrations & Life Events > Birth", + "378": "Personal Celebrations & Life Events > Birthday", + "379": "Personal Celebrations & Life Events > Funeral", + "380": "Personal Celebrations & Life Events > Graduation", + "381": "Personal Celebrations & Life Events > Prom", + "382": "Personal Celebrations & Life Events > Wedding", + "383": "Personal Finance", + "384": "Personal Finance > Consumer Banking", + "385": "Personal Finance > Financial Assistance", + "386": "Personal Finance > Financial Assistance > Government Support and Welfare", + "387": "Personal Finance > Financial Assistance > Student Financial Aid", + "388": "Personal Finance > Financial Planning", + "389": "Personal Finance > Frugal Living", + "390": "Personal Finance > Home Utilities", + "391": "Personal Finance > Home Utilities > Gas and Electric", + "392": "Personal Finance > Home Utilities > Internet Service Providers", + "393": "Personal Finance > Home Utilities > Phone Services", + "394": "Personal Finance > Home Utilities > Water Services", + "395": "Personal Finance > Insurance", + "396": "Personal Finance > Insurance > Health Insurance", + "397": "Personal Finance > Insurance > Home Insurance", + "398": "Personal Finance > Insurance > Life Insurance", + "399": "Personal Finance > Insurance > Motor Insurance", + "400": "Personal Finance > Insurance > Pet Insurance", + "401": "Personal Finance > Insurance > Travel Insurance", + "402": "Personal Finance > Personal Debt", + "403": "Personal Finance > Personal Debt > Credit Cards", + "404": "Personal Finance > Personal Debt > Home Financing", + "405": "Personal Finance > Personal Debt > Personal Loans", + "406": "Personal Finance > Personal Debt > Student Loans", + "407": "Personal Finance > Personal Investing", + "408": "Personal Finance > Personal Investing > Hedge Funds", + "409": "Personal Finance > Personal Investing > Mutual Funds", + "410": "Personal Finance > Personal Investing > Options", + "411": "Personal Finance > Personal Investing > Stocks and Bonds", + "412": "Personal Finance > Personal Taxes", + "413": "Personal Finance > Retirement Planning", + "414": "Pets", + "415": "Pets > Birds", + "416": "Pets > Cats", + "417": "Pets > Dogs", + "418": "Pets > Fish and Aquariums", + "419": "Pets > Large Animals", + "420": "Pets > Pet Adoptions", + "421": "Pets > Pet Supplies", + "422": "Pets > Reptiles", + "423": "Pets > Veterinary Medicine", + "424": "Politics", + "425": "Politics > Civic affairs", + "426": "Politics > Elections", + "427": "Politics > Political Issues & policy", + "428": "Pop Culture", + "429": "Pop Culture > Celebrity Deaths", + "430": "Pop Culture > Celebrity Families", + "431": "Pop Culture > Celebrity Homes", + "432": "Pop Culture > Celebrity Pregnancy", + "433": "Pop Culture > Celebrity Relationships", + "434": "Pop Culture > Celebrity Scandal", + "435": "Pop Culture > Celebrity Style", + "436": "Pop Culture > Humor and Satire", + "437": "Technology & Computing > Computing > Computer Software and Applications > Productivity", + "438": "Real Estate", + "439": "Real Estate > Apartments", + "440": "Real Estate > Developmental Sites", + "441": "Real Estate > Hotel Properties", + "442": "Real Estate > Houses", + "443": "Real Estate > Industrial Property", + "444": "Real Estate > Land and Farms", + "445": "Real Estate > Office Property", + "446": "Real Estate > Real Estate Buying and Selling", + "447": "Real Estate > Real Estate Renting and Leasing", + "448": "Real Estate > Retail Property", + "449": "Real Estate > Vacation Properties", + "450": "Religion & Spirituality", + "451": "Religion & Spirituality > Agnosticism", + "452": "Religion & Spirituality > Astrology", + "453": "Religion & Spirituality > Atheism", + "454": "Religion & Spirituality > Buddhism", + "455": "Religion & Spirituality > Christianity", + "456": "Religion & Spirituality > Hinduism", + "457": "Religion & Spirituality > Islam", + "458": "Religion & Spirituality > Judaism", + "459": "Religion & Spirituality > Sikhism", + "460": "Religion & Spirituality > Spirituality", + "461": "Science", + "462": "Science > Biological Sciences", + "463": "Science > Chemistry", + "464": "Science > Environment", + "465": "Science > Genetics", + "466": "Science > Geography", + "467": "Science > Geology", + "468": "Science > Physics", + "469": "Science > Space and Astronomy", + "470": "Science > Weather", + "471": "Sensitive Topics", + "472": "Sensitive Topics > Adult & Explicit Sexual Content", + "473": "Sensitive Topics > Arms & Ammunition", + "474": "Sensitive Topics > Crime & Harmful Acts to Individuals, Society & Human Right Violations", + "475": "Sensitive Topics > Death, Injury, or Military Conflict", + "476": "Sensitive Topics > Debated Sensitive Social Issues", + "477": "Sensitive Topics > Hate Speech and Acts of Aggression", + "478": "Sensitive Topics > Illegal Drugs, Tobacco, eCigarettes, Vaping, Alcohol", + "479": "Sensitive Topics > Obscenity and Profanity", + "480": "Sensitive Topics > Online Piracy", + "481": "Sensitive Topics > Spam or Harmful Content", + "482": "Sensitive Topics > Terrorism", + "483": "Shopping", + "484": "Shopping > Children's Games and Toys", + "485": "Shopping > Coupons and Discounts", + "486": "Shopping > Flower Shopping", + "487": "Shopping > Gifts and Greetings Cards", + "488": "Shopping > Grocery Shopping", + "489": "Shopping > Holiday Shopping", + "490": "Shopping > Household Supplies", + "491": "Shopping > Lotteries and Scratchcards", + "492": "Shopping > Party Supplies and Decorations", + "493": "Shopping > Sales and Promotions", + "494": "Sports", + "495": "Sports > American Football", + "496": "Sports > Australian Rules Football", + "497": "Sports > Auto Racing", + "498": "Sports > Auto Racing > Motorcycle Sports", + "499": "Sports > Badminton", + "500": "Sports > Baseball", + "501": "Sports > Basketball", + "502": "Sports > Beach Volleyball", + "503": "Sports > Bodybuilding", + "504": "Sports > Bowling", + "505": "Sports > Boxing", + "506": "Sports > Cheerleading", + "507": "Sports > College Sports", + "508": "Sports > College Sports > College Baseball", + "509": "Sports > College Sports > College Basketball", + "510": "Sports > College Sports > College Football", + "511": "Sports > Cricket", + "512": "Sports > Cycling", + "513": "Sports > Darts", + "514": "Sports > Disabled Sports", + "515": "Sports > Diving", + "516": "Sports > Equine Sports", + "517": "Sports > Equine Sports > Horse Racing", + "518": "Sports > Extreme Sports", + "519": "Sports > Extreme Sports > Canoeing and Kayaking", + "520": "Sports > Extreme Sports > Climbing", + "521": "Sports > Extreme Sports > Paintball", + "522": "Sports > Extreme Sports > Scuba Diving", + "523": "Sports > Extreme Sports > Skateboarding", + "524": "Sports > Extreme Sports > Snowboarding", + "525": "Sports > Extreme Sports > Surfing and Bodyboarding", + "526": "Sports > Extreme Sports > Waterskiing and Wakeboarding", + "527": "Sports > Fantasy Sports", + "528": "Sports > Field Hockey", + "529": "Sports > Figure Skating", + "530": "Sports > Fishing Sports", + "531": "Sports > Golf", + "532": "Sports > Gymnastics", + "533": "Sports > Hunting and Shooting", + "534": "Sports > Ice Hockey", + "535": "Sports > Inline Skating", + "536": "Sports > Lacrosse", + "537": "Sports > Martial Arts", + "538": "Sports > Olympic Sports", + "539": "Sports > Olympic Sports > Summer Olympic Sports", + "540": "Sports > Olympic Sports > Winter Olympic Sports", + "541": "Sports > Poker and Professional Gambling", + "542": "Sports > Rodeo", + "543": "Sports > Rowing", + "544": "Sports > Rugby", + "545": "Sports > Rugby > Rugby League", + "546": "Sports > Rugby > Rugby Union", + "547": "Sports > Sailing", + "548": "Sports > Skiing", + "549": "Sports > Snooker/Pool/Billiards", + "550": "Sports > Soccer", + "551": "Sports > Softball", + "552": "Sports > Sports Equipment", + "553": "Sports > Squash", + "554": "Sports > Swimming", + "555": "Sports > Table Tennis", + "556": "Sports > Tennis", + "557": "Sports > Track and Field", + "558": "Sports > Volleyball", + "559": "Sports > Walking", + "560": "Sports > Water Polo", + "561": "Sports > Weightlifting", + "562": "Sports > Wrestling", + "563": "Style & Fashion", + "564": "Style & Fashion > Beauty", + "565": "Style & Fashion > Beauty > Hair Care", + "566": "Style & Fashion > Beauty > Makeup and Accessories", + "567": "Style & Fashion > Beauty > Nail Care", + "568": "Style & Fashion > Beauty > Natural and Organic Beauty", + "569": "Style & Fashion > Beauty > Perfume and Fragrance", + "570": "Style & Fashion > Beauty > Skin Care", + "571": "Style & Fashion > Body Art", + "572": "Style & Fashion > Children's Clothing", + "573": "Style & Fashion > Designer Clothing", + "574": "Style & Fashion > Fashion Trends", + "575": "Style & Fashion > High Fashion", + "576": "Style & Fashion > Men's Fashion", + "577": "Style & Fashion > Men's Fashion > Men's Accessories", + "578": "Style & Fashion > Men's Fashion > Men's Accessories > Men's Jewelry and Watches", + "579": "Style & Fashion > Men's Fashion > Men's Clothing", + "580": "Style & Fashion > Men's Fashion > Men's Clothing > Men's Business Wear", + "581": "Style & Fashion > Men's Fashion > Men's Clothing > Men's Casual Wear", + "582": "Style & Fashion > Men's Fashion > Men's Clothing > Men's Formal Wear", + "583": "Style & Fashion > Men's Fashion > Men's Clothing > Men's Outerwear", + "584": "Style & Fashion > Men's Fashion > Men's Clothing > Men's Sportswear", + "585": "Style & Fashion > Men's Fashion > Men's Clothing > Men's Underwear and Sleepwear", + "586": "Style & Fashion > Men's Fashion > Men's Shoes and Footwear", + "587": "Style & Fashion > Personal Care", + "588": "Style & Fashion > Personal Care > Bath and Shower", + "589": "Style & Fashion > Personal Care > Deodorant and Antiperspirant", + "590": "Style & Fashion > Personal Care > Oral care", + "591": "Style & Fashion > Personal Care > Shaving", + "592": "Style & Fashion > Street Style", + "593": "Style & Fashion > Women's Fashion", + "594": "Style & Fashion > Women's Fashion > Women's Accessories", + "595": "Style & Fashion > Women's Fashion > Women's Accessories > Women's Glasses", + "596": "Style & Fashion > Women's Fashion > Women's Accessories > Women's Handbags and Wallets", + "597": "Style & Fashion > Women's Fashion > Women's Accessories > Women's Hats and Scarves", + "598": "Style & Fashion > Women's Fashion > Women's Accessories > Women's Jewelry and Watches", + "599": "Style & Fashion > Women's Fashion > Women's Clothing", + "600": "Style & Fashion > Women's Fashion > Women's Clothing > Women's Business Wear", + "601": "Style & Fashion > Women's Fashion > Women's Clothing > Women's Casual Wear", + "602": "Style & Fashion > Women's Fashion > Women's Clothing > Women's Formal Wear", + "603": "Style & Fashion > Women's Fashion > Women's Clothing > Women's Intimates and Sleepwear", + "604": "Style & Fashion > Women's Fashion > Women's Clothing > Women's Outerwear", + "605": "Style & Fashion > Women's Fashion > Women's Clothing > Women's Sportswear", + "606": "Style & Fashion > Women's Fashion > Women's Shoes and Footwear", + "607": "Technology & Computing", + "608": "Technology & Computing > Artificial Intelligence", + "609": "Technology & Computing > Augmented Reality", + "610": "Technology & Computing > Computing", + "611": "Technology & Computing > Computing > Computer Networking", + "612": "Technology & Computing > Computing > Computer Peripherals", + "613": "Technology & Computing > Computing > Computer Software and Applications", + "614": "Technology & Computing > Computing > Computer Software and Applications > 3-D Graphics", + "615": "Technology & Computing > Computing > Computer Software and Applications > Antivirus Software", + "616": "Technology & Computing > Computing > Computer Software and Applications > Browsers", + "617": "Technology & Computing > Computing > Computer Software and Applications > Computer Animation", + "618": "Technology & Computing > Computing > Computer Software and Applications > Databases", + "619": "Technology & Computing > Computing > Computer Software and Applications > Desktop Publishing", + "620": "Technology & Computing > Computing > Computer Software and Applications > Digital Audio", + "621": "Technology & Computing > Computing > Computer Software and Applications > Graphics Software", + "622": "Technology & Computing > Computing > Computer Software and Applications > Operating Systems", + "623": "Technology & Computing > Computing > Computer Software and Applications > Photo Editing Software", + "624": "Technology & Computing > Computing > Computer Software and Applications > Shareware and Freeware", + "625": "Technology & Computing > Computing > Computer Software and Applications > Video Software", + "626": "Technology & Computing > Computing > Computer Software and Applications > Web Conferencing", + "627": "Technology & Computing > Computing > Data Storage and Warehousing", + "628": "Technology & Computing > Computing > Desktops", + "629": "Technology & Computing > Computing > Information and Network Security", + "630": "Technology & Computing > Computing > Internet", + "631": "Technology & Computing > Computing > Internet > Cloud Computing", + "632": "Technology & Computing > Computing > Internet > Email", + "633": "Technology & Computing > Computing > Internet > Internet for Beginners", + "634": "Technology & Computing > Computing > Internet > Internet of Things", + "635": "Technology & Computing > Computing > Internet > IT and Internet Support", + "636": "Technology & Computing > Computing > Internet > Search", + "637": "Technology & Computing > Computing > Internet > Social Networking", + "638": "Technology & Computing > Computing > Internet > Web Design and HTML", + "639": "Technology & Computing > Computing > Internet > Web Development", + "640": "Technology & Computing > Computing > Internet > Web Hosting", + "641": "Technology & Computing > Computing > Laptops", + "642": "Technology & Computing > Computing > Programming Languages", + "643": "Technology & Computing > Consumer Electronics", + "644": "Technology & Computing > Consumer Electronics > Cameras and Camcorders", + "645": "Technology & Computing > Consumer Electronics > Home Entertainment Systems", + "646": "Technology & Computing > Consumer Electronics > Smartphones", + "647": "Technology & Computing > Consumer Electronics > Tablets and E-readers", + "648": "Technology & Computing > Consumer Electronics > Wearable Technology", + "649": "Technology & Computing > Robotics", + "650": "Technology & Computing > Virtual Reality", + "651": "Travel", + "652": "Travel > Travel Accessories", + "653": "Travel > Travel Locations", + "654": "Travel > Travel Locations > Africa Travel", + "655": "Travel > Travel Locations > Asia Travel", + "656": "Travel > Travel Locations > Australia and Oceania Travel", + "657": "Travel > Travel Locations > Europe Travel", + "658": "Travel > Travel Locations > North America Travel", + "659": "Travel > Travel Locations > Polar Travel", + "660": "Travel > Travel Locations > South America Travel", + "661": "Travel > Travel Preparation and Advice", + "662": "Travel > Travel Type", + "663": "Travel > Travel Type > Adventure Travel", + "664": "Travel > Travel Type > Air Travel", + "665": "Travel > Travel Type > Beach Travel", + "666": "Travel > Travel Type > Bed & Breakfasts", + "667": "Travel > Travel Type > Budget Travel", + "668": "Travel > Travel Type > Business Travel", + "669": "Travel > Travel Type > Camping", + "670": "Travel > Travel Type > Cruises", + "671": "Travel > Travel Type > Day Trips", + "672": "Travel > Travel Type > Family Travel", + "673": "Travel > Travel Type > Honeymoons and Getaways", + "674": "Travel > Travel Type > Hotels and Motels", + "675": "Travel > Travel Type > Rail Travel", + "676": "Travel > Travel Type > Road Trips", + "677": "Travel > Travel Type > Spas", + "678": "Video Gaming", + "679": "Video Gaming > Console Games", + "680": "Video Gaming > eSports", + "681": "Video Gaming > Mobile Games", + "682": "Video Gaming > PC Games", + "683": "Video Gaming > Video Game Genres", + "684": "Video Gaming > Video Game Genres > Action Video Games", + "685": "Video Gaming > Video Game Genres > Action-Adventure Video Games", + "686": "Video Gaming > Video Game Genres > Adult Video Games", + "687": "Video Gaming > Video Game Genres > Adventure Video Games", + "688": "Video 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+##華 +##葉 +##藤 +##行 +##街 +##西 +##見 +##訁 +##語 +##谷 +##貝 +##貴 +##車 +##軍 +##辶 +##道 +##郎 +##郡 +##部 +##都 +##里 +##野 +##金 +##鈴 +##镇 +##長 +##門 +##間 +##阝 +##阿 +##陳 +##陽 +##雄 +##青 +##面 +##風 +##食 +##香 +##馬 +##高 +##龍 +##龸 +##fi +##fl +##！ +##（ +##） +##， +##－ +##． +##／ +##： +##？ +##～ diff --git a/iab_retrieval.py b/iab_retrieval.py new file mode 100644 index 0000000000000000000000000000000000000000..b4bf6e9264bf1b25ef447fb4edde5bb047c6dbf7 --- /dev/null +++ b/iab_retrieval.py @@ -0,0 +1,464 @@ +from __future__ import annotations + +import json +import re +from functools import lru_cache + +import torch +import torch.nn.functional as F +from transformers import AutoModel, AutoTokenizer + +from config import ( + IAB_RETRIEVAL_DEPTH_BONUS, + IAB_RETRIEVAL_MODEL_MAX_LENGTH, + IAB_RETRIEVAL_MODEL_NAME, + IAB_RETRIEVAL_PREFIX_CONFIDENCE_THRESHOLDS, + IAB_RETRIEVAL_TOP_K, + IAB_TAXONOMY_EMBEDDINGS_PATH, + IAB_TAXONOMY_NODES_PATH, + IAB_TAXONOMY_VERSION, + ensure_artifact_dirs, +) +from iab_taxonomy import IabNode, get_iab_taxonomy, path_to_label + +RETRIEVAL_STOPWORDS = { + "a", + "an", + "and", + "are", + "as", + "at", + "best", + "buy", + "for", + "from", + "how", + "i", + "in", + "is", + "it", + "me", + "my", + "need", + "of", + "on", + "or", + "should", + "the", + "to", + "tonight", + "what", + "which", + "with", +} +GTE_QWEN_QUERY_INSTRUCTION = "Given a user query, retrieve the most relevant IAB content taxonomy category." + + +def round_score(value: float) -> float: + return round(float(value), 4) + + +def _normalize_keyword(value: str) -> str: + value = value.lower().replace("&", " and ") + value = re.sub(r"[^a-z0-9]+", " ", value) + return " ".join(value.split()) + + +def _keyword_tokens(value: str) -> set[str]: + return { + token + for token in _normalize_keyword(value).split() + if token and token not in RETRIEVAL_STOPWORDS and len(token) > 1 + } + + +def _is_gte_qwen_model(model_name: str) -> bool: + normalized = model_name.lower() + return "gte-qwen" in normalized + + +def _last_token_pool(last_hidden_state: torch.Tensor, attention_mask: torch.Tensor) -> torch.Tensor: + left_padding = bool(torch.all(attention_mask[:, -1] == 1)) + if left_padding: + return last_hidden_state[:, -1] + + sequence_lengths = attention_mask.sum(dim=1) - 1 + batch_indices = torch.arange(last_hidden_state.shape[0], device=last_hidden_state.device) + return last_hidden_state[batch_indices, sequence_lengths] + + +def _node_keywords(node: IabNode) -> list[str]: + keywords = {node.label, node.path_label} + keywords.update(node.path) + normalized = {_normalize_keyword(keyword) for keyword in keywords if keyword.strip()} + return sorted(keyword for keyword in normalized if keyword) + + +def _node_retrieval_text(node: IabNode) -> str: + keywords = _node_keywords(node) + parts = [ + f"IAB category path: {node.path_label}", + f"Canonical label: {node.label}", + f"Tier depth: {node.level}", + ] + if len(node.path) > 1: + parts.append(f"Parent path: {' > '.join(node.path[:-1])}") + if keywords: + parts.append(f"Keywords: {', '.join(keywords)}") + return ". ".join(parts) + + +def _serialize_node(node: IabNode) -> dict: + return { + "unique_id": node.unique_id, + "parent_id": node.parent_id, + "label": node.label, + "path": list(node.path), + "path_label": node.path_label, + "level": node.level, + "keywords": _node_keywords(node), + "retrieval_text": _node_retrieval_text(node), + } + + +class LocalTextEmbedder: + def __init__(self, model_name: str, max_length: int): + self.model_name = model_name + self.max_length = max_length + self._tokenizer = None + self._model = None + self._batch_size = 32 + self._device = "cuda" if torch.cuda.is_available() else "cpu" + self._is_gte_qwen = _is_gte_qwen_model(model_name) + + @property + def tokenizer(self): + if self._tokenizer is None: + self._tokenizer = AutoTokenizer.from_pretrained( + self.model_name, + trust_remote_code=self._is_gte_qwen, + ) + return self._tokenizer + + @property + def model(self): + if self._model is None: + model_kwargs = {"trust_remote_code": self._is_gte_qwen} + if self._device == "cuda": + model_kwargs["torch_dtype"] = torch.float16 + self._model = AutoModel.from_pretrained(self.model_name, **model_kwargs) + self._model.to(self._device) + self._model.eval() + return self._model + + def encode_documents(self, texts: list[str], batch_size: int | None = None) -> torch.Tensor: + return self._encode_texts(texts, batch_size=batch_size, treat_as_query=False) + + def encode_queries(self, texts: list[str], batch_size: int | None = None) -> torch.Tensor: + return self._encode_texts(texts, batch_size=batch_size, treat_as_query=True) + + def _encode_texts( + self, + texts: list[str], + batch_size: int | None = None, + treat_as_query: bool = False, + ) -> torch.Tensor: + if not texts: + return torch.empty(0, 0) + + effective_batch_size = batch_size or self._batch_size + rows: list[torch.Tensor] = [] + for start in range(0, len(texts), effective_batch_size): + batch_texts = texts[start : start + effective_batch_size] + if treat_as_query and self._is_gte_qwen: + batch_texts = [ + f"Instruct: {GTE_QWEN_QUERY_INSTRUCTION}\nQuery: {text}" + for text in batch_texts + ] + inputs = self.tokenizer( + batch_texts, + return_tensors="pt", + truncation=True, + padding=True, + max_length=self.max_length, + ) + inputs = {key: value.to(self._device) for key, value in inputs.items()} + with torch.no_grad(): + outputs = self.model(**inputs) + hidden = outputs.last_hidden_state + if self._is_gte_qwen: + pooled = _last_token_pool(hidden, inputs["attention_mask"]) + else: + mask = inputs["attention_mask"].unsqueeze(-1) + pooled = (hidden * mask).sum(dim=1) / mask.sum(dim=1).clamp(min=1) + rows.append(F.normalize(pooled.float(), p=2, dim=1).cpu()) + return torch.cat(rows, dim=0) + + +@lru_cache(maxsize=1) +def get_iab_text_embedder() -> LocalTextEmbedder: + return LocalTextEmbedder(IAB_RETRIEVAL_MODEL_NAME, IAB_RETRIEVAL_MODEL_MAX_LENGTH) + + +def build_iab_taxonomy_embedding_index(batch_size: int = 32) -> dict: + ensure_artifact_dirs() + taxonomy = get_iab_taxonomy() + nodes = [_serialize_node(node) for node in taxonomy.nodes] + embedder = get_iab_text_embedder() + embeddings = embedder.encode_documents([node["retrieval_text"] for node in nodes], batch_size=batch_size) + + IAB_TAXONOMY_NODES_PATH.write_text(json.dumps(nodes, indent=2, sort_keys=True) + "\n", encoding="utf-8") + torch.save( + { + "model_name": embedder.model_name, + "taxonomy_version": IAB_TAXONOMY_VERSION, + "embedding_dim": int(embeddings.shape[1]), + "node_count": len(nodes), + "embeddings": embeddings, + }, + IAB_TAXONOMY_EMBEDDINGS_PATH, + ) + return { + "taxonomy_version": IAB_TAXONOMY_VERSION, + "model_name": embedder.model_name, + "node_count": len(nodes), + "embedding_dim": int(embeddings.shape[1]), + "nodes_path": str(IAB_TAXONOMY_NODES_PATH), + "embeddings_path": str(IAB_TAXONOMY_EMBEDDINGS_PATH), + } + + +class IabEmbeddingRetriever: + def __init__(self): + self.taxonomy = get_iab_taxonomy() + self.embedder = get_iab_text_embedder() + self._nodes: list[dict] | None = None + self._embeddings: torch.Tensor | None = None + + def _load_index(self) -> bool: + if self._nodes is not None and self._embeddings is not None: + return True + if not IAB_TAXONOMY_NODES_PATH.exists() or not IAB_TAXONOMY_EMBEDDINGS_PATH.exists(): + return False + + nodes = json.loads(IAB_TAXONOMY_NODES_PATH.read_text(encoding="utf-8")) + payload = torch.load(IAB_TAXONOMY_EMBEDDINGS_PATH, map_location="cpu") + if payload.get("model_name") != IAB_RETRIEVAL_MODEL_NAME: + return False + if payload.get("taxonomy_version") != IAB_TAXONOMY_VERSION: + return False + + embeddings = payload.get("embeddings") + if not isinstance(embeddings, torch.Tensor): + embeddings = torch.tensor(embeddings, dtype=torch.float32) + if len(nodes) != embeddings.shape[0]: + return False + + self._nodes = nodes + self._embeddings = F.normalize(embeddings.float(), p=2, dim=1) + return True + + def ready(self) -> bool: + return self._load_index() + + @staticmethod + def _score_to_confidence(score: float) -> float: + return min(max((score + 1.0) / 2.0, 0.0), 1.0) + + def _candidate_from_index(self, score: float, index: int) -> dict: + assert self._nodes is not None + node = self._nodes[index] + confidence = self._score_to_confidence(float(score)) + adjusted_confidence = confidence + (IAB_RETRIEVAL_DEPTH_BONUS * max(int(node["level"]) - 1, 0)) + return { + "unique_id": node["unique_id"], + "label": node["label"], + "path": tuple(node["path"]), + "path_label": node["path_label"], + "level": int(node["level"]), + "confidence": round_score(confidence), + "adjusted_confidence": round_score(adjusted_confidence), + "keywords": list(node.get("keywords", [])), + } + + def _rerank_candidates(self, query_text: str, candidates: list[dict]) -> list[dict]: + if not candidates: + return [] + + query_normalized = _normalize_keyword(query_text) + query_tokens = _keyword_tokens(query_text) + + reranked = [] + for candidate in candidates: + keyword_tokens = set() + for keyword in candidate.get("keywords", []): + keyword_tokens.update(_keyword_tokens(keyword)) + + token_overlap = len(query_tokens & keyword_tokens) + path_overlap = len(query_tokens & _keyword_tokens(candidate["path_label"])) + lexical_bonus = min(0.04, (0.008 * token_overlap) + (0.004 * path_overlap)) + + reranked.append( + { + **candidate, + "token_overlap": token_overlap, + "path_overlap": path_overlap, + "lexical_bonus": round_score(lexical_bonus), + "rerank_score": round_score(candidate["adjusted_confidence"] + lexical_bonus), + } + ) + + reranked.sort( + key=lambda item: ( + item["rerank_score"], + item["adjusted_confidence"], + item["confidence"], + ), + reverse=True, + ) + return reranked + + def _top_candidates_from_embedding(self, query_text: str, query_embedding: torch.Tensor) -> list[dict]: + if not self._load_index(): + return [] + + assert self._embeddings is not None + + scores = torch.mv(self._embeddings, query_embedding) + top_k = min(IAB_RETRIEVAL_TOP_K, scores.shape[0]) + top_scores, top_indices = torch.topk(scores, k=top_k) + + candidates = [self._candidate_from_index(score, index) for score, index in zip(top_scores.tolist(), top_indices.tolist())] + return self._rerank_candidates(query_text, candidates) + + def _top_candidates(self, text: str) -> list[dict]: + if not self._load_index(): + return [] + query_embedding = self.embedder.encode_queries([text])[0] + return self._top_candidates_from_embedding(text, query_embedding) + + def _select_path(self, candidates: list[dict]) -> dict | None: + if not candidates: + return None + + top_candidate = candidates[0] + top_path = tuple(top_candidate["path"]) + top_margin = round_score( + top_candidate["confidence"] - candidates[1]["confidence"] if len(candidates) > 1 else top_candidate["confidence"] + ) + prefix_support: dict[tuple[str, ...], float] = {} + for depth in range(1, len(top_path) + 1): + prefix = top_path[:depth] + prefix_support[prefix] = max( + candidate["confidence"] + for candidate in candidates + if tuple(candidate["path"][:depth]) == prefix + ) + + selected_path: tuple[str, ...] | None = None + selected_threshold = 0.0 + for depth in range(1, len(top_path) + 1): + threshold = IAB_RETRIEVAL_PREFIX_CONFIDENCE_THRESHOLDS.get(depth, 0.62) + prefix = top_path[:depth] + if prefix_support[prefix] >= threshold: + selected_path = prefix + selected_threshold = threshold + continue + break + + if selected_path is None: + return None + + stopped_reason = "accepted" if selected_path == top_path else "parent_fallback" + if len(top_path) > 1: + ambiguous_sibling = any( + tuple(candidate["path"][:-1]) == top_path[:-1] + and (top_candidate["confidence"] - candidate["confidence"]) <= 0.03 + for candidate in candidates[1:] + ) + if ambiguous_sibling: + selected_path = top_path[:-1] + selected_threshold = IAB_RETRIEVAL_PREFIX_CONFIDENCE_THRESHOLDS.get(len(selected_path), 0.62) + stopped_reason = "ambiguous_sibling_parent_fallback" + + mapping_confidence = prefix_support[selected_path] + return { + "path": selected_path, + "path_label": path_to_label(selected_path), + "mapping_mode": "nearest_equivalent", + "mapping_confidence": round_score(mapping_confidence), + "confidence_threshold": round_score(selected_threshold), + "top_candidate_confidence": round_score(top_candidate["confidence"]), + "top_margin": top_margin, + "stopped_reason": stopped_reason, + } + + def predict(self, text: str) -> dict | None: + candidates = self._top_candidates(text) + return self._prediction_from_candidates(candidates) + + def _prediction_from_candidates(self, candidates: list[dict]) -> dict | None: + selection = self._select_path(candidates) + if selection is None: + return None + + content = self.taxonomy.build_content_object( + path=selection["path"], + mapping_mode=selection["mapping_mode"], + mapping_confidence=selection["mapping_confidence"], + ) + return { + "label": selection["path_label"], + "confidence": selection["mapping_confidence"], + "raw_confidence": selection["top_candidate_confidence"], + "confidence_threshold": selection["confidence_threshold"], + "calibrated": False, + "meets_confidence_threshold": True, + "content": content, + "path": selection["path"], + "mapping_mode": selection["mapping_mode"], + "mapping_confidence": selection["mapping_confidence"], + "source": "embedding_retrieval", + "retrieval_model_name": IAB_RETRIEVAL_MODEL_NAME, + "stopped_reason": selection["stopped_reason"], + "top_margin": selection["top_margin"], + "top_candidates": [ + { + **candidate, + "path": list(candidate["path"]), + "keywords": candidate["keywords"][:12], + } + for candidate in candidates + ], + } + + def predict_batch(self, texts: list[str], batch_size: int | None = None) -> list[dict | None]: + if not texts: + return [] + if not self._load_index(): + return [None for _ in texts] + + query_embeddings = self.embedder.encode_queries(texts, batch_size=batch_size) + return [ + self._prediction_from_candidates(self._top_candidates_from_embedding(text, query_embedding)) + for text, query_embedding in zip(texts, query_embeddings) + ] + + +@lru_cache(maxsize=1) +def get_iab_embedding_retriever() -> IabEmbeddingRetriever: + return IabEmbeddingRetriever() + + +def predict_iab_content_retrieval(text: str) -> dict | None: + retriever = get_iab_embedding_retriever() + if not retriever.ready(): + return None + return retriever.predict(text) + + +def predict_iab_content_retrieval_batch(texts: list[str], batch_size: int | None = None) -> list[dict | None]: + retriever = get_iab_embedding_retriever() + if not retriever.ready(): + return [None for _ in texts] + return retriever.predict_batch(texts, batch_size=batch_size) diff --git a/iab_taxonomy.py b/iab_taxonomy.py new file mode 100644 index 0000000000000000000000000000000000000000..66f2484a6d6d21c7d88010b9ee72a4df2c131e98 --- /dev/null +++ b/iab_taxonomy.py @@ -0,0 +1,180 @@ +from __future__ import annotations + +import csv +import json +from dataclasses import dataclass +from functools import lru_cache +from pathlib import Path + +from config import IAB_TAXONOMY_GRAPH_PATH, IAB_TAXONOMY_PATH, IAB_TAXONOMY_VERSION + + +@dataclass(frozen=True) +class IabNode: + unique_id: str + parent_id: str | None + label: str + path: tuple[str, ...] + + @property + def level(self) -> int: + return len(self.path) + + @property + def path_label(self) -> str: + return path_to_label(self.path) + + +class IabTaxonomy: + def __init__(self, nodes: list[IabNode]): + self.nodes = nodes + self._path_index = {node.path: node for node in nodes} + self._children_index: dict[tuple[str, ...], list[IabNode]] = {} + self._level_index: dict[int, list[IabNode]] = {} + for node in nodes: + self._children_index.setdefault(node.path[:-1], []).append(node) + self._level_index.setdefault(node.level, []).append(node) + for children in self._children_index.values(): + children.sort(key=lambda item: item.path) + for level_nodes in self._level_index.values(): + level_nodes.sort(key=lambda item: item.path) + + def get_node(self, path: tuple[str, ...]) -> IabNode: + if path not in self._path_index: + raise KeyError(f"Unknown IAB path: {path}") + return self._path_index[path] + + def build_level(self, path: tuple[str, ...]) -> dict: + node = self.get_node(path) + return {"id": node.unique_id, "label": node.label} + + def has_path(self, path: tuple[str, ...]) -> bool: + return path in self._path_index + + def immediate_children(self, prefix: tuple[str, ...]) -> list[IabNode]: + return list(self._children_index.get(prefix, [])) + + def siblings(self, path: tuple[str, ...]) -> list[IabNode]: + node = self.get_node(path) + return [candidate for candidate in self._children_index.get(path[:-1], []) if candidate.path != node.path] + + def level_nodes(self, level: int) -> list[IabNode]: + return list(self._level_index.get(level, [])) + + def to_training_graph(self) -> dict: + nodes = [] + for node in self.nodes: + child_nodes = self.immediate_children(node.path) + sibling_nodes = self.siblings(node.path) + nodes.append( + { + "node_id": node.unique_id, + "parent_id": node.parent_id, + "level": node.level, + "label": node.label, + "path": list(node.path), + "path_label": node.path_label, + "child_ids": [child.unique_id for child in child_nodes], + "child_paths": [child.path_label for child in child_nodes], + "sibling_ids": [sibling.unique_id for sibling in sibling_nodes], + "sibling_paths": [sibling.path_label for sibling in sibling_nodes], + "canonical_surface_name": node.label, + } + ) + return { + "taxonomy": "IAB Content Taxonomy", + "taxonomy_version": IAB_TAXONOMY_VERSION, + "node_count": len(nodes), + "level_counts": { + f"tier{level}": len(self.level_nodes(level)) + for level in range(1, 5) + }, + "nodes": nodes, + } + + def build_content_object(self, path: tuple[str, ...], mapping_mode: str, mapping_confidence: float) -> dict: + if not path: + raise ValueError("IAB path must not be empty") + + payload = { + "taxonomy": "IAB Content Taxonomy", + "taxonomy_version": IAB_TAXONOMY_VERSION, + "tier1": self.build_level(path[:1]), + "mapping_mode": mapping_mode, + "mapping_confidence": round(float(mapping_confidence), 4), + } + if len(path) >= 2: + payload["tier2"] = self.build_level(path[:2]) + if len(path) >= 3: + payload["tier3"] = self.build_level(path[:3]) + if len(path) >= 4: + payload["tier4"] = self.build_level(path[:4]) + return payload + + def build_content_object_from_label( + self, + path_label: str, + mapping_mode: str, + mapping_confidence: float, + ) -> dict: + return self.build_content_object( + path=parse_path_label(path_label), + mapping_mode=mapping_mode, + mapping_confidence=mapping_confidence, + ) + + +def parse_path_label(path_label: str) -> tuple[str, ...]: + path = tuple(part.strip() for part in path_label.split(">") if part.strip()) + if not path: + raise ValueError("IAB path label must not be empty") + return path + + +def path_to_label(path: tuple[str, ...]) -> str: + if not path: + raise ValueError("IAB path must not be empty") + return " > ".join(path) + + +def _load_rows(path: Path) -> list[dict]: + with path.open("r", encoding="utf-8") as handle: + reader = csv.reader(handle, delimiter="\t") + rows = list(reader) + + header = rows[1] + data_rows = rows[2:] + parsed = [] + for row in data_rows: + padded = row + [""] * (len(header) - len(row)) + parsed.append(dict(zip(header, padded))) + return parsed + + +@lru_cache(maxsize=1) +def get_iab_taxonomy() -> IabTaxonomy: + nodes = [] + for row in _load_rows(IAB_TAXONOMY_PATH): + path = tuple( + value.strip() + for key in ("Tier 1", "Tier 2", "Tier 3", "Tier 4") + if (value := row.get(key, "").strip()) + ) + if not path: + continue + nodes.append( + IabNode( + unique_id=row["Unique ID"].strip(), + parent_id=row["Parent"].strip() or None, + label=row["Name"].strip(), + path=path, + ) + ) + return IabTaxonomy(nodes) + + +def write_training_graph(path: Path = IAB_TAXONOMY_GRAPH_PATH) -> Path: + taxonomy = get_iab_taxonomy() + path.parent.mkdir(parents=True, exist_ok=True) + path.write_text(json.dumps(taxonomy.to_training_graph(), indent=2, sort_keys=True) + "\n", encoding="utf-8") + return path diff --git a/inference.py b/inference.py new file mode 100644 index 0000000000000000000000000000000000000000..25b3e160944bb240df14ad5b48280fcb56df124b --- /dev/null +++ b/inference.py @@ -0,0 +1,5 @@ +from inference_intent_type import examples, main, predict + + +if __name__ == "__main__": + main() diff --git a/inference_decision_phase.py b/inference_decision_phase.py new file mode 100644 index 0000000000000000000000000000000000000000..f5c4a9eaf52d67f5256e7642be15b266bc1aebbe --- /dev/null +++ b/inference_decision_phase.py @@ -0,0 +1,23 @@ +import json + +from model_runtime import get_head + + +def predict(text: str, confidence_threshold: float | None = None): + return get_head("decision_phase").predict(text, confidence_threshold=confidence_threshold) + + +examples = [ + "What is CRM software?", + "What are some CRM options for startups?", + "HubSpot vs Zoho for a small team", + "Which CRM should I buy for a 3-person startup?", + "Start my free trial", + "How do I set up my new CRM?", + "I cannot log into my account", +] + +if __name__ == "__main__": + for text in examples: + print(f"\nInput: {text}") + print("Prediction:", json.dumps(predict(text), indent=2)) diff --git a/inference_iab_classifier.py b/inference_iab_classifier.py new file mode 100644 index 0000000000000000000000000000000000000000..704e961946e860fe96cdff3a15749b188bc61122 --- /dev/null +++ b/inference_iab_classifier.py @@ -0,0 +1,19 @@ +import json + +from iab_classifier import predict_iab_content_classifier + + +def predict(text: str, confidence_threshold: float | None = None): + return predict_iab_content_classifier(text, confidence_threshold=confidence_threshold) + + +examples = [ + "Which laptop should I buy for college?", + "What is CRM software?", + "Book a table for two tonight", +] + +if __name__ == "__main__": + for text in examples: + print(f"\nInput: {text}") + print("Prediction:", json.dumps(predict(text), indent=2)) diff --git a/inference_iab_retrieval.py b/inference_iab_retrieval.py new file mode 100644 index 0000000000000000000000000000000000000000..ada56f5e54823b95ca1245ff34f3148788c36d44 --- /dev/null +++ b/inference_iab_retrieval.py @@ -0,0 +1,20 @@ +import json + +from iab_retrieval import predict_iab_content_retrieval + + +def predict(text: str): + return predict_iab_content_retrieval(text) + + +examples = [ + "What is CRM software?", + "How do I reset my password?", + "Best project management tool for a startup team", + "best laptop for coding", +] + +if __name__ == "__main__": + for text in examples: + print(f"\nInput: {text}") + print("Prediction:", json.dumps(predict(text), indent=2)) diff --git a/inference_intent_type.py b/inference_intent_type.py new file mode 100644 index 0000000000000000000000000000000000000000..3c07b5beda3a79131b01310dbb354e273accd78f --- /dev/null +++ b/inference_intent_type.py @@ -0,0 +1,34 @@ +import argparse +import json + +from model_runtime import get_head + + +def predict(text: str, confidence_threshold: float | None = None): + return get_head("intent_type").predict(text, confidence_threshold=confidence_threshold) + + +examples = [ + "What is CRM?", + "Best CRM for small teams", + "HubSpot vs Zoho CRM", + "Tell me more", +] + + +def main(): + parser = argparse.ArgumentParser(description="Run intent_type inference for one query or the built-in examples.") + parser.add_argument("text", nargs="?", help="Optional query text to classify.") + args = parser.parse_args() + + if args.text: + print(json.dumps(predict(args.text), indent=2)) + return + + for text in examples: + print(f"\nInput: {text}") + print("Prediction:", json.dumps(predict(text), indent=2)) + + +if __name__ == "__main__": + main() diff --git a/inference_subtype.py b/inference_subtype.py new file mode 100644 index 0000000000000000000000000000000000000000..885053a1cf7e489ad3b32c76060ea36ceda9a273 --- /dev/null +++ b/inference_subtype.py @@ -0,0 +1,20 @@ +import json + +from model_runtime import get_head + + +def predict(text: str, confidence_threshold: float | None = None): + return get_head("intent_subtype").predict(text, confidence_threshold=confidence_threshold) + + +examples = [ + "What is CRM software?", + "HubSpot vs Zoho for a small team", + "Which CRM should I buy for a 3-person startup?", + "How do I reset my password?", +] + +if __name__ == "__main__": + for text in examples: + print(f"\nInput: {text}") + print("Prediction:", json.dumps(predict(text), indent=2)) diff --git a/known_limitations.md b/known_limitations.md new file mode 100644 index 0000000000000000000000000000000000000000..3c8a53ae088d4efb1ecb97a0ff26cd7471bba052 --- /dev/null +++ b/known_limitations.md @@ -0,0 +1,47 @@ +# Known Limitations + +## Model Limits + +- `intent_type v0.1` now uses a manually tuned fallback threshold, but some ambiguous prompts still clear as non-safe intent labels. +- `intent_subtype v0.1` is useful for commercial patterns, but still weak on sparse support and price-seeking cases. +- `decision_phase v0.1` is behaviorally useful but still weak in aggregate metrics. +- `iab_content` now uses local embedding retrieval over taxonomy nodes, but exact-path quality still depends on how well the embedding model separates close sibling categories. +- the composed output is still gated by the weaker calibrated components, so action-style queries can over-fallback. + +## Boundary Confusion + +- `support` and `post_purchase` are cleaner than before, but still fragile on phrasing that mixes setup with a broken flow. +- `consideration` and `decision` can still collapse when a buying query is phrased like a general question. +- `awareness` and `research` remain close for “help me understand” style prompts. +- `deal_seeking` and `education` still blur on price questions phrased as general explanations. +- some broad software topics still need nearest-equivalent IAB mappings because the taxonomy does not have exact SaaS product nodes. +- CRM-style prompts are still a weak spot because retrieval can drift toward adjacent business software categories without a reranker. + +## Intent-Type Gaps + +- the expanded `intent_type` taxonomy now includes `support`, `exploratory`, `creative_generation`, `chit_chat`, and `prohibited`, but these new classes are still data-light until the next full retraining pass. +- short contextual follow-ups are still sensitive to wording and may be over-fallbacked. +- price-seeking prompts can still flip between `commercial`, `informational`, and fallback depending on phrasing. + +## System-Layer Caveats + +- the current policy and opportunity logic is still rule-based even though it now uses subtype. +- `commercial_score` is heuristic, not learned. +- the current `intent_type` threshold is manually sweep-tuned rather than learned jointly with the system layer. +- fallback is still intentionally conservative, which is useful for demos but suppresses some strong action signals. +- subtype is now part of the system decision, but the system still trusts `decision_phase` more than subtype on support safety. +- IAB routing uses the local 3.0 taxonomy TSV plus a local embedding index; exact path quality still depends on the retrieval model and the candidate text stored for each taxonomy node. + +## Regression Tracking + +- structured known-failure tracking now lives in [known_failure_cases.json](/Users/manikumargouni/Desktop/AdMesh/protocol/agentic-intent-classifier/examples/known_failure_cases.json). +- acceptable weaknesses are now separated from `must_fix` behaviors and can be rerun via [run_regression_suite.py](/Users/manikumargouni/Desktop/AdMesh/protocol/agentic-intent-classifier/evaluation/run_regression_suite.py). +- current acceptable weaknesses include signup over-fallback, price-seeking underclassification, and support subtype bleed into `emotional_reflection`. +- IAB behavior-lock checks now live in [iab_behavior_lock_cases.json](/Users/manikumargouni/Desktop/AdMesh/protocol/agentic-intent-classifier/examples/iab_behavior_lock_cases.json) and can be rerun via [run_iab_mapping_suite.py](/Users/manikumargouni/Desktop/AdMesh/protocol/agentic-intent-classifier/evaluation/run_iab_mapping_suite.py). +- curated IAB quality targets live in [iab_mapping_cases.json](/Users/manikumargouni/Desktop/AdMesh/protocol/agentic-intent-classifier/examples/iab_mapping_cases.json), with broader target coverage in [iab_cross_vertical_mapping_cases.json](/Users/manikumargouni/Desktop/AdMesh/protocol/agentic-intent-classifier/examples/iab_cross_vertical_mapping_cases.json) and [run_iab_quality_suite.py](/Users/manikumargouni/Desktop/AdMesh/protocol/agentic-intent-classifier/evaluation/run_iab_quality_suite.py). + +## Product Limits + +- no multi-turn memory is used in the combined classifier. +- no real-traffic labeled IAB dataset is produced yet. +- no audit store, trace viewer, or UI is included beyond the local JSON demo endpoint. diff --git a/model_runtime.py b/model_runtime.py new file mode 100644 index 0000000000000000000000000000000000000000..4a80e5eeb46e014201b02c8231bca1187eac903a --- /dev/null +++ b/model_runtime.py @@ -0,0 +1,284 @@ +from __future__ import annotations + +import json +import os +import inspect +from dataclasses import dataclass +from pathlib import Path +from functools import lru_cache + +os.environ.setdefault("TOKENIZERS_PARALLELISM", "false") + +import torch +from transformers import AutoModelForSequenceClassification, AutoTokenizer + +from config import HEAD_CONFIGS, HeadConfig, _looks_like_local_hf_model_dir +from multitask_runtime import MultiTaskHeadProxy + +_TRAIN_SCRIPT_HINTS: dict[str, str] = { + "intent_type": "python3 training/train.py", + "decision_phase": "python3 training/train_decision_phase.py", + "intent_subtype": "python3 training/train_subtype.py", + "iab_content": "python3 training/train_iab.py", +} + + +def _resolved_model_dir(config: HeadConfig) -> Path: + return Path(config.model_dir).expanduser().resolve() + + +def _missing_head_weights_message(config: HeadConfig) -> str: + path = _resolved_model_dir(config) + train_hint = _TRAIN_SCRIPT_HINTS.get( + config.slug, + "See the `training/` directory for the matching `train_*.py` script.", + ) + return ( + f"Classifier weights for head '{config.slug}' are missing or incomplete at {path}. " + f"Expected a Hugging Face model directory with config.json and " + f"model.safetensors (or pytorch_model.bin), plus tokenizer files. " + f"From the `agentic-intent-classifier` directory, run: {train_hint}. " + f"Note: training only `train_iab.py` does not populate `model_output`; " + f"full `classify_query` / evaluation also needs the intent, subtype, and decision-phase heads." + ) + + +def round_score(value: float) -> float: + return round(float(value), 4) + + +@dataclass(frozen=True) +class CalibrationState: + calibrated: bool + temperature: float + confidence_threshold: float + + +class SequenceClassifierHead: + def __init__(self, config: HeadConfig): + self.config = config + self._tokenizer = None + self._model = None + self._calibration = None + self._predict_batch_size = 32 + self._forward_arg_names = None + + def _weights_dir(self) -> Path: + return _resolved_model_dir(self.config) + + def _require_local_weights(self) -> Path: + weights_dir = self._weights_dir() + if not _looks_like_local_hf_model_dir(weights_dir): + raise FileNotFoundError(_missing_head_weights_message(self.config)) + return weights_dir + + @property + def tokenizer(self): + if self._tokenizer is None: + weights_dir = self._require_local_weights() + self._tokenizer = AutoTokenizer.from_pretrained(str(weights_dir)) + return self._tokenizer + + @property + def model(self): + if self._model is None: + weights_dir = self._require_local_weights() + self._model = AutoModelForSequenceClassification.from_pretrained(str(weights_dir)) + self._model.eval() + return self._model + + @property + def forward_arg_names(self) -> set[str]: + if self._forward_arg_names is None: + self._forward_arg_names = set(inspect.signature(self.model.forward).parameters) + return self._forward_arg_names + + @property + def calibration(self) -> CalibrationState: + if self._calibration is None: + calibrated = False + temperature = 1.0 + confidence_threshold = self.config.default_confidence_threshold + if self.config.calibration_path.exists(): + payload = json.loads(self.config.calibration_path.read_text()) + calibrated = bool(payload.get("calibrated", True)) + temperature = float(payload.get("temperature", 1.0)) + confidence_threshold = float( + payload.get("confidence_threshold", self.config.default_confidence_threshold) + ) + self._calibration = CalibrationState( + calibrated=calibrated, + temperature=max(temperature, 1e-3), + confidence_threshold=min(max(confidence_threshold, 0.0), 1.0), + ) + return self._calibration + + def status(self) -> dict: + weights_dir = self._weights_dir() + return { + "head": self.config.slug, + "model_path": str(weights_dir), + "calibration_path": str(self.config.calibration_path), + "ready": _looks_like_local_hf_model_dir(weights_dir), + "calibrated": self.calibration.calibrated, + } + + def _encode(self, texts: list[str]): + encoded = self.tokenizer( + texts, + return_tensors="pt", + truncation=True, + padding=True, + max_length=self.config.max_length, + ) + return { + key: value + for key, value in encoded.items() + if key in self.forward_arg_names + } + + def _predict_probs(self, texts: list[str]) -> tuple[torch.Tensor, torch.Tensor]: + inputs = self._encode(texts) + with torch.no_grad(): + outputs = self.model(**inputs) + raw_probs = torch.softmax(outputs.logits, dim=-1) + calibrated_probs = torch.softmax(outputs.logits / self.calibration.temperature, dim=-1) + return raw_probs, calibrated_probs + + def predict_probs_batch(self, texts: list[str]) -> tuple[torch.Tensor, torch.Tensor]: + if not texts: + empty = torch.empty((0, len(self.config.labels)), dtype=torch.float32) + return empty, empty + raw_chunks: list[torch.Tensor] = [] + calibrated_chunks: list[torch.Tensor] = [] + for start in range(0, len(texts), self._predict_batch_size): + batch_texts = texts[start : start + self._predict_batch_size] + raw_probs, calibrated_probs = self._predict_probs(batch_texts) + raw_chunks.append(raw_probs.detach().cpu()) + calibrated_chunks.append(calibrated_probs.detach().cpu()) + return torch.cat(raw_chunks, dim=0), torch.cat(calibrated_chunks, dim=0) + + def predict_batch(self, texts: list[str], confidence_threshold: float | None = None) -> list[dict]: + if not texts: + return [] + + effective_threshold = ( + self.calibration.confidence_threshold + if confidence_threshold is None + else min(max(float(confidence_threshold), 0.0), 1.0) + ) + predictions: list[dict] = [] + + for start in range(0, len(texts), self._predict_batch_size): + batch_texts = texts[start : start + self._predict_batch_size] + raw_probs, calibrated_probs = self._predict_probs(batch_texts) + for raw_row, calibrated_row in zip(raw_probs, calibrated_probs): + pred_id = int(torch.argmax(calibrated_row).item()) + confidence = float(calibrated_row[pred_id].item()) + raw_confidence = float(raw_row[pred_id].item()) + predictions.append( + { + "label": self.model.config.id2label[pred_id], + "confidence": round_score(confidence), + "raw_confidence": round_score(raw_confidence), + "confidence_threshold": round_score(effective_threshold), + "calibrated": self.calibration.calibrated, + "meets_confidence_threshold": confidence >= effective_threshold, + } + ) + return predictions + + def predict_candidate_batch( + self, + texts: list[str], + candidate_labels: list[list[str]], + confidence_threshold: float | None = None, + ) -> list[dict]: + if not texts: + return [] + if len(texts) != len(candidate_labels): + raise ValueError("texts and candidate_labels must have the same length") + + effective_threshold = ( + self.calibration.confidence_threshold + if confidence_threshold is None + else min(max(float(confidence_threshold), 0.0), 1.0) + ) + predictions: list[dict] = [] + + for start in range(0, len(texts), self._predict_batch_size): + batch_texts = texts[start : start + self._predict_batch_size] + batch_candidates = candidate_labels[start : start + self._predict_batch_size] + raw_probs, calibrated_probs = self._predict_probs(batch_texts) + for raw_row, calibrated_row, labels in zip(raw_probs, calibrated_probs, batch_candidates): + label_ids = [self.config.label2id[label] for label in labels if label in self.config.label2id] + if not label_ids: + predictions.append( + { + "label": None, + "confidence": 0.0, + "raw_confidence": 0.0, + "candidate_mass": 0.0, + "confidence_threshold": round_score(effective_threshold), + "calibrated": self.calibration.calibrated, + "meets_confidence_threshold": False, + } + ) + continue + + calibrated_slice = calibrated_row[label_ids] + raw_slice = raw_row[label_ids] + calibrated_mass = float(calibrated_slice.sum().item()) + raw_mass = float(raw_slice.sum().item()) + if calibrated_mass <= 0: + predictions.append( + { + "label": labels[0], + "confidence": 0.0, + "raw_confidence": 0.0, + "candidate_mass": 0.0, + "confidence_threshold": round_score(effective_threshold), + "calibrated": self.calibration.calibrated, + "meets_confidence_threshold": False, + } + ) + continue + + normalized_calibrated = calibrated_slice / calibrated_mass + normalized_raw = raw_slice / max(raw_mass, 1e-9) + pred_offset = int(torch.argmax(normalized_calibrated).item()) + pred_id = label_ids[pred_offset] + confidence = float(normalized_calibrated[pred_offset].item()) + raw_confidence = float(normalized_raw[pred_offset].item()) + predictions.append( + { + "label": self.model.config.id2label[pred_id], + "confidence": round_score(confidence), + "raw_confidence": round_score(raw_confidence), + "candidate_mass": round_score(calibrated_mass), + "confidence_threshold": round_score(effective_threshold), + "calibrated": self.calibration.calibrated, + "meets_confidence_threshold": confidence >= effective_threshold, + } + ) + return predictions + + def predict(self, text: str, confidence_threshold: float | None = None) -> dict: + return self.predict_batch([text], confidence_threshold=confidence_threshold)[0] + + def predict_candidates( + self, + text: str, + candidate_labels: list[str], + confidence_threshold: float | None = None, + ) -> dict: + return self.predict_candidate_batch([text], [candidate_labels], confidence_threshold=confidence_threshold)[0] + + +@lru_cache(maxsize=None) +def 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__future__ import annotations + +from dataclasses import dataclass + +import torch +from torch import nn +from transformers import AutoModel + + +@dataclass(frozen=True) +class MultiTaskLabelSizes: + intent_type: int + intent_subtype: int + decision_phase: int + + +class MultiTaskIntentModel(nn.Module): + def __init__(self, base_model_name: str, label_sizes: MultiTaskLabelSizes): + super().__init__() + self.base_model_name = base_model_name + self.encoder = AutoModel.from_pretrained(base_model_name) + hidden_size = int(self.encoder.config.hidden_size) + self.dropout = nn.Dropout(float(getattr(self.encoder.config, "seq_classif_dropout", 0.2))) + self.intent_type_head = nn.Linear(hidden_size, label_sizes.intent_type) + self.intent_subtype_head = nn.Linear(hidden_size, label_sizes.intent_subtype) + self.decision_phase_head = nn.Linear(hidden_size, label_sizes.decision_phase) + + def forward(self, input_ids: torch.Tensor, attention_mask: torch.Tensor) -> dict[str, torch.Tensor]: + outputs = self.encoder(input_ids=input_ids, attention_mask=attention_mask) + pooled = outputs.last_hidden_state[:, 0] + pooled = self.dropout(pooled) + return { + "intent_type_logits": self.intent_type_head(pooled), + "intent_subtype_logits": self.intent_subtype_head(pooled), + "decision_phase_logits": self.decision_phase_head(pooled), + } diff --git a/multitask_runtime.py b/multitask_runtime.py new file mode 100644 index 0000000000000000000000000000000000000000..e426f430732133a92bd9589e62a0cf9f7144af51 --- /dev/null +++ b/multitask_runtime.py @@ -0,0 +1,223 @@ +from __future__ import annotations + +import json +from dataclasses import dataclass +from functools import lru_cache +from pathlib import Path + +import torch +from transformers import AutoTokenizer + +from config import ( + CALIBRATION_ARTIFACTS_DIR, + DECISION_PHASE_HEAD_CONFIG, + INTENT_HEAD_CONFIG, + MULTITASK_INTENT_MODEL_DIR, + SUBTYPE_HEAD_CONFIG, +) +from multitask_model import MultiTaskIntentModel, MultiTaskLabelSizes + + +def round_score(value: float) -> float: + return round(float(value), 4) + + +TASK_TO_CONFIG = { + "intent_type": INTENT_HEAD_CONFIG, + "intent_subtype": SUBTYPE_HEAD_CONFIG, + "decision_phase": DECISION_PHASE_HEAD_CONFIG, +} + +TASK_TO_LOGIT_KEY = { + "intent_type": "intent_type_logits", + "intent_subtype": "intent_subtype_logits", + "decision_phase": "decision_phase_logits", +} + + +@dataclass(frozen=True) +class CalibrationState: + calibrated: bool + temperature: float + confidence_threshold: float + + +class MultiTaskRuntime: + def __init__(self, model_dir: Path): + self.model_dir = model_dir + self._tokenizer = None + self._model = None + self._metadata = None + self._predict_batch_size = 32 + + @property + def metadata(self) -> dict: + if self._metadata is None: + metadata_path = self.model_dir / "metadata.json" + if not metadata_path.exists(): + raise FileNotFoundError( + f"Missing multitask metadata at {metadata_path}. Run python3 training/train_multitask_intent.py first." + ) + self._metadata = json.loads(metadata_path.read_text(encoding="utf-8")) + return self._metadata + + @property + def tokenizer(self): + if self._tokenizer is None: + self._tokenizer = AutoTokenizer.from_pretrained(str(self.model_dir)) + return self._tokenizer + + @property + def model(self) -> MultiTaskIntentModel: + if self._model is None: + weights_path = self.model_dir / "multitask_model.pt" + if not weights_path.exists(): + raise FileNotFoundError( + f"Missing multitask weights at {weights_path}. Run python3 training/train_multitask_intent.py first." + ) + payload = torch.load(weights_path, map_location="cpu") + label_sizes = MultiTaskLabelSizes( + intent_type=len(TASK_TO_CONFIG["intent_type"].labels), + intent_subtype=len(TASK_TO_CONFIG["intent_subtype"].labels), + decision_phase=len(TASK_TO_CONFIG["decision_phase"].labels), + ) + model = MultiTaskIntentModel(self.metadata["base_model_name"], label_sizes) + model.load_state_dict(payload["state_dict"], strict=True) + model.eval() + self._model = model + return self._model + + def _encode(self, texts: list[str], max_length: int) -> dict[str, torch.Tensor]: + encoded = self.tokenizer( + texts, + return_tensors="pt", + truncation=True, + padding=True, + max_length=max_length, + ) + return {"input_ids": encoded["input_ids"], "attention_mask": encoded["attention_mask"]} + + def _predict_logits(self, task: str, texts: list[str]) -> torch.Tensor: + config = TASK_TO_CONFIG[task] + inputs = self._encode(texts, config.max_length) + with torch.no_grad(): + outputs = self.model(**inputs) + return outputs[TASK_TO_LOGIT_KEY[task]] + + +class MultiTaskHeadProxy: + def __init__(self, task: str): + if task not in TASK_TO_CONFIG: + raise ValueError(f"Unsupported multitask head: {task}") + self.task = task + self.config = TASK_TO_CONFIG[task] + self.runtime = get_multitask_runtime() + self._calibration = None + + @property + def tokenizer(self): + return self.runtime.tokenizer + + @property + def model(self): + proxy = self + + class _TaskModelView: + config = type("ConfigView", (), {"id2label": proxy.config.id2label})() + + def forward(self, input_ids=None, attention_mask=None, **kwargs): + with torch.no_grad(): + outputs = proxy.runtime.model(input_ids=input_ids, attention_mask=attention_mask) + logits = outputs[TASK_TO_LOGIT_KEY[proxy.task]] + return type("OutputView", (), {"logits": logits})() + + __call__ = forward + + return _TaskModelView() + + @property + def forward_arg_names(self) -> set[str]: + return {"input_ids", "attention_mask"} + + @property + def calibration(self) -> CalibrationState: + if self._calibration is None: + calibrated = False + temperature = 1.0 + confidence_threshold = self.config.default_confidence_threshold + calibration_path = CALIBRATION_ARTIFACTS_DIR / f"{self.task}.json" + if calibration_path.exists(): + payload = json.loads(calibration_path.read_text(encoding="utf-8")) + calibrated = bool(payload.get("calibrated", True)) + temperature = float(payload.get("temperature", 1.0)) + confidence_threshold = float(payload.get("confidence_threshold", confidence_threshold)) + self._calibration = CalibrationState( + calibrated=calibrated, + temperature=max(temperature, 1e-3), + confidence_threshold=min(max(confidence_threshold, 0.0), 1.0), + ) + return self._calibration + + def _predict_probs(self, texts: list[str]) -> tuple[torch.Tensor, torch.Tensor]: + logits = self.runtime._predict_logits(self.task, texts) + raw_probs = torch.softmax(logits, dim=-1) + calibrated_probs = torch.softmax(logits / self.calibration.temperature, dim=-1) + return raw_probs, calibrated_probs + + def predict_probs_batch(self, texts: list[str]) -> tuple[torch.Tensor, torch.Tensor]: + if not texts: + empty = torch.empty((0, len(self.config.labels)), dtype=torch.float32) + return empty, empty + raw_chunks: list[torch.Tensor] = [] + calibrated_chunks: list[torch.Tensor] = [] + for start in range(0, len(texts), self.runtime._predict_batch_size): + batch = texts[start : start + self.runtime._predict_batch_size] + raw, calibrated = self._predict_probs(batch) + raw_chunks.append(raw.detach().cpu()) + calibrated_chunks.append(calibrated.detach().cpu()) + return torch.cat(raw_chunks, dim=0), torch.cat(calibrated_chunks, dim=0) + + def predict_batch(self, texts: list[str], confidence_threshold: float | None = None) -> list[dict]: + if not texts: + return [] + effective_threshold = ( + self.calibration.confidence_threshold + if confidence_threshold is None + else min(max(float(confidence_threshold), 0.0), 1.0) + ) + predictions: list[dict] = [] + for start in range(0, len(texts), self.runtime._predict_batch_size): + batch = texts[start : start + self.runtime._predict_batch_size] + raw_probs, calibrated_probs = self._predict_probs(batch) + for raw_row, calibrated_row in zip(raw_probs, calibrated_probs): + pred_id = int(torch.argmax(calibrated_row).item()) + confidence = float(calibrated_row[pred_id].item()) + raw_confidence = float(raw_row[pred_id].item()) + predictions.append( + { + "label": self.config.id2label[pred_id], + "confidence": round_score(confidence), + "raw_confidence": round_score(raw_confidence), + "confidence_threshold": round_score(effective_threshold), + "calibrated": self.calibration.calibrated, + "meets_confidence_threshold": confidence >= effective_threshold, + } + ) + return predictions + + def predict(self, text: str, confidence_threshold: float | None = None) -> dict: + return self.predict_batch([text], confidence_threshold=confidence_threshold)[0] + + def status(self) -> dict: + return { + "head": self.task, + "model_path": str(self.runtime.model_dir), + "calibration_path": str(CALIBRATION_ARTIFACTS_DIR / f"{self.task}.json"), + "ready": (self.runtime.model_dir / "multitask_model.pt").exists(), + "calibrated": self.calibration.calibrated, + } + + +@lru_cache(maxsize=1) +def get_multitask_runtime() -> MultiTaskRuntime: + return MultiTaskRuntime(MULTITASK_INTENT_MODEL_DIR) diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..ea4b63d88fba03fffa45ff43a8da04a17f423da7 --- /dev/null +++ b/requirements.txt @@ -0,0 +1,11 @@ +# Agentic intent classifier — training, calibration, IAB, combined_inference +torch>=2.0.0 +transformers>=4.36.0 +datasets>=2.14.0 +accelerate>=0.25.0 +scikit-learn>=1.2.0 +numpy>=1.24.0 +pandas>=2.0.0 +safetensors>=0.4.0 +onnx>=1.14.0 +onnxscript>=0.1.0 diff --git a/roadmap_issue_drafts.md b/roadmap_issue_drafts.md new file mode 100644 index 0000000000000000000000000000000000000000..3bd6be8f65d30ade9c1b76e9e878d3ad9bf61b89 --- /dev/null +++ b/roadmap_issue_drafts.md @@ -0,0 +1,96 @@ +# Roadmap Issue Drafts + +These are the next three roadmap issues to open in GitHub once authenticated issue creation is available. + +## 1. Build External Demo UI For Decision Envelope + +Suggested title: + +`Build external demo UI for query -> model_output -> system_decision` + +Suggested body: + +```md +## Goal + +Add a simple external-facing demo interface on top of `/classify` so a user can paste a query and see the full decision envelope in a clean, understandable format. + +## Scope + +- add a lightweight UI for entering a raw query +- render `model_output.classification.intent` +- render fallback state when present +- render `system_decision.policy` +- render `system_decision.opportunity` +- include a few preloaded demo prompts + +## Why + +The current JSON API is enough for engineering validation, but not enough for partner demos or taxonomy walkthroughs. + +## Done When + +- someone can run the demo locally and inspect the full output without using curl +- the UI clearly shows query -> classification -> system decision +``` + +## 2. Add Better Support Handling To Intent-Type Layer + +Suggested title: + +`Add dedicated support handling to reduce personal_reflection fallback on account-help prompts` + +Suggested body: + +```md +## Goal + +Reduce the current failure mode where support-like prompts such as login and billing issues collapse into `personal_reflection` or low-confidence fallback behavior. + +## Scope + +- review support-like prompts in the current benchmark +- decide whether to add a dedicated `support` intent-type head or a rule-based override layer +- add a fixed support-oriented evaluation set +- document the chosen approach in `known_limitations.md` + +## Why + +The `decision_phase` head can already separate `support` reasonably well, but the `intent_type` layer still underperforms on these cases. + +## Done When + +- support prompts are no longer commonly labeled as `personal_reflection` +- the combined envelope fails safe for support queries with clearer semantics +``` + +## 3. Add Evaluation Harness And Canonical Benchmark Runner + +Suggested title: + +`Add canonical benchmark runner for demo prompts and regression checks` + +Suggested body: + +```md +## Goal + +Turn the current prompt suite and canonical examples into a repeatable regression harness. + +## Scope + +- add a script that runs the fixed demo prompts through `combined_inference.py` +- save outputs to a machine-readable artifact +- compare current outputs against expected behavior notes +- flag meaningful regressions in fallback behavior and phase classification + +## Why + +The repo now has frozen `v0.1` baselines. A benchmark runner is the clean way to protect demo quality without returning to ad hoc tuning. + +## Done When + +- one command runs the prompt suite end to end +- current outputs are easy to inspect and compare over time +- demo regressions become visible before external sharing +``` diff --git a/schemas.py b/schemas.py new file mode 100644 index 0000000000000000000000000000000000000000..c0019422c1111b7750ea17f824bdbb3f5244c82c --- /dev/null +++ b/schemas.py @@ -0,0 +1,327 @@ +from __future__ import annotations + +from copy import deepcopy + +from config import DECISION_PHASE_LABELS, INTENT_TYPE_LABELS, PROJECT_VERSION, SUBTYPE_LABELS + +API_SCHEMA_VERSION = "2026-03-22" +ALLOWED_MONETIZATION_ELIGIBILITY = { + "allowed", + "allowed_with_caution", + "restricted", + "not_allowed", +} +ALLOWED_DECISION_BASIS = { + "score_threshold", + "fallback_low_confidence", + "fallback_ambiguous_intent", + "fallback_policy_default", +} +ALLOWED_SENSITIVITY = {"low", "medium", "high"} +ALLOWED_OPPORTUNITY_TYPES = { + "none", + "transaction_trigger", + "decision_moment", + "comparison_slot", + "soft_recommendation", +} +ALLOWED_OPPORTUNITY_STRENGTHS = {"low", "medium", "high"} +ALLOWED_FALLBACK_REASONS = {"ambiguous_query", "policy_default", "confidence_below_threshold"} +ALLOWED_IAB_MAPPING_MODES = {"exact", "nearest_equivalent", "internal_extension"} + + +class SchemaValidationError(Exception): + def __init__(self, code: str, details: list[dict]): + super().__init__(code) + self.code = code + self.details = details + + +def _detail(field: str, message: str, error_type: str = "validation_error") -> dict: + return {"field": field, "message": message, "type": error_type} + + +def _expect_dict(value, field: str, errors: list[dict]) -> dict | None: + if not isinstance(value, dict): + errors.append(_detail(field, "must be an object", "type_error")) + return None + return value + + +def _expect_list(value, field: str, errors: list[dict]) -> list | None: + if not isinstance(value, list): + errors.append(_detail(field, "must be an array", "type_error")) + return None + return value + + +def _expect_bool(value, field: str, errors: list[dict]) -> bool | None: + if not isinstance(value, bool): + errors.append(_detail(field, "must be a boolean", "type_error")) + return None + return value + + +def _expect_str(value, field: str, errors: list[dict], *, min_length: int = 0, max_length: int | None = None) -> str | None: + if not isinstance(value, str): + errors.append(_detail(field, "must be a string", "type_error")) + return None + cleaned = value.strip() + if len(cleaned) < min_length: + errors.append(_detail(field, f"must be at least {min_length} characters", "value_error")) + if max_length is not None and len(cleaned) > max_length: + errors.append(_detail(field, f"must be at most {max_length} characters", "value_error")) + return cleaned + + +def _expect_float(value, field: str, errors: list[dict], *, minimum: float = 0.0, maximum: float = 1.0) -> float | None: + if not isinstance(value, (int, float)) or isinstance(value, bool): + errors.append(_detail(field, "must be a number", "type_error")) + return None + coerced = float(value) + if coerced < minimum or coerced > maximum: + errors.append(_detail(field, f"must be between {minimum} and {maximum}", "value_error")) + return coerced + + +def _expect_member(value, field: str, allowed: set[str] | tuple[str, ...], errors: list[dict]) -> str | None: + member = _expect_str(value, field, errors, min_length=1) + if member is not None and member not in allowed: + allowed_values = ", ".join(sorted(allowed)) + errors.append(_detail(field, f"must be one of: {allowed_values}", "value_error")) + return member + + +def validate_classify_request(payload) -> dict: + errors: list[dict] = [] + payload_dict = _expect_dict(payload, "body", errors) + if payload_dict is None: + raise SchemaValidationError("request_validation_failed", errors) + + extra_keys = sorted(set(payload_dict) - {"text"}) + if extra_keys: + errors.append(_detail("body", f"unexpected fields: {', '.join(extra_keys)}", "value_error")) + + text = _expect_str(payload_dict.get("text"), "text", errors, min_length=1, max_length=5000) + if errors: + raise SchemaValidationError("request_validation_failed", errors) + return {"text": text} + + +def _validate_head_confidence(payload, field: str, labels: tuple[str, ...], errors: list[dict]) -> None: + data = _expect_dict(payload, field, errors) + if data is None: + return + _expect_member(data.get("label"), f"{field}.label", labels, errors) + _expect_float(data.get("confidence"), f"{field}.confidence", errors) + _expect_float(data.get("raw_confidence"), f"{field}.raw_confidence", errors) + _expect_float(data.get("confidence_threshold"), f"{field}.confidence_threshold", errors) + _expect_bool(data.get("calibrated"), f"{field}.calibrated", errors) + _expect_bool(data.get("meets_threshold"), f"{field}.meets_threshold", errors) + + +def _validate_iab_level(payload, field: str, errors: list[dict]) -> None: + data = _expect_dict(payload, field, errors) + if data is None: + return + _expect_str(data.get("id"), f"{field}.id", errors, min_length=1) + _expect_str(data.get("label"), f"{field}.label", errors, min_length=1) + + +def _validate_iab_content(payload, field: str, errors: list[dict]) -> None: + data = _expect_dict(payload, field, errors) + if data is None: + return + taxonomy = _expect_str(data.get("taxonomy"), f"{field}.taxonomy", errors, min_length=1) + if taxonomy is not None and taxonomy != "IAB Content Taxonomy": + errors.append(_detail(f"{field}.taxonomy", "must equal 'IAB Content Taxonomy'", "value_error")) + _expect_str(data.get("taxonomy_version"), f"{field}.taxonomy_version", errors, min_length=1) + _validate_iab_level(data.get("tier1"), f"{field}.tier1", errors) + tier2 = data.get("tier2") + if tier2 is not None: + _validate_iab_level(tier2, f"{field}.tier2", errors) + tier3 = data.get("tier3") + if tier3 is not None: + _validate_iab_level(tier3, f"{field}.tier3", errors) + tier4 = data.get("tier4") + if tier4 is not None: + _validate_iab_level(tier4, f"{field}.tier4", errors) + _expect_member(data.get("mapping_mode"), f"{field}.mapping_mode", ALLOWED_IAB_MAPPING_MODES, errors) + _expect_float(data.get("mapping_confidence"), f"{field}.mapping_confidence", errors) + + +def _validate_fallback(payload, field: str, errors: list[dict]) -> None: + if payload is None: + return + data = _expect_dict(payload, field, errors) + if data is None: + return + _expect_bool(data.get("applied"), f"{field}.applied", errors) + _expect_member(data.get("fallback_intent_type"), f"{field}.fallback_intent_type", INTENT_TYPE_LABELS, errors) + _expect_member( + data.get("fallback_monetization_eligibility"), + f"{field}.fallback_monetization_eligibility", + {"not_allowed"}, + errors, + ) + _expect_member(data.get("reason"), f"{field}.reason", ALLOWED_FALLBACK_REASONS, errors) + failed_components = _expect_list(data.get("failed_components"), f"{field}.failed_components", errors) + if failed_components is not None: + for index, item in enumerate(failed_components): + _expect_member( + item, + f"{field}.failed_components[{index}]", + {"intent_type", "intent_subtype", "decision_phase"}, + errors, + ) + + +def _validate_policy(payload, field: str, errors: list[dict]) -> None: + data = _expect_dict(payload, field, errors) + if data is None: + return + _expect_member(data.get("monetization_eligibility"), f"{field}.monetization_eligibility", ALLOWED_MONETIZATION_ELIGIBILITY, errors) + _expect_str(data.get("eligibility_reason"), f"{field}.eligibility_reason", errors, min_length=1) + _expect_member(data.get("decision_basis"), f"{field}.decision_basis", ALLOWED_DECISION_BASIS, errors) + thresholds = _expect_dict(data.get("applied_thresholds"), f"{field}.applied_thresholds", errors) + if thresholds is not None: + _expect_float(thresholds.get("commercial_score_min"), f"{field}.applied_thresholds.commercial_score_min", errors) + _expect_float(thresholds.get("intent_type_confidence_min"), f"{field}.applied_thresholds.intent_type_confidence_min", errors) + _expect_float( + thresholds.get("intent_subtype_confidence_min"), + f"{field}.applied_thresholds.intent_subtype_confidence_min", + errors, + ) + _expect_float(thresholds.get("decision_phase_confidence_min"), f"{field}.applied_thresholds.decision_phase_confidence_min", errors) + _expect_member(data.get("sensitivity"), f"{field}.sensitivity", ALLOWED_SENSITIVITY, errors) + _expect_bool(data.get("regulated_vertical"), f"{field}.regulated_vertical", errors) + + +def _validate_opportunity(payload, field: str, errors: list[dict]) -> None: + data = _expect_dict(payload, field, errors) + if data is None: + return + _expect_member(data.get("type"), f"{field}.type", ALLOWED_OPPORTUNITY_TYPES, errors) + _expect_member(data.get("strength"), f"{field}.strength", ALLOWED_OPPORTUNITY_STRENGTHS, errors) + + +def validate_classify_response(payload) -> dict: + errors: list[dict] = [] + response = _expect_dict(payload, "response", errors) + if response is None: + raise SchemaValidationError("response_validation_failed", errors) + + model_output = _expect_dict(response.get("model_output"), "model_output", errors) + if model_output is not None: + classification = _expect_dict(model_output.get("classification"), "model_output.classification", errors) + if classification is not None: + _validate_iab_content( + classification.get("iab_content"), + "model_output.classification.iab_content", + errors, + ) + intent = _expect_dict(classification.get("intent"), "model_output.classification.intent", errors) + if intent is not None: + _expect_member(intent.get("type"), "model_output.classification.intent.type", INTENT_TYPE_LABELS, errors) + _expect_member(intent.get("subtype"), "model_output.classification.intent.subtype", SUBTYPE_LABELS, errors) + _expect_member( + intent.get("decision_phase"), + "model_output.classification.intent.decision_phase", + DECISION_PHASE_LABELS, + errors, + ) + _expect_float(intent.get("confidence"), "model_output.classification.intent.confidence", errors) + _expect_float(intent.get("commercial_score"), "model_output.classification.intent.commercial_score", errors) + _expect_str(intent.get("summary"), "model_output.classification.intent.summary", errors, min_length=1) + component_confidence = _expect_dict( + intent.get("component_confidence"), + "model_output.classification.intent.component_confidence", + errors, + ) + if component_confidence is not None: + _validate_head_confidence( + component_confidence.get("intent_type"), + "model_output.classification.intent.component_confidence.intent_type", + INTENT_TYPE_LABELS, + errors, + ) + _validate_head_confidence( + component_confidence.get("intent_subtype"), + "model_output.classification.intent.component_confidence.intent_subtype", + SUBTYPE_LABELS, + errors, + ) + _validate_head_confidence( + component_confidence.get("decision_phase"), + "model_output.classification.intent.component_confidence.decision_phase", + DECISION_PHASE_LABELS, + errors, + ) + _expect_member( + component_confidence.get("overall_strategy"), + "model_output.classification.intent.component_confidence.overall_strategy", + {"min_required_component_confidence"}, + errors, + ) + _validate_fallback(model_output.get("fallback"), "model_output.fallback", errors) + + system_decision = _expect_dict(response.get("system_decision"), "system_decision", errors) + if system_decision is not None: + _validate_policy(system_decision.get("policy"), "system_decision.policy", errors) + _validate_opportunity(system_decision.get("opportunity"), "system_decision.opportunity", errors) + intent_trajectory = _expect_list(system_decision.get("intent_trajectory"), "system_decision.intent_trajectory", errors) + if intent_trajectory is not None: + for index, item in enumerate(intent_trajectory): + _expect_member(item, f"system_decision.intent_trajectory[{index}]", DECISION_PHASE_LABELS, errors) + + meta = _expect_dict(response.get("meta"), "meta", errors) + if meta is not None: + _expect_str(meta.get("system_version"), "meta.system_version", errors, min_length=1) + _expect_bool(meta.get("calibration_enabled"), "meta.calibration_enabled", errors) + _expect_bool(meta.get("iab_mapping_is_placeholder"), "meta.iab_mapping_is_placeholder", errors) + + if errors: + raise SchemaValidationError("response_validation_failed", errors) + return deepcopy(response) + + +def validate_health_response(payload) -> dict: + errors: list[dict] = [] + response = _expect_dict(payload, "response", errors) + if response is None: + raise SchemaValidationError("response_validation_failed", errors) + + _expect_member(response.get("status"), "status", {"ok"}, errors) + _expect_str(response.get("system_version"), "system_version", errors, min_length=1) + heads = _expect_list(response.get("heads"), "heads", errors) + if heads is not None: + for index, item in enumerate(heads): + head = _expect_dict(item, f"heads[{index}]", errors) + if head is None: + continue + _expect_str(head.get("head"), f"heads[{index}].head", errors, min_length=1) + _expect_str(head.get("model_path"), f"heads[{index}].model_path", errors, min_length=1) + _expect_str(head.get("calibration_path"), f"heads[{index}].calibration_path", errors, min_length=1) + _expect_bool(head.get("ready"), f"heads[{index}].ready", errors) + _expect_bool(head.get("calibrated"), f"heads[{index}].calibrated", errors) + + if errors: + raise SchemaValidationError("response_validation_failed", errors) + return deepcopy(response) + + +def validate_version_response(payload) -> dict: + errors: list[dict] = [] + response = _expect_dict(payload, "response", errors) + if response is None: + raise SchemaValidationError("response_validation_failed", errors) + + _expect_str(response.get("system_version"), "system_version", errors, min_length=1) + _expect_member(response.get("api_schema_version"), "api_schema_version", {API_SCHEMA_VERSION}, errors) + if errors: + raise SchemaValidationError("response_validation_failed", errors) + return deepcopy(response) + + +def default_version_payload() -> dict: + return {"system_version": PROJECT_VERSION, "api_schema_version": API_SCHEMA_VERSION} diff --git a/training/build_decision_phase_difficulty_dataset.py b/training/build_decision_phase_difficulty_dataset.py new file mode 100644 index 0000000000000000000000000000000000000000..e10d5e9e7b3eda3b9e7672703f6a9ebd79d5cae6 --- /dev/null +++ b/training/build_decision_phase_difficulty_dataset.py @@ -0,0 +1,336 @@ +from __future__ import annotations + +import json +from pathlib import Path + +BASE_DIR = Path(__file__).resolve().parent.parent +OUTPUT_DIR = BASE_DIR / "data" / "decision_phase_difficulty" +BENCHMARK_PATH = BASE_DIR / "data" / "decision_phase_benchmark.jsonl" + +TRAIN_THEMES = ( + { + "topic": "crm software", + "product": "CRM", + "products": "CRM tools", + "provider_a": "HubSpot", + "provider_b": "Zoho", + "domain": "a small sales team", + "goal": "manage leads better", + "support_object": "account", + "support_detail": "password reset", + "asset": "CRM onboarding guide", + }, + { + "topic": "analytics software", + "product": "analytics platform", + "products": "analytics platforms", + "provider_a": "Mixpanel", + "provider_b": "Amplitude", + "domain": "a product team", + "goal": "measure activation", + "support_object": "dashboard", + "support_detail": "data sync issue", + "asset": "analytics setup guide", + }, + { + "topic": "laptops", + "product": "laptop", + "products": "laptops", + "provider_a": "MacBook Air", + "provider_b": "Dell XPS 13", + "domain": "college work", + "goal": "choose the right laptop", + "support_object": "order", + "support_detail": "delivery delay", + "asset": "laptop buying checklist", + }, +) + +BENCHMARK_THEMES = { + "easy": { + "topic": "help desk software", + "product": "help desk platform", + "products": "help desk tools", + "provider_a": "Zendesk", + "provider_b": "Freshdesk", + "domain": "a support team", + "goal": "handle tickets faster", + "support_object": "billing portal", + "support_detail": "invoice issue", + "asset": "help desk buyer guide", + }, + "medium": { + "topic": "cars", + "product": "car", + "products": "cars", + "provider_a": "Toyota Corolla", + "provider_b": "Honda Civic", + "domain": "daily commuting", + "goal": "choose the right car", + "support_object": "reservation", + "support_detail": "test drive booking", + "asset": "car buying worksheet", + }, + "hard": { + "topic": "hosting platforms", + "product": "hosting platform", + "products": "hosting providers", + "provider_a": "Vercel", + "provider_b": "Netlify", + "domain": "a startup launch", + "goal": "ship a new website", + "support_object": "deployment", + "support_detail": "domain setup problem", + "asset": "hosting migration guide", + }, +} + +PHASE_TEMPLATES = { + "awareness": { + "easy": ( + "What is {topic}?", + "Explain {topic}.", + "How does {product} work?", + "What does {provider_a} do?", + "Give me the basics of {topic}.", + ), + "medium": ( + "Help me understand what problem {provider_a} solves.", + "What should a beginner know about {products}?", + "Before I look at options, what is a {product}?", + "What is the purpose of {topic} in {domain}?", + "What does a {product} actually help with?", + ), + "hard": ( + "I am not shopping yet, I just want to understand what {topic} is.", + "Before I evaluate anything, what role does {topic} play in {domain}?", + "I keep hearing about {provider_a}; what is it actually for?", + "Can you clarify what people mean by {topic} in practice?", + "I only need an overview of {topic} right now.", + ), + }, + "research": { + "easy": ( + "What {products} should I explore for {domain}?", + "Show me options to consider for {goal}.", + "What tools should I look at for {domain}?", + "Help me research {products}.", + "Where should I start with {products}?", + ), + "medium": ( + "I am early in the process and want to explore {products}.", + "Give me a shortlist of {products} worth researching.", + "What directions should I investigate for {goal}?", + "What categories should I look at before narrowing down?", + "What are some promising {products} for {domain}?", + ), + "hard": ( + "I am not ready to compare vendors yet, just help me scope the market.", + "What should I research first if I am only beginning to look at {products}?", + "I need a landscape view before I make a shortlist.", + "What are the main options in this space before I decide anything?", + "Help me map the market for {products} without recommending one yet.", + ), + }, + "consideration": { + "easy": ( + "Best {product} for {domain}.", + "{provider_a} vs {provider_b}.", + "Compare {products} for {goal}.", + "Which {product} looks best for {domain}?", + "What are some {products} worth considering?", + ), + "medium": ( + "Compare {provider_a} and {provider_b} for {goal}.", + "What are the pros and cons of {provider_a}?", + "Help me evaluate the best {products} for {domain}.", + "Which {product} seems worth considering right now?", + "I am comparing options for {goal}; what should be on the shortlist?", + ), + "hard": ( + "I am past basic research and now weighing tradeoffs between {provider_a} and {provider_b}.", + "I want to compare serious options before committing to one.", + "Help me think through the tradeoffs in the current shortlist.", + "What looks strongest if I am narrowing down to a few options?", + "I have done research, now help me compare the finalists.", + ), + }, + "decision": { + "easy": ( + "Which {product} should I choose?", + "Should I pick {provider_a} or {provider_b}?", + "Which option should I commit to?", + "What is the best fit for me right now?", + "Which plan should I choose today?", + ), + "medium": ( + "I am ready to decide between {provider_a} and {provider_b}.", + "Help me pick the final option for {goal}.", + "Which {product} should I commit to this week?", + "I need to make the call now; which option fits best?", + "What should I choose if I need to decide today?", + ), + "hard": ( + "I have a shortlist and need to commit to one vendor now.", + "I am at the point of commitment and need a final recommendation.", + "Which option should we sign off on before next week?", + "I have enough information; tell me which one to go with.", + "I need the final pick, not another round of comparison.", + ), + }, + "action": { + "easy": ( + "Start my free trial.", + "Book a demo with {provider_a}.", + "Create my account.", + "Buy {provider_a} now.", + "Download the {asset}.", + ), + "medium": ( + "Take me to checkout for {provider_a}.", + "Get me signed up for {provider_a}.", + "Reserve my spot with {provider_a}.", + "I want to purchase {provider_a} today.", + "Send me the download link for the {asset}.", + ), + "hard": ( + "I am ready to move forward now, where do I start the purchase?", + "Help me complete the signup flow for {provider_a}.", + "I want to act on this immediately and get access now.", + "Can you help me finish the order for {provider_a}?", + "I have decided, now let me complete the next step.", + ), + }, + "post_purchase": { + "easy": ( + "How do I set up my new {product}?", + "Show me how to import contacts into {provider_a}.", + "How do I onboard my team after purchase?", + "What should I enable first after signup?", + "How do I configure my account now that I signed up?", + ), + "medium": ( + "We already subscribed; how do we get value quickly?", + "What is the best way to roll this out after purchase?", + "Help me configure {provider_a} now that we bought it.", + "How do I invite teammates after signing up?", + "What should I do first after we activate the plan?", + ), + "hard": ( + "We already made the purchase, now I need guidance on rollout and setup.", + "This is not a buying decision anymore; I need post-purchase onboarding help.", + "I need adoption guidance now that the contract is signed.", + "What is the right onboarding sequence after we commit to {provider_a}?", + "We are past checkout and need implementation help.", + ), + }, + "support": { + "easy": ( + "I cannot log into my {support_object}.", + "How do I reset my password?", + "My invoice is wrong.", + "The integration keeps failing.", + "Our dashboard is not loading.", + ), + "medium": ( + "Can you help me fix a {support_detail}?", + "I am stuck because my {support_object} keeps breaking.", + "My password reset link is not working.", + "I need support with my {support_object}.", + "Why is {provider_a} not syncing correctly?", + ), + "hard": ( + "I am not evaluating anything, I just need this issue fixed.", + "This is a live support problem, not a buying question.", + "Please help me resolve a problem with my existing account.", + "I cannot continue because something is broken in my setup.", + "I need troubleshooting help, not recommendations.", + ), + }, +} + + +def split_for_index(index: int) -> str: + bucket = index % 5 + if bucket < 3: + return "train" + if bucket == 3: + return "val" + return "test" + + +def write_jsonl(path: Path, rows: list[dict]) -> None: + path.parent.mkdir(parents=True, exist_ok=True) + with path.open("w", encoding="utf-8") as handle: + for row in rows: + handle.write(json.dumps(row, sort_keys=True) + "\n") + + +def render_text(template: str, spec: dict[str, str]) -> str: + return template.format(**spec).strip() + + +def build_training_splits() -> dict[str, list[dict]]: + splits = {"train": [], "val": [], "test": []} + seen: set[str] = set() + counters = {(phase, difficulty): 0 for phase in PHASE_TEMPLATES for difficulty in PHASE_TEMPLATES[phase]} + + for phase, difficulty_map in PHASE_TEMPLATES.items(): + for difficulty, templates in difficulty_map.items(): + for template in templates: + theme_specs = TRAIN_THEMES if "{" in template else ({},) + for spec in theme_specs: + text = render_text(template, spec) + key = text.lower() + if key in seen: + continue + seen.add(key) + split_name = split_for_index(counters[(phase, difficulty)]) + counters[(phase, difficulty)] += 1 + splits[split_name].append( + { + "text": text, + "decision_phase": phase, + "difficulty": difficulty, + "source": "synthetic_decision_phase_difficulty", + } + ) + return splits + + +def build_benchmark_rows() -> list[dict]: + rows: list[dict] = [] + seen: set[str] = set() + for phase, difficulty_map in PHASE_TEMPLATES.items(): + for difficulty, templates in difficulty_map.items(): + spec = BENCHMARK_THEMES.get(difficulty, {}) + for template in templates: + text = render_text(template, spec) + key = text.lower() + if key in seen: + continue + seen.add(key) + rows.append( + { + "text": text, + "decision_phase": phase, + "difficulty": difficulty, + "source": "decision_phase_benchmark", + } + ) + return rows + + +def main() -> None: + splits = build_training_splits() + for split_name, rows in splits.items(): + write_jsonl(OUTPUT_DIR / f"{split_name}.jsonl", rows) + print(f"{split_name}: {len(rows)} rows") + + benchmark_rows = build_benchmark_rows() + write_jsonl(BENCHMARK_PATH, benchmark_rows) + print(f"benchmark: {len(benchmark_rows)} rows") + + +if __name__ == "__main__": + main() diff --git a/training/build_full_intent_taxonomy_dataset.py b/training/build_full_intent_taxonomy_dataset.py new file mode 100644 index 0000000000000000000000000000000000000000..def4429ad690256b7083d2af7463a87fda337cfc --- /dev/null +++ b/training/build_full_intent_taxonomy_dataset.py @@ -0,0 +1,455 @@ +from __future__ import annotations + +import json +from pathlib import Path + +BASE_DIR = Path(__file__).resolve().parent.parent +OUTPUT_DIR = BASE_DIR / "data" / "full_intent_taxonomy" + +THEME_SPECS = ( + { + "topic": "crm software", + "category": "crm", + "product": "crm", + "products": "crm tools", + "provider_a": "HubSpot", + "provider_b": "Zoho", + "domain": "sales teams", + "support_object": "account", + "support_detail": "password reset", + "asset": "crm onboarding guide", + "goal": "manage leads", + }, + { + "topic": "help desk software", + "category": "help desk", + "product": "help desk platform", + "products": "help desk tools", + "provider_a": "Zendesk", + "provider_b": "Freshdesk", + "domain": "support teams", + "support_object": "billing portal", + "support_detail": "invoice issue", + "asset": "support workflow template", + "goal": "handle tickets", + }, + { + "topic": "project management software", + "category": "project management", + "product": "project management tool", + "products": "project management tools", + "provider_a": "Asana", + "provider_b": "ClickUp", + "domain": "agency teams", + "support_object": "workspace", + "support_detail": "export error", + "asset": "project planning checklist", + "goal": "organize projects", + }, + { + "topic": "analytics software", + "category": "analytics", + "product": "analytics platform", + "products": "analytics platforms", + "provider_a": "Mixpanel", + "provider_b": "Amplitude", + "domain": "product teams", + "support_object": "dashboard", + "support_detail": "data sync issue", + "asset": "analytics setup guide", + "goal": "measure activation", + }, + { + "topic": "laptops", + "category": "laptop", + "product": "laptop", + "products": "laptops", + "provider_a": "MacBook Air", + "provider_b": "Dell XPS 13", + "domain": "students", + "support_object": "device warranty portal", + "support_detail": "order issue", + "asset": "laptop buying checklist", + "goal": "pick the right laptop", + }, + { + "topic": "smartphones", + "category": "smartphone", + "product": "smartphone", + "products": "smartphones", + "provider_a": "iPhone", + "provider_b": "Pixel", + "domain": "travelers", + "support_object": "trade-in order", + "support_detail": "shipping update", + "asset": "phone comparison sheet", + "goal": "choose a new phone", + }, + { + "topic": "cars", + "category": "car", + "product": "car", + "products": "cars", + "provider_a": "Toyota Corolla", + "provider_b": "Honda Civic", + "domain": "commuters", + "support_object": "reservation", + "support_detail": "test drive booking", + "asset": "car buying checklist", + "goal": "buy the right car", + }, + { + "topic": "restaurants", + "category": "restaurant", + "product": "restaurant", + "products": "restaurants", + "provider_a": "Italian restaurant", + "provider_b": "sushi place", + "domain": "date nights", + "support_object": "reservation", + "support_detail": "booking change", + "asset": "dining guide", + "goal": "book a table", + }, +) + +ROW_SPECS = ( + { + "intent_type": "informational", + "decision_phase": "awareness", + "intent_subtype": "education", + "templates": ( + "what is {topic}", + "how does {topic} work", + "explain {category} basics", + "help me understand {topic}", + "what does {product} do", + ), + }, + { + "intent_type": "exploratory", + "decision_phase": "research", + "intent_subtype": "product_discovery", + "templates": ( + "what {products} should I explore for {domain}", + "show me {products} to consider for {goal}", + "help me explore {products} for {domain}", + "what options should I look at before choosing a {product}", + "I am researching {products} for {domain}", + "give me a shortlist of {products} for {domain}", + "what are some promising {products} for {goal}", + "where should I start exploring {products} for {domain}", + "show me categories of {products} worth researching", + "what {products} should be on my radar for {domain}", + ), + }, + { + "intent_type": "commercial", + "decision_phase": "consideration", + "intent_subtype": "comparison", + "templates": ( + "best {product} for {domain}", + "{provider_a} vs {provider_b} for {goal}", + "compare {products} for {domain}", + "which {product} should I buy for {goal}", + "best {category} options this year", + ), + }, + { + "intent_type": "commercial", + "decision_phase": "consideration", + "intent_subtype": "evaluation", + "templates": ( + "evaluate {provider_a} for {goal}", + "is {provider_a} good for {domain}", + "review the pros and cons of {provider_a}", + "help me assess {product} options for {domain}", + ), + }, + { + "intent_type": "commercial", + "decision_phase": "consideration", + "intent_subtype": "deal_seeking", + "templates": ( + "best deal on {products} for {domain}", + "cheap {product} options for {goal}", + "where can I get the best price on {products}", + "discounted {products} worth comparing", + ), + }, + { + "intent_type": "commercial", + "decision_phase": "decision", + "intent_subtype": "provider_selection", + "templates": ( + "which {provider_a} should I choose for {goal}", + "help me pick between {provider_a} and {provider_b}", + "I am ready to decide on a {product} for {domain}", + "which {product} should I commit to for {goal}", + ), + }, + { + "intent_type": "transactional", + "decision_phase": "action", + "intent_subtype": "purchase", + "templates": ( + "buy a {product} for {domain}", + "purchase {provider_a} today", + "complete my order for {provider_a}", + "pay for {provider_a} now", + ), + }, + { + "intent_type": "transactional", + "decision_phase": "action", + "intent_subtype": "signup", + "templates": ( + "book a demo for {provider_a}", + "start my free trial for {provider_a}", + "create an account for {provider_a}", + "sign me up for {provider_a}", + ), + }, + { + "intent_type": "transactional", + "decision_phase": "action", + "intent_subtype": "download", + "templates": ( + "download the {asset}", + "download the buyer guide for {products}", + "get the checklist for choosing {products}", + "export the setup guide for {provider_a}", + ), + }, + { + "intent_type": "transactional", + "decision_phase": "action", + "intent_subtype": "contact_sales", + "templates": ( + "contact sales for {provider_a}", + "request pricing from the {provider_a} sales team", + "connect me with a sales rep for {provider_a}", + "talk to sales about {provider_a}", + ), + }, + { + "intent_type": "transactional", + "decision_phase": "action", + "intent_subtype": "booking", + "templates": ( + "book {provider_a} for tomorrow", + "reserve a spot with {provider_a}", + "schedule my appointment for {provider_a}", + "book a table at a {product} tonight", + ), + }, + { + "intent_type": "transactional", + "decision_phase": "post_purchase", + "intent_subtype": "onboarding_setup", + "templates": ( + "help me set up {provider_a} after purchase", + "walk me through onboarding for {provider_a}", + "configure my new {product}", + "how do I finish setup for {provider_a}", + ), + }, + { + "intent_type": "support", + "decision_phase": "support", + "intent_subtype": "account_help", + "templates": ( + "I cannot access my {support_object}", + "why is my {support_object} not working", + "I need help with my {support_object}", + "my {support_object} keeps failing", + ), + }, + { + "intent_type": "support", + "decision_phase": "support", + "intent_subtype": "billing_help", + "templates": ( + "why is my invoice wrong for {provider_a}", + "help me fix a billing problem with {provider_a}", + "my payment for {provider_a} failed", + "I need help with a refund for {provider_a}", + ), + }, + { + "intent_type": "support", + "decision_phase": "support", + "intent_subtype": "troubleshooting", + "templates": ( + "help me fix a {support_detail}", + "the integration for {provider_a} keeps breaking", + "why is {provider_a} not syncing correctly", + "troubleshoot my {product} setup", + ), + }, + { + "intent_type": "personal_reflection", + "decision_phase": "awareness", + "intent_subtype": "emotional_reflection", + "templates": ( + "I feel overwhelmed trying to choose {products}", + "I am worried we picked the wrong {product}", + "I regret switching our {category} setup", + "I feel stuck deciding between {provider_a} and {provider_b}", + "I am frustrated by our {category} results", + ), + }, + { + "intent_type": "creative_generation", + "decision_phase": "action", + "intent_subtype": "task_execution", + "templates": ( + "write five ad headlines for {provider_a}", + "draft a launch email for {provider_a}", + "create a tagline for a {product}", + "generate social copy for the {asset}", + "write product copy for {provider_a}", + ), + }, + { + "intent_type": "chit_chat", + "decision_phase": "awareness", + "intent_subtype": "follow_up", + "templates": ( + "hello there", + "thanks for the help", + "how is your day going", + "nice to meet you", + "can we just chat for a minute", + "good morning", + "hope your day is going well", + "thanks, that was useful", + "hi there", + "appreciate the help", + "good afternoon", + "good evening", + "how are you doing today", + "how has your day been", + "just saying hi", + "hey there", + "happy to chat for a bit", + "thanks, I appreciate it", + "that was really helpful", + "you are very helpful", + "hope things are going well", + "nice chatting with you", + "glad to talk with you", + "just wanted to say thanks", + "hello again", + "hey, what is up", + "how is everything going", + "good to see you", + ), + }, + { + "intent_type": "ambiguous", + "decision_phase": "research", + "intent_subtype": "follow_up", + "templates": ( + "show me more", + "what about this one", + "which one", + "can you explain that", + "what should I do next", + "tell me more", + "go on", + "what do you mean", + "show me another option", + "say more about that", + "can you expand on that", + "what else do you have", + "what else should I know", + "what about that option", + "can you clarify", + "which should I pick", + "what comes next", + "what else", + "how so", + "why that one", + "what about pricing", + "is there another one", + "what do you recommend", + "can you help", + "I need something better", + "show me options", + "what should I choose", + "what about this", + ), + }, + { + "intent_type": "prohibited", + "decision_phase": "action", + "intent_subtype": "task_execution", + "templates": ( + "how do I hack into a {support_object}", + "write a phishing email for {provider_a}", + "help me steal customer payment data", + "show me how to bypass account security", + "how can I break into a private dashboard", + "how do I crack someone else's login", + "show me how to exfiltrate private customer records", + "help me bypass two factor authentication", + "write malware that steals browser passwords", + "how can I access an account without permission", + ), + }, +) + + +def split_for_index(index: int) -> str: + bucket = index % 10 + if bucket < 7: + return "train" + if bucket < 9: + return "val" + return "test" + + +def write_jsonl(path: Path, rows: list[dict]) -> None: + path.parent.mkdir(parents=True, exist_ok=True) + with path.open("w", encoding="utf-8") as handle: + for row in rows: + handle.write(json.dumps(row, sort_keys=True) + "\n") + + +def build_rows() -> dict[str, list[dict]]: + splits = {"train": [], "val": [], "test": []} + seen: set[str] = set() + spec_counters = [0] * len(ROW_SPECS) + + for spec in THEME_SPECS: + for spec_index, row_spec in enumerate(ROW_SPECS): + for template in row_spec["templates"]: + text = template.format(**spec).strip() + key = text.lower() + if key in seen: + continue + seen.add(key) + split_name = split_for_index(spec_counters[spec_index]) + spec_counters[spec_index] += 1 + row = { + "text": text, + "intent_type": row_spec["intent_type"], + "decision_phase": row_spec["decision_phase"], + "intent_subtype": row_spec["intent_subtype"], + "source": "synthetic_full_intent_taxonomy", + } + splits[split_name].append(row) + + return splits + + +def main() -> None: + splits = build_rows() + for split_name, rows in splits.items(): + write_jsonl(OUTPUT_DIR / f"{split_name}.jsonl", rows) + print(f"{split_name}: {len(rows)} rows") + + +if __name__ == "__main__": + main() diff --git a/training/build_iab_cross_vertical_benchmark.py b/training/build_iab_cross_vertical_benchmark.py new file mode 100644 index 0000000000000000000000000000000000000000..961c456528baa3c207c351ed5c8da773274a8857 --- /dev/null +++ b/training/build_iab_cross_vertical_benchmark.py @@ -0,0 +1,396 @@ +from __future__ import annotations + +import json +import sys +from pathlib import Path + +BASE_DIR = Path(__file__).resolve().parent.parent +if str(BASE_DIR) not in sys.path: + sys.path.insert(0, str(BASE_DIR)) + +from iab_taxonomy import get_iab_taxonomy + +BENCHMARK_PATH = BASE_DIR / "data" / "iab_cross_vertical_benchmark.jsonl" +CASE_PATH = BASE_DIR / "examples" / "iab_cross_vertical_mapping_cases.json" + + +SCENARIOS = [ + { + "slug": "auto-buying", + "label": "Automotive > Auto Buying and Selling", + "mapping_mode": "nearest_equivalent", + "prompts": { + "easy": "Which car should I buy for commuting?", + "medium": "Best used SUV for a family of four", + "hard": "I need a shortlist of practical cars before making a purchase this month", + }, + }, + { + "slug": "sales-crm", + "label": "Business and Finance > Business > Sales", + "mapping_mode": "exact", + "prompts": { + "easy": "What is CRM software?", + "medium": "HubSpot vs Zoho for a small team", + "hard": "Need software to manage leads and pipeline for a startup sales team", + }, + }, + { + "slug": "marketing-tools", + "label": "Business and Finance > Business > Marketing and Advertising", + "mapping_mode": "exact", + "prompts": { + "easy": "Best SEO tools for content teams", + "medium": "How should I compare ad attribution platforms?", + "hard": "Need software to measure channel performance across paid and organic campaigns", + }, + }, + { + "slug": "business-it", + "label": "Business and Finance > Business > Business I.T.", + "mapping_mode": "exact", + "prompts": { + "easy": "How do I reset my work password?", + "medium": "My employees keep getting locked out of their accounts", + "hard": "Need identity and access software for login, permissions, and account security", + }, + }, + { + "slug": "dining-out", + "label": "Food & Drink > Dining Out", + "mapping_mode": "exact", + "prompts": { + "easy": "Book a table for six tonight", + "medium": "Good restaurants for a client dinner downtown", + "hard": "Need a place to eat tonight where I can make a reservation online", + }, + }, + { + "slug": "alcoholic-beverages", + "label": "Food & Drink > Alcoholic Beverages", + "mapping_mode": "exact", + "prompts": { + "easy": "Which whiskey cocktail should I order?", + "medium": "Best vodka drinks for beginners", + "hard": "Want a spirit-forward drink recommendation, not a restaurant suggestion", + }, + }, + { + "slug": "artificial-intelligence", + "label": "Technology & Computing > Artificial Intelligence", + "mapping_mode": "exact", + "prompts": { + "easy": "What is intent classification in NLP?", + "medium": "How do large language models handle text classification?", + "hard": "Need the machine learning concept behind language understanding, not software to buy", + }, + }, + { + "slug": "software-apps", + "label": "Technology & Computing > Computing > Computer Software and Applications", + "mapping_mode": "exact", + "prompts": { + "easy": "Best workflow software for a small operations team", + "medium": "Need project management software for a distributed team", + "hard": "Looking for a business software platform to organize internal workflows", + }, + }, + { + "slug": "communication-software", + "label": "Technology & Computing > Computing > Computer Software and Applications > Communication", + "mapping_mode": "exact", + "prompts": { + "easy": "Best communication software for remote teams", + "medium": "Slack vs Teams for internal messaging", + "hard": "Need a workplace chat tool for cross-functional collaboration", + }, + }, + { + "slug": "web-hosting", + "label": "Technology & Computing > Computing > Internet > Web Hosting", + "mapping_mode": "exact", + "prompts": { + "easy": "Vercel vs Netlify for website hosting", + "medium": "Best hosting platform for a startup website", + "hard": "Need a managed hosting provider to deploy and run our marketing site", + }, + }, + { + "slug": "laptops", + "label": "Technology & Computing > Computing > Laptops", + "mapping_mode": "exact", + "prompts": { + "easy": "Which laptop should I buy for college?", + "medium": "Best laptop for work and study under 1200", + "hard": "Need a portable computer with good battery life for everyday work", + }, + }, + { + "slug": "desktops", + "label": "Technology & Computing > Computing > Desktops", + "mapping_mode": "exact", + "prompts": { + "easy": "Best desktop for video editing", + "medium": "Which desktop computer should I buy for a home office?", + "hard": "Need a desktop PC with strong performance for creative work", + }, + }, + { + "slug": "smartphones", + "label": "Technology & Computing > Consumer Electronics > Smartphones", + "mapping_mode": "exact", + "prompts": { + "easy": "Best phone with a good camera under 700", + "medium": "Should I buy an iPhone or Pixel this year?", + "hard": "Need a new smartphone with strong battery life and a clean software experience", + }, + }, + { + "slug": "style-fashion-parent", + "label": "Style & Fashion", + "mapping_mode": "nearest_equivalent", + "prompts": { + "easy": "Best shoes under 100 dollars", + "medium": "Affordable fashion accessories for everyday wear", + "hard": "Need style recommendations for clothing and footwear without a specific brand in mind", + }, + }, + { + "slug": "womens-shoes", + "label": "Style & Fashion > Women's Fashion > Women's Shoes and Footwear", + "mapping_mode": "exact", + "prompts": { + "easy": "Best women's running shoes under 100 dollars", + "medium": "Comfortable women's sneakers for walking all day", + "hard": "Need women's footwear for commuting that looks polished but feels comfortable", + }, + }, + { + "slug": "mens-shoes", + "label": "Style & Fashion > Men's Fashion > Men's Shoes and Footwear", + "mapping_mode": "exact", + "prompts": { + "easy": "Best men's sneakers for daily wear", + "medium": "Good men's dress shoes for office use", + "hard": "Need men's footwear that works for workdays and weekend walking", + }, + }, + { + "slug": "hotels", + "label": "Travel > Travel Type > Hotels and Motels", + "mapping_mode": "exact", + "prompts": { + "easy": "Need a hotel in Chicago for two nights", + "medium": "Best hotels near Times Square for a weekend trip", + "hard": "Looking for a place to stay during a work trip, not general travel advice", + }, + }, + { + "slug": "real-estate-rentals", + "label": "Real Estate > Real Estate Renting and Leasing", + "mapping_mode": "nearest_equivalent", + "prompts": { + "easy": { + "text": "Apartments for rent near downtown Austin", + "mapping_mode": "exact", + }, + "medium": "Best neighborhoods to lease a two-bedroom apartment in Seattle", + "hard": { + "text": "Need rental listings for a short move, not home-buying advice", + "mapping_mode": "exact", + }, + }, + }, + { + "slug": "running-and-jogging", + "label": "Healthy Living > Fitness and Exercise > Running and Jogging", + "mapping_mode": "exact", + "prompts": { + "easy": "Best running plan for a first 10k", + "medium": "How should I train for a half marathon as a beginner?", + "hard": "Need guidance on building a weekly jogging routine without getting injured", + }, + }, + { + "slug": "soccer", + "label": "Sports > Soccer", + "mapping_mode": "exact", + "prompts": { + "easy": "How do offside rules work in soccer?", + "medium": "Best soccer drills for beginner players", + "hard": "Need help understanding football tactics for the Premier League, not fantasy sports", + }, + }, + { + "slug": "fiction", + "label": "Books and Literature > Fiction", + "mapping_mode": "nearest_equivalent", + "prompts": { + "easy": { + "text": "Recommend a good fantasy novel to read", + "mapping_mode": "exact", + }, + "medium": "Best fiction books for a long flight", + "hard": { + "text": "Looking for a character-driven novel, not comics or poetry", + "mapping_mode": "exact", + }, + }, + }, + { + "slug": "home-improvement", + "label": "Home & Garden > Home Improvement", + "mapping_mode": "exact", + "prompts": { + "easy": "How much does a kitchen remodel usually cost?", + "medium": "Best tools for a DIY bathroom renovation", + "hard": "Need practical advice for upgrading an older house, not interior decor inspiration", + }, + }, + { + "slug": "online-education", + "label": "Education > Online Education", + "mapping_mode": "exact", + "prompts": { + "easy": "Best online courses for learning Python", + "medium": "What are good platforms for remote professional classes?", + "hard": "Need internet-based training options I can finish after work hours", + }, + }, + { + "slug": "postgraduate-education", + "label": "Education > College Education > Postgraduate Education", + "mapping_mode": "exact", + "prompts": { + "easy": "best universities to study masters", + "medium": "which graduate schools have strong data science programs", + "hard": "need postgraduate options for a master's degree, not short online courses", + }, + }, + { + "slug": "medical-health", + "label": "Medical Health", + "mapping_mode": "exact", + "prompts": { + "easy": "what do these allergy symptoms mean", + "medium": "when should i see a doctor for persistent knee pain", + "hard": "need medical advice about symptoms, not wellness or fitness tips", + }, + }, + { + "slug": "careers-job-search", + "label": "Careers > Job Search", + "mapping_mode": "exact", + "prompts": { + "easy": "best remote jobs for data analysts", + "medium": "where should i look for product manager openings", + "hard": "need help finding a new role and preparing for interviews", + }, + }, + { + "slug": "personal-finance", + "label": "Personal Finance > Financial Planning", + "mapping_mode": "exact", + "prompts": { + "easy": "how much should i save each month", + "medium": "best budgeting approach for a growing family", + "hard": "need help planning savings and retirement, not business finance advice", + }, + }, + { + "slug": "parenting", + "label": "Family and Relationships > Parenting", + "mapping_mode": "exact", + "prompts": { + "easy": "tips for parenting a toddler", + "medium": "how do i help my teenager spend less time online", + "hard": "need parenting advice for a child starting preschool", + }, + }, + { + "slug": "gardening", + "label": "Home & Garden > Gardening", + "mapping_mode": "exact", + "prompts": { + "easy": "best plants for a small balcony garden", + "medium": "how often should i water tomato plants", + "hard": "need gardening advice for a shady backyard, not interior decor ideas", + }, + }, + { + "slug": "movies", + "label": "Entertainment > Movies", + "mapping_mode": "exact", + "prompts": { + "easy": "What movie should we watch tonight?", + "medium": "Best thriller movies from the last few years", + "hard": "Looking for film recommendations, not TV shows or music", + }, + }, +] + + +def write_jsonl(path: Path, rows: list[dict]) -> None: + path.parent.mkdir(parents=True, exist_ok=True) + with path.open("w", encoding="utf-8") as handle: + for row in rows: + handle.write(json.dumps(row, sort_keys=True) + "\n") + + +def build_expected(label: str, mapping_mode: str) -> dict: + taxonomy = get_iab_taxonomy() + content = taxonomy.build_content_object_from_label(label, mapping_mode=mapping_mode, mapping_confidence=0.9) + expected = { + "model_output.classification.iab_content.tier1.label": content["tier1"]["label"], + "model_output.classification.iab_content.mapping_mode": mapping_mode, + } + if "tier2" in content: + expected["model_output.classification.iab_content.tier2.label"] = content["tier2"]["label"] + if "tier3" in content: + expected["model_output.classification.iab_content.tier3.label"] = content["tier3"]["label"] + if "tier4" in content: + expected["model_output.classification.iab_content.tier4.label"] = content["tier4"]["label"] + return expected + + +def build_rows() -> tuple[list[dict], list[dict]]: + benchmark_rows: list[dict] = [] + cases: list[dict] = [] + for scenario in SCENARIOS: + for difficulty, prompt_config in scenario["prompts"].items(): + if isinstance(prompt_config, dict): + text = prompt_config["text"] + mapping_mode = prompt_config.get("mapping_mode", scenario["mapping_mode"]) + else: + text = prompt_config + mapping_mode = scenario["mapping_mode"] + benchmark_rows.append( + { + "difficulty": difficulty, + "iab_path": scenario["label"], + "source": "iab_cross_vertical_benchmark", + "text": text, + } + ) + cases.append( + { + "id": f"{scenario['slug']}-{difficulty}", + "status": "must_fix", + "text": text, + "notes": f"Cross-vertical {difficulty} IAB mapping case for {scenario['label']}.", + "expected": build_expected(scenario["label"], mapping_mode), + } + ) + return benchmark_rows, cases + + +def main() -> None: + benchmark_rows, cases = build_rows() + write_jsonl(BENCHMARK_PATH, benchmark_rows) + CASE_PATH.write_text(json.dumps(cases, indent=2) + "\n", encoding="utf-8") + print(f"benchmark: {len(benchmark_rows)} rows") + print(f"cases: {len(cases)} rows") + + +if __name__ == "__main__": + main() diff --git a/training/build_iab_difficulty_dataset.py b/training/build_iab_difficulty_dataset.py new file mode 100644 index 0000000000000000000000000000000000000000..56a59ab7e751e7aa0ed5b2915e3a613fabdd605f --- /dev/null +++ b/training/build_iab_difficulty_dataset.py @@ -0,0 +1,620 @@ +from __future__ import annotations + +import json +import sys +from pathlib import Path + +BASE_DIR = Path(__file__).resolve().parent.parent +if str(BASE_DIR) not in sys.path: + sys.path.insert(0, str(BASE_DIR)) + +from config import IAB_BENCHMARK_PATH, IAB_DIFFICULTY_DATA_DIR + + +def write_jsonl(path: Path, rows: list[dict]) -> None: + path.parent.mkdir(parents=True, exist_ok=True) + with path.open("w", encoding="utf-8") as handle: + for row in rows: + handle.write(json.dumps(row, sort_keys=True) + "\n") + + +def shopping_prompts(fields: dict[str, str]) -> dict[str, tuple[str, ...]]: + return { + "easy": ( + f"best {fields['item_plural']}", + f"which {fields['item']} should i buy in {fields['year']}", + f"{fields['provider_a']} vs {fields['provider_b']}", + f"{fields['item']} buying guide", + ), + "medium": ( + f"best {fields['item']} for {fields['audience']}", + f"compare {fields['provider_a']} and {fields['provider_b']} before buying", + f"affordable {fields['item_plural']} for {fields['audience']}", + f"what {fields['item_plural']} are worth considering for {fields['audience']}", + ), + "hard": ( + f"i am replacing my current {fields['item']} and need the right option for {fields['audience']}", + f"help me narrow down {fields['item_plural']} for {fields['audience']} without wasting money", + f"which option makes more sense between {fields['provider_a']} and {fields['provider_b']} for {fields['audience']}", + f"i need a shortlist of {fields['item_plural']} that fit {fields['constraint']}", + ), + } + + +def software_prompts(fields: dict[str, str]) -> dict[str, tuple[str, ...]]: + return { + "easy": ( + f"best {fields['item_plural']} for {fields['audience']}", + f"what is {fields['item']}", + f"{fields['provider_a']} vs {fields['provider_b']}", + f"{fields['item']} for {fields['goal']}", + ), + "medium": ( + f"compare {fields['provider_a']} and {fields['provider_b']} for {fields['audience']}", + f"best {fields['item_plural']} for {fields['goal']}", + f"how does {fields['item']} work for {fields['audience']}", + f"which {fields['item']} should a {fields['audience']} choose", + ), + "hard": ( + f"i am evaluating software for {fields['goal']} and need the right category", + f"what tools should i shortlist before picking between {fields['provider_a']} and {fields['provider_b']}", + f"we need a platform for {fields['goal']} and are not sure which branch this falls into", + f"help me assess {fields['provider_a']} versus other options for {fields['audience']}", + ), + } + + +def business_it_prompts(fields: dict[str, str]) -> dict[str, tuple[str, ...]]: + return { + "easy": ( + "how do i reset my password", + "business login security tools", + "identity management software", + f"{fields['provider_a']} vs {fields['provider_b']} for access management", + ), + "medium": ( + "best software for employee password resets", + "how does single sign-on work for a small company", + "access management platform for remote employees", + f"compare {fields['provider_a']} and {fields['provider_b']} for workforce identity", + ), + "hard": ( + "our team keeps getting locked out and we need better identity software", + "what category covers employee account security and access provisioning", + "we need business software for login, permissions, and access control", + "help me evaluate identity tooling for company account security", + ), + } + + +def dining_prompts(fields: dict[str, str]) -> dict[str, tuple[str, ...]]: + return { + "easy": ( + "book a table for dinner", + "best restaurants for date night", + "where should i eat tonight", + "reserve a table for two", + ), + "medium": ( + f"{fields['area']} restaurant options for a birthday dinner", + "family friendly restaurants near me", + "compare brunch spots for a weekend meetup", + "where can i book dinner for four tonight", + ), + "hard": ( + "i need a place to eat and want something i can reserve tonight", + "what category covers restaurants and booking a table", + "help me find a dinner spot for a client meeting", + "i want dining options, not recipes", + ), + } + + +def beverage_prompts(fields: dict[str, str]) -> dict[str, tuple[str, ...]]: + return { + "easy": ( + "best vodka drink to try", + "whiskey cocktail ideas", + "what is a martini", + "bourbon vs rye for beginners", + ), + "medium": ( + "best whiskey cocktail for a dinner party", + "vodka drinks for beginners", + "compare bourbon and scotch flavor profiles", + "how does gin differ from vodka in cocktails", + ), + "hard": ( + "i want alcoholic drink recommendations, not restaurant suggestions", + "help me understand beginner-friendly cocktails with bourbon", + "what should i try if i want a spirit-forward drink", + "compare vodka cocktails with tequila cocktails", + ), + } + + +def ai_prompts(fields: dict[str, str]) -> dict[str, tuple[str, ...]]: + return { + "easy": ( + "what is intent classification in nlp", + "machine learning basics", + "how does natural language processing work", + "what are large language models", + ), + "medium": ( + "best ai methods for text classification", + "nlp model comparison for intent detection", + "how do llms handle classification tasks", + "ai tools for labeling text data", + ), + "hard": ( + "i want the ai concept behind intent models, not software shopping", + "help me understand the machine learning side of nlp classification", + "compare transformer-based approaches for intent detection", + "what branch covers language-model research topics", + ), + } + + +KIND_TO_BUILDER = { + "shopping": shopping_prompts, + "software": software_prompts, + "business_it": business_it_prompts, + "dining": dining_prompts, + "beverage": beverage_prompts, + "ai": ai_prompts, +} + + +AUGMENTATION_SCENARIOS = { + "Automotive > Auto Buying and Selling": [ + { + "kind": "shopping", + "item": "car", + "item_plural": "cars", + "provider_a": "Toyota Corolla", + "provider_b": "Honda Civic", + "audience": "a commuter", + "constraint": "a practical budget", + "year": "2026", + }, + { + "kind": "shopping", + "item": "suv", + "item_plural": "suvs", + "provider_a": "Toyota RAV4", + "provider_b": "Honda CR-V", + "audience": "a growing family", + "constraint": "daily driving and storage needs", + "year": "2026", + }, + { + "kind": "shopping", + "item": "electric car", + "item_plural": "electric cars", + "provider_a": "Tesla Model 3", + "provider_b": "Hyundai Ioniq 5", + "audience": "a first-time ev buyer", + "constraint": "reasonable range and price", + "year": "2026", + }, + ], + "Business and Finance > Business > Sales": [ + { + "kind": "software", + "item": "crm software", + "item_plural": "crm tools", + "provider_a": "HubSpot", + "provider_b": "Zoho", + "audience": "small sales teams", + "goal": "lead management", + }, + { + "kind": "software", + "item": "sales engagement software", + "item_plural": "sales platforms", + "provider_a": "Apollo", + "provider_b": "Outreach", + "audience": "outbound teams", + "goal": "pipeline generation", + }, + { + "kind": "software", + "item": "customer relationship management software", + "item_plural": "crm systems", + "provider_a": "Pipedrive", + "provider_b": "Freshsales", + "audience": "growing startups", + "goal": "deal tracking", + }, + ], + "Business and Finance > Business > Marketing and Advertising": [ + { + "kind": "software", + "item": "marketing software", + "item_plural": "marketing tools", + "provider_a": "Semrush", + "provider_b": "Ahrefs", + "audience": "content teams", + "goal": "organic growth", + }, + { + "kind": "software", + "item": "seo platform", + "item_plural": "seo tools", + "provider_a": "Surfer", + "provider_b": "Clearscope", + "audience": "editorial teams", + "goal": "content optimization", + }, + { + "kind": "software", + "item": "advertising analytics software", + "item_plural": "marketing analytics tools", + "provider_a": "Triple Whale", + "provider_b": "Northbeam", + "audience": "performance marketers", + "goal": "campaign measurement", + }, + ], + "Business and Finance > Business > Business I.T.": [ + {"kind": "business_it", "provider_a": "Okta", "provider_b": "Microsoft Entra"}, + {"kind": "business_it", "provider_a": "JumpCloud", "provider_b": "Okta"}, + {"kind": "business_it", "provider_a": "Duo", "provider_b": "OneLogin"}, + ], + "Food & Drink > Dining Out": [ + {"kind": "dining", "area": "downtown"}, + {"kind": "dining", "area": "midtown"}, + {"kind": "dining", "area": "the waterfront"}, + ], + "Food & Drink > Alcoholic Beverages": [ + {"kind": "beverage"}, + {"kind": "beverage"}, + {"kind": "beverage"}, + ], + "Technology & Computing > Artificial Intelligence": [ + {"kind": "ai"}, + {"kind": "ai"}, + {"kind": "ai"}, + ], + "Technology & Computing > Computing > Computer Software and Applications": [ + { + "kind": "software", + "item": "software platform", + "item_plural": "software applications", + "provider_a": "Notion", + "provider_b": "Airtable", + "audience": "operations teams", + "goal": "workflow management", + }, + { + "kind": "software", + "item": "project management software", + "item_plural": "software tools", + "provider_a": "Asana", + "provider_b": "ClickUp", + "audience": "remote teams", + "goal": "project planning", + }, + { + "kind": "software", + "item": "business software", + "item_plural": "software products", + "provider_a": "Monday.com", + "provider_b": "Notion", + "audience": "startup operators", + "goal": "team coordination", + }, + ], + "Technology & Computing > Computing > Computer Software and Applications > Communication": [ + { + "kind": "software", + "item": "communication software", + "item_plural": "communication tools", + "provider_a": "Slack", + "provider_b": "Microsoft Teams", + "audience": "remote teams", + "goal": "team communication", + }, + { + "kind": "software", + "item": "team chat software", + "item_plural": "messaging platforms", + "provider_a": "Slack", + "provider_b": "Discord", + "audience": "distributed startups", + "goal": "internal collaboration", + }, + { + "kind": "software", + "item": "workplace communication platform", + "item_plural": "communication apps", + "provider_a": "Google Chat", + "provider_b": "Microsoft Teams", + "audience": "cross-functional teams", + "goal": "company messaging", + }, + ], + "Technology & Computing > Computing > Internet > Web Hosting": [ + { + "kind": "software", + "item": "web hosting", + "item_plural": "hosting providers", + "provider_a": "Vercel", + "provider_b": "Netlify", + "audience": "startup launch teams", + "goal": "site hosting", + }, + { + "kind": "software", + "item": "hosting platform", + "item_plural": "hosting services", + "provider_a": "Cloudflare Pages", + "provider_b": "Render", + "audience": "developers", + "goal": "website deployment", + }, + { + "kind": "software", + "item": "managed hosting", + "item_plural": "hosting options", + "provider_a": "WP Engine", + "provider_b": "Kinsta", + "audience": "content teams", + "goal": "site performance", + }, + ], + "Technology & Computing > Computing > Laptops": [ + { + "kind": "shopping", + "item": "laptop", + "item_plural": "laptops", + "provider_a": "MacBook Air", + "provider_b": "Dell XPS 13", + "audience": "work and study", + "constraint": "battery life and portability", + "year": "2026", + }, + { + "kind": "shopping", + "item": "gaming laptop", + "item_plural": "gaming laptops", + "provider_a": "Asus ROG Zephyrus", + "provider_b": "Lenovo Legion Slim", + "audience": "gamers", + "constraint": "performance under a reasonable budget", + "year": "2026", + }, + { + "kind": "shopping", + "item": "student laptop", + "item_plural": "student laptops", + "provider_a": "Acer Swift Go", + "provider_b": "HP Pavilion Aero", + "audience": "college students", + "constraint": "price and portability", + "year": "2026", + }, + ], + "Technology & Computing > Computing > Desktops": [ + { + "kind": "shopping", + "item": "desktop", + "item_plural": "desktops", + "provider_a": "iMac", + "provider_b": "Dell Inspiron Desktop", + "audience": "home offices", + "constraint": "everyday productivity", + "year": "2026", + }, + { + "kind": "shopping", + "item": "gaming desktop", + "item_plural": "gaming desktops", + "provider_a": "Alienware Aurora", + "provider_b": "Lenovo Legion Tower", + "audience": "pc gamers", + "constraint": "strong graphics performance", + "year": "2026", + }, + { + "kind": "shopping", + "item": "desktop pc", + "item_plural": "desktop computers", + "provider_a": "HP Envy Desktop", + "provider_b": "Acer Aspire TC", + "audience": "families", + "constraint": "value for money", + "year": "2026", + }, + ], + "Technology & Computing > Consumer Electronics > Smartphones": [ + { + "kind": "shopping", + "item": "smartphone", + "item_plural": "smartphones", + "provider_a": "iPhone 17", + "provider_b": "Samsung Galaxy S26", + "audience": "everyday users", + "constraint": "camera quality and battery life", + "year": "2026", + }, + { + "kind": "shopping", + "item": "budget phone", + "item_plural": "budget smartphones", + "provider_a": "Pixel 10a", + "provider_b": "Galaxy A57", + "audience": "budget-conscious buyers", + "constraint": "under midrange pricing", + "year": "2026", + }, + { + "kind": "shopping", + "item": "android phone", + "item_plural": "android phones", + "provider_a": "OnePlus 15", + "provider_b": "Pixel 10", + "audience": "power users", + "constraint": "performance and clean software", + "year": "2026", + }, + ], +} + + +BENCHMARK_SCENARIOS = { + "Automotive > Auto Buying and Selling": { + "kind": "shopping", + "item": "car", + "item_plural": "vehicles", + "provider_a": "Mazda CX-5", + "provider_b": "Subaru Forester", + "audience": "a first-time buyer", + "constraint": "safety and price", + "year": "2026", + }, + "Business and Finance > Business > Sales": { + "kind": "software", + "item": "crm platform", + "item_plural": "sales tools", + "provider_a": "Copper", + "provider_b": "Salesforce Essentials", + "audience": "small revenue teams", + "goal": "managing leads", + }, + "Business and Finance > Business > Marketing and Advertising": { + "kind": "software", + "item": "marketing platform", + "item_plural": "marketing tools", + "provider_a": "Moz", + "provider_b": "SE Ranking", + "audience": "brand teams", + "goal": "search visibility", + }, + "Business and Finance > Business > Business I.T.": { + "kind": "business_it", + "provider_a": "Rippling", + "provider_b": "JumpCloud", + }, + "Food & Drink > Dining Out": {"kind": "dining", "area": "uptown"}, + "Food & Drink > Alcoholic Beverages": {"kind": "beverage"}, + "Technology & Computing > Artificial Intelligence": {"kind": "ai"}, + "Technology & Computing > Computing > Computer Software and Applications": { + "kind": "software", + "item": "workflow software", + "item_plural": "productivity apps", + "provider_a": "Basecamp", + "provider_b": "Asana", + "audience": "small teams", + "goal": "organizing work", + }, + "Technology & Computing > Computing > Computer Software and Applications > Communication": { + "kind": "software", + "item": "communication platform", + "item_plural": "team messaging tools", + "provider_a": "Mattermost", + "provider_b": "Slack", + "audience": "engineering teams", + "goal": "workplace communication", + }, + "Technology & Computing > Computing > Internet > Web Hosting": { + "kind": "software", + "item": "web hosting service", + "item_plural": "hosting platforms", + "provider_a": "Fly.io", + "provider_b": "Render", + "audience": "product builders", + "goal": "deploying websites", + }, + "Technology & Computing > Computing > Laptops": { + "kind": "shopping", + "item": "laptop", + "item_plural": "portable computers", + "provider_a": "Surface Laptop", + "provider_b": "Framework Laptop", + "audience": "knowledge workers", + "constraint": "portability and repairability", + "year": "2026", + }, + "Technology & Computing > Computing > Desktops": { + "kind": "shopping", + "item": "desktop computer", + "item_plural": "desktop pcs", + "provider_a": "Mac Studio", + "provider_b": "HP Omen 45L", + "audience": "creators", + "constraint": "performance and reliability", + "year": "2026", + }, + "Technology & Computing > Consumer Electronics > Smartphones": { + "kind": "shopping", + "item": "smartphone", + "item_plural": "mobile phones", + "provider_a": "Nothing Phone 4", + "provider_b": "Pixel 10 Pro", + "audience": "everyday buyers", + "constraint": "camera and battery performance", + "year": "2026", + }, +} + + +def build_rows(label: str, scenarios: list[dict], include_difficulty: bool) -> list[dict]: + rows = [] + seen = set() + for scenario in scenarios: + prompts_by_difficulty = KIND_TO_BUILDER[scenario["kind"]](scenario) + for difficulty, prompts in prompts_by_difficulty.items(): + for text in prompts: + normalized = " ".join(text.strip().lower().split()) + key = (label, normalized) + if key in seen: + continue + seen.add(key) + row = {"text": normalized, "iab_path": label} + if include_difficulty: + row["difficulty"] = difficulty + rows.append(row) + return rows + + +def split_rows(rows: list[dict]) -> tuple[list[dict], list[dict], list[dict]]: + total = len(rows) + val_count = max(1, total // 6) + test_count = max(1, total // 6) + test_rows = rows[:test_count] + val_rows = rows[test_count : test_count + val_count] + train_rows = rows[test_count + val_count :] + return train_rows, val_rows, test_rows + + +def main() -> None: + train_rows: list[dict] = [] + val_rows: list[dict] = [] + test_rows: list[dict] = [] + benchmark_rows: list[dict] = [] + + for label, scenarios in AUGMENTATION_SCENARIOS.items(): + rows = build_rows(label, scenarios, include_difficulty=True) + train_split, val_split, test_split = split_rows(rows) + train_rows.extend(train_split) + val_rows.extend(val_split) + test_rows.extend(test_split) + + for label, scenario in BENCHMARK_SCENARIOS.items(): + benchmark_rows.extend(build_rows(label, [scenario], include_difficulty=True)) + + write_jsonl(IAB_DIFFICULTY_DATA_DIR / "train.jsonl", train_rows) + write_jsonl(IAB_DIFFICULTY_DATA_DIR / "val.jsonl", val_rows) + write_jsonl(IAB_DIFFICULTY_DATA_DIR / "test.jsonl", test_rows) + write_jsonl(IAB_BENCHMARK_PATH, benchmark_rows) + + print(f"train: {len(train_rows)} rows") + print(f"val: {len(val_rows)} rows") + print(f"test: {len(test_rows)} rows") + print(f"benchmark: {len(benchmark_rows)} rows") + + +if __name__ == "__main__": + main() diff --git a/training/build_iab_taxonomy_embeddings.py b/training/build_iab_taxonomy_embeddings.py new file mode 100644 index 0000000000000000000000000000000000000000..5eb10d84d49537e4646c9a30780045b5a5415f84 --- /dev/null +++ b/training/build_iab_taxonomy_embeddings.py @@ -0,0 +1,27 @@ +from __future__ import annotations + +import argparse +import json +import sys +from pathlib import Path + +BASE_DIR = Path(__file__).resolve().parent.parent +if str(BASE_DIR) not in sys.path: + sys.path.insert(0, str(BASE_DIR)) + +from iab_retrieval import build_iab_taxonomy_embedding_index +from config import IAB_RETRIEVAL_MODEL_NAME + + +def main() -> None: + parser = argparse.ArgumentParser(description="Build a local embedding index for IAB taxonomy nodes.") + parser.add_argument("--batch-size", type=int, default=32, help="Embedding batch size.") + args = parser.parse_args() + + summary = build_iab_taxonomy_embedding_index(batch_size=args.batch_size) + summary["active_model_name"] = IAB_RETRIEVAL_MODEL_NAME + print(json.dumps(summary, indent=2, sort_keys=True)) + + +if __name__ == "__main__": + main() diff --git a/training/build_intent_type_difficulty_dataset.py b/training/build_intent_type_difficulty_dataset.py new file mode 100644 index 0000000000000000000000000000000000000000..3979cc19c90d2ddbdcdd8c5b7cbf2f1cd0ca9c95 --- /dev/null +++ b/training/build_intent_type_difficulty_dataset.py @@ -0,0 +1,429 @@ +from __future__ import annotations + +import json +from pathlib import Path + +BASE_DIR = Path(__file__).resolve().parent.parent +OUTPUT_DIR = BASE_DIR / "data" / "intent_type_difficulty" +BENCHMARK_PATH = BASE_DIR / "data" / "intent_type_benchmark.jsonl" + +TRAIN_THEMES = ( + { + "topic": "crm software", + "product": "CRM", + "products": "CRM tools", + "provider_a": "HubSpot", + "provider_b": "Zoho", + "domain": "a small sales team", + "goal": "manage leads better", + "support_object": "account", + "support_detail": "password reset", + "asset": "CRM onboarding guide", + }, + { + "topic": "project management software", + "product": "project management tool", + "products": "project management tools", + "provider_a": "Asana", + "provider_b": "ClickUp", + "domain": "an agency team", + "goal": "organize projects", + "support_object": "workspace", + "support_detail": "invite issue", + "asset": "project launch checklist", + }, + { + "topic": "analytics software", + "product": "analytics platform", + "products": "analytics platforms", + "provider_a": "Mixpanel", + "provider_b": "Amplitude", + "domain": "a product team", + "goal": "measure activation", + "support_object": "dashboard", + "support_detail": "data sync problem", + "asset": "analytics setup guide", + }, + { + "topic": "laptops", + "product": "laptop", + "products": "laptops", + "provider_a": "MacBook Air", + "provider_b": "Dell XPS 13", + "domain": "college work", + "goal": "pick the right laptop", + "support_object": "order", + "support_detail": "warranty claim", + "asset": "laptop buying checklist", + }, + { + "topic": "cars", + "product": "car", + "products": "cars", + "provider_a": "Toyota Corolla", + "provider_b": "Honda Civic", + "domain": "daily commuting", + "goal": "choose the right car", + "support_object": "reservation", + "support_detail": "test drive booking", + "asset": "car buying worksheet", + }, +) + +BENCHMARK_THEMES = { + "easy": { + "topic": "help desk software", + "product": "help desk platform", + "products": "help desk tools", + "provider_a": "Zendesk", + "provider_b": "Freshdesk", + "domain": "a support team", + "goal": "handle tickets faster", + "support_object": "billing portal", + "support_detail": "invoice issue", + "asset": "help desk buyer guide", + }, + "medium": { + "topic": "smartphones", + "product": "smartphone", + "products": "smartphones", + "provider_a": "iPhone", + "provider_b": "Pixel", + "domain": "travel planning", + "goal": "choose a new phone", + "support_object": "trade-in order", + "support_detail": "shipping update", + "asset": "phone comparison sheet", + }, + "hard": { + "topic": "web hosting", + "product": "hosting platform", + "products": "hosting providers", + "provider_a": "Vercel", + "provider_b": "Netlify", + "domain": "a startup launch", + "goal": "ship a new website", + "support_object": "deployment", + "support_detail": "domain setup problem", + "asset": "hosting migration guide", + }, +} + +INTENT_TEMPLATES = { + "informational": { + "easy": ( + "What is {topic}?", + "Explain {topic} in simple terms.", + "How does {product} work?", + "What does {provider_a} do?", + "Give me the basics of {topic}.", + ), + "medium": ( + "Can you break down how {topic} works for {domain}?", + "Help me understand what problem {provider_a} solves.", + "What should a beginner know about {products}?", + "Before I compare options, what is a {product} exactly?", + "What does a {product} actually help with?", + ), + "hard": ( + "Before I decide anything, what is the role of {topic} in {domain}?", + "I keep hearing about {provider_a}; what does it actually do?", + "What category does {provider_a} belong to?", + "Can you clarify what people mean by {topic} in practice?", + "I am not shopping yet, just tell me what {topic} is.", + ), + }, + "exploratory": { + "easy": ( + "What {products} should I explore for {domain}?", + "Show me {products} to consider for {goal}.", + "Help me explore options before picking a {product}.", + "Where should I start with {products}?", + "What kinds of {products} are worth looking into?", + ), + "medium": ( + "I am researching {products} for {domain}; where should I start?", + "Give me a shortlist of {products} worth exploring.", + "What options should be on my radar before choosing a {product}?", + "I am early in the process and want to explore {products}.", + "What directions should I investigate for {goal}?", + ), + "hard": ( + "I am not ready to buy yet, but what paths should I explore for {goal}?", + "What categories of {products} are worth researching before I narrow down?", + "I need a landscape view of {products}, not a recommendation yet.", + "How would you scope the market for {products} in {domain}?", + "What should I research first if I am only beginning to look at {products}?", + ), + }, + "commercial": { + "easy": ( + "Best {product} for {domain}.", + "{provider_a} vs {provider_b}.", + "Which {product} should I buy for {goal}?", + "Top {products} for {domain}.", + "What is the best {product} this year?", + ), + "medium": ( + "Compare {provider_a} and {provider_b} for {goal}.", + "I need the best {product} option for {domain}.", + "Which {product} is worth paying for right now?", + "Help me evaluate the best {products} for {goal}.", + "What should I choose if I want a strong {product} for {domain}?", + ), + "hard": ( + "I am leaning toward buying soon; which {product} looks strongest for {domain}?", + "If price is not the only factor, which {provider_a}/{provider_b} style option should I favor?", + "What would you recommend if I need to commit to a {product} soon?", + "I have done some research, now which {product} should make the shortlist?", + "What seems like the best-fit {product} if I need to make a purchase decision soon?", + ), + }, + "transactional": { + "easy": ( + "Start a free trial of {provider_a}.", + "Book a demo with {provider_a}.", + "Create an account for {provider_a}.", + "Download the {asset}.", + "Buy {provider_a} now.", + ), + "medium": ( + "Get me signed up for {provider_a}.", + "I want to purchase {provider_a} today.", + "Reserve my spot with {provider_a}.", + "Send me the download for the {asset}.", + "Take me to checkout for {provider_a}.", + ), + "hard": ( + "I am ready to move forward now, where do I start the purchase for {provider_a}?", + "Help me complete the signup flow for {provider_a}.", + "I want to act on this now and get access to {provider_a}.", + "Can you help me finish the order for {provider_a}?", + "I have decided, now let me complete the next step for {provider_a}.", + ), + }, + "support": { + "easy": ( + "I cannot log into my {support_object}.", + "How do I reset my password?", + "My {support_object} is not working.", + "I need help with a billing issue.", + "Why is my {support_object} failing?", + ), + "medium": ( + "Can you help me fix a {support_detail}?", + "I am stuck because my {support_object} keeps breaking.", + "My invoice looks wrong for {provider_a}.", + "I need support with my {support_object}.", + "Why is {provider_a} not syncing correctly?", + ), + "hard": ( + "I am not evaluating tools, I just need help fixing my {support_object}.", + "Something is wrong after signup and I need support, not advice.", + "Please help me resolve a live problem with {provider_a}.", + "I cannot continue because my {support_object} is broken.", + "This is a support issue: my {support_detail} needs to be fixed.", + ), + }, + "personal_reflection": { + "easy": ( + "I feel overwhelmed choosing between {products}.", + "I am frustrated by our {topic} results.", + "I regret switching to {provider_a}.", + "I feel stuck deciding on a {product}.", + "I am worried we picked the wrong {product}.", + ), + "medium": ( + "I am stressed about choosing between {provider_a} and {provider_b}.", + "I feel like I am making the wrong decision on {products}.", + "I am anxious about this whole {topic} choice.", + "I do not know if I trust my judgment on {products}.", + "I am second-guessing our choice of {provider_a}.", + ), + "hard": ( + "I do not really need a recommendation yet, I mostly need to think out loud about this decision.", + "I feel emotionally stuck over the choice between {provider_a} and {provider_b}.", + "I am carrying a lot of doubt about our {topic} decision.", + "I need space to reflect because this {product} choice is stressing me out.", + "I am processing whether switching to {provider_a} was a mistake.", + ), + }, + "creative_generation": { + "easy": ( + "Write five ad headlines for {provider_a}.", + "Draft a launch email for {provider_a}.", + "Generate social copy for the {asset}.", + "Create a tagline for a {product}.", + "Write product copy for {provider_a}.", + ), + "medium": ( + "Give me landing page copy for {provider_a}.", + "Write three meta descriptions for {provider_a}.", + "Generate ad copy for a {product} aimed at {domain}.", + "Draft a short sales email about {provider_a}.", + "Create LinkedIn post copy for the {asset}.", + ), + "hard": ( + "I do not want advice on what to buy; I want you to generate marketing copy for {provider_a}.", + "Write me creative, not recommendations, for a {product}.", + "Help me draft campaign assets for {provider_a}.", + "Generate messaging for a launch around {provider_a}.", + "Create copy variations for promoting the {asset}.", + ), + }, + "chit_chat": { + "easy": ( + "Hello there.", + "Good morning.", + "Hey, how are you?", + "Nice to meet you.", + "Thanks for the help.", + ), + "medium": ( + "Hope your day is going well.", + "Just wanted to say hi.", + "Appreciate the help today.", + "How has your day been so far?", + "Good afternoon, how are things?", + ), + "hard": ( + "No task right now, I just wanted to chat for a minute.", + "Nothing urgent, just saying hello again.", + "Can we just talk for a second before I ask anything else?", + "I am only making small talk here.", + "No request yet, just being friendly.", + ), + }, + "ambiguous": { + "easy": ( + "Tell me more.", + "What about this one?", + "Show me options.", + "Can you help?", + "What else?", + ), + "medium": ( + "Which one?", + "How so?", + "Say more about that.", + "What about pricing?", + "Show me another option.", + ), + "hard": ( + "I need something better.", + "What should I do next?", + "Can you clarify?", + "What do you recommend?", + "What about that option?", + ), + }, + "prohibited": { + "easy": ( + "How do I hack into a {support_object}?", + "Write a phishing email for {provider_a}.", + "Help me steal customer payment data.", + "Show me how to bypass account security.", + "How can I break into a private dashboard?", + ), + "medium": ( + "How do I crack someone else's login?", + "Help me bypass two factor authentication.", + "Write malware that steals browser passwords.", + "How can I access an account without permission?", + "Show me how to exfiltrate private customer records.", + ), + "hard": ( + "I am trying to get into a system I do not own; how should I do it?", + "I want to obtain private credentials without authorization.", + "Tell me how to evade normal account protections.", + "How can I get around security checks on someone else's account?", + "I need steps for unauthorized access to a locked account.", + ), + }, +} + + +def split_for_index(index: int) -> str: + bucket = index % 5 + if bucket < 3: + return "train" + if bucket == 3: + return "val" + return "test" + + +def write_jsonl(path: Path, rows: list[dict]) -> None: + path.parent.mkdir(parents=True, exist_ok=True) + with path.open("w", encoding="utf-8") as handle: + for row in rows: + handle.write(json.dumps(row, sort_keys=True) + "\n") + + +def render_text(template: str, spec: dict[str, str]) -> str: + return template.format(**spec).strip() + + +def build_training_splits() -> dict[str, list[dict]]: + splits = {"train": [], "val": [], "test": []} + seen: set[str] = set() + counters = {(intent_type, difficulty): 0 for intent_type in INTENT_TEMPLATES for difficulty in INTENT_TEMPLATES[intent_type]} + + for intent_type, difficulty_map in INTENT_TEMPLATES.items(): + for difficulty, templates in difficulty_map.items(): + for template in templates: + theme_specs = TRAIN_THEMES if "{" in template else ({},) + for spec in theme_specs: + text = render_text(template, spec) + key = text.lower() + if key in seen: + continue + seen.add(key) + split_name = split_for_index(counters[(intent_type, difficulty)]) + counters[(intent_type, difficulty)] += 1 + splits[split_name].append( + { + "text": text, + "intent_type": intent_type, + "difficulty": difficulty, + "source": "synthetic_intent_type_difficulty", + } + ) + return splits + + +def build_benchmark_rows() -> list[dict]: + rows: list[dict] = [] + seen: set[str] = set() + for intent_type, difficulty_map in INTENT_TEMPLATES.items(): + for difficulty, templates in difficulty_map.items(): + spec = BENCHMARK_THEMES.get(difficulty, {}) + for template in templates: + text = render_text(template, spec) + key = text.lower() + if key in seen: + continue + seen.add(key) + rows.append( + { + "text": text, + "intent_type": intent_type, + "difficulty": difficulty, + "source": "intent_type_benchmark", + } + ) + return rows + + +def main() -> None: + splits = build_training_splits() + for split_name, rows in splits.items(): + write_jsonl(OUTPUT_DIR / f"{split_name}.jsonl", rows) + print(f"{split_name}: {len(rows)} rows") + + benchmark_rows = build_benchmark_rows() + write_jsonl(BENCHMARK_PATH, benchmark_rows) + print(f"benchmark: {len(benchmark_rows)} rows") + + +if __name__ == "__main__": + main() diff --git a/training/build_subtype_dataset.py b/training/build_subtype_dataset.py new file mode 100644 index 0000000000000000000000000000000000000000..b609257c5f44286b5e0bf8f3a1fbc13d0efc3960 --- /dev/null +++ b/training/build_subtype_dataset.py @@ -0,0 +1,468 @@ +from __future__ import annotations + +import json +import re +import sys +from pathlib import Path + +BASE_DIR = Path(__file__).resolve().parent.parent +if str(BASE_DIR) not in sys.path: + sys.path.insert(0, str(BASE_DIR)) + +from config import SUBTYPE_HEAD_CONFIG + +OUTPUT_DIR = SUBTYPE_HEAD_CONFIG.data_dir + +INTENT_SOURCE_PATHS = { + "train": BASE_DIR / "data" / "train.jsonl", + "val": BASE_DIR / "data" / "val.jsonl", + "test": BASE_DIR / "data" / "test.jsonl", + "hard_cases": BASE_DIR / "data" / "hard_cases.jsonl", + "extended_cases": BASE_DIR / "data" / "third_wave_cases.jsonl", +} + +PHASE_SOURCE_PATHS = { + "train": BASE_DIR / "data" / "decision_phase" / "train.jsonl", + "val": BASE_DIR / "data" / "decision_phase" / "val.jsonl", + "test": BASE_DIR / "data" / "decision_phase" / "test.jsonl", + "hard_cases": BASE_DIR / "data" / "decision_phase" / "hard_cases.jsonl", + "extended_cases": BASE_DIR / "data" / "decision_phase" / "final_wave_cases.jsonl", +} + +EXACT_SUBTYPE_OVERRIDES = { + "Download the customer onboarding checklist": "download", + "Intercom vs Zendesk for onboarding support": "comparison", + "Why is customer retention important?": "education", + "Explain the basics of customer onboarding": "education", + "How does buying a used car work?": "education", + "Help me learn how customer onboarding software works": "education", + "Help me understand how to compare cars before buying": "education", + "This is not working": "troubleshooting", + "How should I fix it": "troubleshooting", + "Show me options": "product_discovery", + "What do you recommend": "provider_selection", + "Give me the best one": "provider_selection", + "What solutions exist for onboarding new users?": "product_discovery", + "Compare onboarding tools for SaaS products": "comparison", + "Request pricing from the sales team": "contact_sales", + "Sign me up for the demo": "contact_sales", + "Book a demo for the analytics platform": "contact_sales", + "Book a meeting with sales": "contact_sales", + "Contact sales to schedule a product walkthrough": "contact_sales", + "schedule a demo for next week": "booking", + "Schedule implementation for next week": "onboarding_setup", + "What costs less HubSpot or Zoho?": "deal_seeking", + "Which car to buy in 2026": "provider_selection", + "Which electric car should I buy this year?": "provider_selection", + "which CRM should a solo founder pick": "provider_selection", + "Toyota Corolla vs Honda Civic for commuting": "comparison", + "Best SUV to buy in 2026": "product_discovery", + "Best hybrid SUV for a family": "product_discovery", + "Book a test drive for the new SUV": "booking", + "Schedule a test drive for this sedan": "booking", + "Reserve a test drive for tomorrow": "booking", + "Show me CRM tools for a five-person company": "product_discovery", + "Which platforms help with product analytics?": "product_discovery", + "What are good tools for email automation?": "product_discovery", + "Help me understand how CRM tools work for startups": "education", + "Teach me the basics of CRM for a small team": "education", + "What solutions can help monitor AI search visibility?": "product_discovery", + "Which classifier works best for small datasets": "evaluation", + "which CRM is better for a 3-person startup": "provider_selection", + "Subscribe me to the product updates": "signup", + "sign me up for the newsletter": "signup", + "How do I set goals for our first month using this tool?": "onboarding_setup", + "What should we do first after buying this platform?": "onboarding_setup", + "HubSpot or Pipedrive for our team right now?": "provider_selection", + "Open the annotation dashboard": "task_execution", + "Send me the benchmark report": "task_execution", + "Schedule the retraining pipeline": "task_execution", + "help me choose a CRM for a real estate business": "provider_selection", + "help me pick a CRM for managing inbound leads": "provider_selection", + "How should I evaluate AI search monitoring tools?": "evaluation", + "I am researching which help desk tools might fit our team": "product_discovery", + "Is HubSpot better than Zoho for lead tracking?": "comparison", + "Show me some directions I could explore for better analytics": "product_discovery", + "Explain CRM basics": "education", + "Show me how CRM systems help small businesses": "education", + "Which CRM integrates better with Gmail?": "comparison", +} + +MANUAL_SPLIT_ROWS = { + "train": [ + {"text": "Talk to sales about enterprise pricing", "intent_subtype": "contact_sales"}, + {"text": "Put me in touch with an account executive", "intent_subtype": "contact_sales"}, + {"text": "Connect me with sales for a custom quote", "intent_subtype": "contact_sales"}, + {"text": "Download the buyer comparison guide", "intent_subtype": "download"}, + {"text": "Export the onboarding checklist as a PDF", "intent_subtype": "download"}, + {"text": "Download the setup worksheet", "intent_subtype": "download"}, + {"text": "Open a trial workspace for my team", "intent_subtype": "signup"}, + {"text": "Register a new account for our startup", "intent_subtype": "signup"}, + {"text": "Create a free workspace for evaluation", "intent_subtype": "signup"}, + {"text": "Set up a free trial account for the sales team", "intent_subtype": "signup"}, + {"text": "Create a starter login so we can try the platform", "intent_subtype": "signup"}, + {"text": "Get our team into the free trial flow today", "intent_subtype": "signup"}, + {"text": "Subscribe me to the product updates", "intent_subtype": "signup"}, + {"text": "Sign me up for release updates from the product team", "intent_subtype": "signup"}, + {"text": "Why was my payment charged twice", "intent_subtype": "billing_help"}, + {"text": "My renewal invoice is incorrect", "intent_subtype": "billing_help"}, + {"text": "How do I fix a failed subscription payment", "intent_subtype": "billing_help"}, + {"text": "The reset password email never shows up", "intent_subtype": "account_help"}, + {"text": "I cannot unlock my account", "intent_subtype": "account_help"}, + {"text": "The login page keeps rejecting my sign in code", "intent_subtype": "account_help"}, + {"text": "The integration sync keeps crashing", "intent_subtype": "troubleshooting"}, + {"text": "Our export job fails every time", "intent_subtype": "troubleshooting"}, + {"text": "Why does the API connection keep erroring", "intent_subtype": "troubleshooting"}, + {"text": "Which car to buy in 2026", "intent_subtype": "provider_selection"}, + {"text": "Which electric car should I buy this year?", "intent_subtype": "provider_selection"}, + {"text": "Which vendor should we commit to for our 10-person sales team?", "intent_subtype": "provider_selection"}, + {"text": "We have enough research, which CRM should we choose now?", "intent_subtype": "provider_selection"}, + {"text": "Give me the final pick between HubSpot and Zoho for our startup", "intent_subtype": "provider_selection"}, + {"text": "HubSpot or Pipedrive for our team right now?", "intent_subtype": "provider_selection"}, + {"text": "Which platform should our team commit to right now?", "intent_subtype": "provider_selection"}, + {"text": "Toyota Corolla vs Honda Civic for commuting", "intent_subtype": "comparison"}, + {"text": "Best SUV to buy in 2026", "intent_subtype": "product_discovery"}, + {"text": "Best hybrid SUV for a family", "intent_subtype": "product_discovery"}, + {"text": "Assess whether HubSpot is a fit for our inbound sales process", "intent_subtype": "evaluation"}, + {"text": "Would Zoho work well for a small recruiting team?", "intent_subtype": "evaluation"}, + {"text": "Pressure-test whether this CRM actually fits our workflow", "intent_subtype": "evaluation"}, + {"text": "Book a test drive for the new SUV", "intent_subtype": "booking"}, + {"text": "Schedule a test drive for this sedan", "intent_subtype": "booking"}, + {"text": "Run the nightly lead sync job", "intent_subtype": "task_execution"}, + {"text": "Schedule the backup workflow to run every night", "intent_subtype": "task_execution"}, + {"text": "Generate the sales pipeline report right now", "intent_subtype": "task_execution"}, + {"text": "Approve this workflow step in the CRM", "intent_subtype": "task_execution"}, + {"text": "Open the annotation dashboard", "intent_subtype": "task_execution"}, + {"text": "Send me the benchmark report", "intent_subtype": "task_execution"}, + {"text": "Schedule the retraining pipeline", "intent_subtype": "task_execution"}, + {"text": "What should we do first after buying this platform?", "intent_subtype": "onboarding_setup"}, + {"text": "How do I set goals for our first month using this tool?", "intent_subtype": "onboarding_setup"}, + ], + "val": [ + {"text": "Evaluate whether HubSpot fits a five-person outbound team", "intent_subtype": "evaluation"}, + {"text": "Would this CRM be a good fit for our support workflow?", "intent_subtype": "evaluation"}, + {"text": "Which vendor should our startup commit to this month?", "intent_subtype": "provider_selection"}, + {"text": "We are at decision time, which platform should we pick?", "intent_subtype": "provider_selection"}, + {"text": "Open a free trial account for our team", "intent_subtype": "signup"}, + {"text": "Create a new starter account so we can test the product", "intent_subtype": "signup"}, + {"text": "Run the scheduled data sync now", "intent_subtype": "task_execution"}, + {"text": "Generate the dashboard report for this quarter", "intent_subtype": "task_execution"}, + {"text": "What should we do first after we buy this platform?", "intent_subtype": "onboarding_setup"}, + {"text": "HubSpot or Pipedrive for our team right now?", "intent_subtype": "provider_selection"}, + ], +} + +PHRASE_PATTERNS = { + "billing_help": [ + "invoice", + "billing", + "credit card", + "payment", + "charged twice", + "renewal", + "declined", + ], + "account_help": [ + "log into", + "login", + "password", + "credentials", + "reset link", + "reset email", + "unlock", + "sign in code", + "locked out", + "sign-in code", + "cannot access my account", + ], + "troubleshooting": [ + "broken", + "crashing", + "failing", + "failed", + "error", + "not loading", + "not working", + "stuck", + "recover deleted", + ], + "onboarding_setup": [ + "set up", + "configure", + "connect", + "import contacts", + "onboard", + "roll this tool out", + "usage analytics", + "invite teammates", + "user permissions", + "connect email", + "features should we enable first", + "what should we do first after", + "what should i do first after", + ], + "download": ["download", "export"], + "contact_sales": ["contact sales", "sales team", "quote", "product walkthrough", "demo", "account executive"], + "booking": ["book", "schedule", "reserve", "appointment", "seat for", "table for", "meeting"], + "purchase": ["buy", "checkout", "order", "annual plan", "monthly plan", "subscribe", "subscription"], + "signup": ["free trial", "create an account", "create my account", "register", "waitlist", "sign up", "activate"], + "task_execution": [ + "install", + "upload", + "run", + "save", + "deploy", + "generate", + "submit", + "sync", + "approve", + "create a ", + "annotate", + ], + "comparison": ["vs", "compare", "versus"], + "deal_seeking": ["cheap", "cheaper", "affordable", "lower-cost", "costs less", "budget", "pricing", "under $"], + "provider_selection": [ + "which should i buy", + "should i choose", + "which vendor", + "best value", + "go with", + "commit to", + "which one should", + "should we pick", + "right crm", + "worth it", + ], + "product_discovery": [ + "best ", + "top ", + "alternatives", + "options", + "choices", + "what tools", + "what software", + "what platforms", + "worth considering", + "what crm platforms", + "what kinds of crm", + ], + "education": [ + "what is", + "what does", + "how does", + "how do", + "explain", + "walk me through", + "teach me", + "show me how", + "help me understand", + "basics", + "fundamentals", + "difference between", + "used for", + ], +} + +AMBIGUOUS_FOLLOW_UPS = { + "tell me more", + "what about this one", + "can you help", + "i need something better", + "is this good", + "can you explain", + "what should i do next", + "go on", + "what do you mean", + "show me more", + "can you explain that", + "which one", + "why", + "okay and then", + "and then what", + "tell me a bit more", + "show me a little more", + "which one do you mean", + "why though", + "how so exactly", + "go deeper", + "say more about that", + "expand on that a little", + "why do you say that", +} + + +def load_jsonl(path: Path) -> list[dict]: + with path.open("r", encoding="utf-8") as handle: + return [json.loads(line) for line in handle] + + +def write_jsonl(path: Path, rows: list[dict]) -> None: + path.parent.mkdir(parents=True, exist_ok=True) + with path.open("w", encoding="utf-8") as handle: + for row in rows: + handle.write(json.dumps(row, sort_keys=True) + "\n") + + +def normalize(text: str) -> str: + return re.sub(r"\s+", " ", text.strip().lower()) + + +def has_phrase(text: str, phrases: list[str]) -> bool: + lowered = normalize(text) + for phrase in phrases: + token = phrase.lower() + if token.startswith(" ") or token.endswith(" "): + if token in lowered: + return True + continue + if re.search(rf"(? str: + if text in EXACT_SUBTYPE_OVERRIDES: + return EXACT_SUBTYPE_OVERRIDES[text] + + lowered = normalize(text) + if intent_type == "support": + if has_phrase(text, PHRASE_PATTERNS["billing_help"]): + return "billing_help" + if has_phrase(text, PHRASE_PATTERNS["account_help"]): + return "account_help" + return "troubleshooting" + if intent_type == "personal_reflection": + return "emotional_reflection" + if intent_type == "chit_chat": + return "follow_up" + if intent_type == "prohibited": + return "follow_up" + if intent_type == "creative_generation": + return "task_execution" + if lowered in AMBIGUOUS_FOLLOW_UPS or intent_type == "ambiguous": + return "follow_up" + + if decision_phase == "support": + if has_phrase(text, PHRASE_PATTERNS["billing_help"]): + return "billing_help" + if has_phrase(text, PHRASE_PATTERNS["account_help"]): + return "account_help" + return "troubleshooting" + + if decision_phase == "post_purchase" or has_phrase(text, PHRASE_PATTERNS["onboarding_setup"]): + if has_phrase(text, PHRASE_PATTERNS["download"]): + return "download" + return "onboarding_setup" + + if has_phrase(text, PHRASE_PATTERNS["billing_help"]): + return "billing_help" + if has_phrase(text, PHRASE_PATTERNS["troubleshooting"]): + return "troubleshooting" + if has_phrase(text, PHRASE_PATTERNS["account_help"]): + return "account_help" + + if intent_type == "transactional" or decision_phase == "action": + if has_phrase(text, PHRASE_PATTERNS["download"]): + return "download" + if has_phrase(text, PHRASE_PATTERNS["contact_sales"]): + return "contact_sales" + if has_phrase(text, PHRASE_PATTERNS["booking"]): + return "booking" + if has_phrase(text, PHRASE_PATTERNS["purchase"]): + return "purchase" + if has_phrase(text, PHRASE_PATTERNS["signup"]): + return "signup" + return "task_execution" + + if intent_type == "commercial" or decision_phase in {"consideration", "decision"}: + if has_phrase(text, PHRASE_PATTERNS["comparison"]): + return "comparison" + if has_phrase(text, PHRASE_PATTERNS["deal_seeking"]): + return "deal_seeking" + if decision_phase == "decision" or has_phrase(text, PHRASE_PATTERNS["provider_selection"]): + return "provider_selection" + if has_phrase(text, PHRASE_PATTERNS["product_discovery"]): + return "product_discovery" + return "evaluation" + + if intent_type == "exploratory" or decision_phase == "research": + if has_phrase(text, PHRASE_PATTERNS["comparison"]): + return "comparison" + if has_phrase(text, PHRASE_PATTERNS["product_discovery"]): + return "product_discovery" + return "evaluation" + + return "education" + + +def merge_split(split_name: str) -> list[dict]: + merged: dict[str, dict] = {} + for source_name, source_paths in ( + ("intent_type", INTENT_SOURCE_PATHS), + ("decision_phase", PHASE_SOURCE_PATHS), + ): + for row in load_jsonl(source_paths[split_name]): + item = merged.setdefault( + row["text"], + { + "text": row["text"], + "intent_subtype": None, + "source_heads": [], + "source_splits": [], + }, + ) + item["source_heads"].append(source_name) + item["source_splits"].append(split_name) + if "intent_type" in row: + item["intent_type"] = row["intent_type"] + if "decision_phase" in row: + item["decision_phase"] = row["decision_phase"] + + rows: list[dict] = [] + for text in sorted(merged): + row = merged[text] + row["source_heads"] = sorted(set(row["source_heads"])) + row["source_splits"] = sorted(set(row["source_splits"])) + row["intent_subtype"] = infer_subtype( + text=row["text"], + intent_type=row.get("intent_type"), + decision_phase=row.get("decision_phase"), + ) + rows.append(row) + + if split_name in MANUAL_SPLIT_ROWS: + for seed in MANUAL_SPLIT_ROWS[split_name]: + rows.append( + { + "text": seed["text"], + "intent_subtype": seed["intent_subtype"], + "source_heads": ["manual_seed"], + "source_splits": ["train"], + } + ) + rows = sorted(rows, key=lambda item: item["text"].lower()) + return rows + + +def main() -> None: + split_names = ("train", "val", "test", "hard_cases", "extended_cases") + summary = {} + for split_name in split_names: + rows = merge_split(split_name) + output_path = OUTPUT_DIR / f"{split_name}.jsonl" + write_jsonl(output_path, rows) + counts: dict[str, int] = {} + for row in rows: + counts[row["intent_subtype"]] = counts.get(row["intent_subtype"], 0) + 1 + summary[split_name] = { + "count": len(rows), + "output_path": str(output_path), + "subtype_counts": dict(sorted(counts.items())), + } + print(json.dumps(summary, indent=2, sort_keys=True)) + + +if __name__ == "__main__": + main() diff --git a/training/build_subtype_difficulty_dataset.py b/training/build_subtype_difficulty_dataset.py new file mode 100644 index 0000000000000000000000000000000000000000..f76cfaee315cf9dacc85e545bd3a67d7625bd71d --- /dev/null +++ b/training/build_subtype_difficulty_dataset.py @@ -0,0 +1,594 @@ +from __future__ import annotations + +import json +from pathlib import Path + +BASE_DIR = Path(__file__).resolve().parent.parent +OUTPUT_DIR = BASE_DIR / "data" / "subtype_difficulty" +BENCHMARK_PATH = BASE_DIR / "data" / "subtype_benchmark.jsonl" + +TRAIN_THEMES = ( + { + "product": "CRM", + "products": "CRM tools", + "provider_a": "HubSpot", + "provider_b": "Zoho", + "team": "a 3-person startup", + "goal": "manage leads better", + "asset": "CRM buyer guide", + "task": "import leads from a spreadsheet", + "setup_task": "set up pipelines and invite teammates", + "billing_object": "invoice", + "account_object": "workspace", + "booking_target": "demo", + "budget": "$100 per month", + }, + { + "product": "analytics platform", + "products": "analytics tools", + "provider_a": "Mixpanel", + "provider_b": "Amplitude", + "team": "a product team", + "goal": "measure activation", + "asset": "analytics implementation checklist", + "task": "generate a retention report", + "setup_task": "connect events and configure dashboards", + "billing_object": "renewal charge", + "account_object": "dashboard login", + "booking_target": "strategy call", + "budget": "$300 per month", + }, + { + "product": "SEO platform", + "products": "SEO tools", + "provider_a": "Ahrefs", + "provider_b": "Semrush", + "team": "a content team", + "goal": "grow organic traffic", + "asset": "SEO tool comparison worksheet", + "task": "export keyword rankings", + "setup_task": "connect Search Console and create projects", + "billing_object": "subscription charge", + "account_object": "account login", + "booking_target": "sales consultation", + "budget": "$200 per month", + }, +) + +BENCHMARK_THEMES = { + "easy": { + "product": "help desk platform", + "products": "help desk tools", + "provider_a": "Zendesk", + "provider_b": "Freshdesk", + "team": "a support team", + "goal": "handle tickets faster", + "asset": "help desk setup guide", + "task": "export open tickets", + "setup_task": "configure queues and invite agents", + "billing_object": "invoice", + "account_object": "agent account", + "booking_target": "product demo", + "budget": "$150 per month", + }, + "medium": { + "product": "project management tool", + "products": "project management platforms", + "provider_a": "Asana", + "provider_b": "ClickUp", + "team": "a remote operations team", + "goal": "track work across projects", + "asset": "project tool buying checklist", + "task": "create a project status report", + "setup_task": "set up spaces and invite the team", + "billing_object": "plan renewal", + "account_object": "workspace login", + "booking_target": "implementation call", + "budget": "$250 per month", + }, + "hard": { + "product": "hosting platform", + "products": "hosting providers", + "provider_a": "Vercel", + "provider_b": "Netlify", + "team": "a startup launch team", + "goal": "ship a website reliably", + "asset": "hosting migration guide", + "task": "deploy a new site build", + "setup_task": "connect the domain and configure redirects", + "billing_object": "hosting invoice", + "account_object": "deployment account", + "booking_target": "technical demo", + "budget": "$80 per month", + }, +} + +SUBTYPE_TEMPLATES = { + "education": { + "easy": ( + "What is {product}?", + "Explain {product}.", + "How does {provider_a} work?", + "What does {provider_a} do?", + "Teach me the basics of {product}.", + ), + "medium": ( + "Help me understand what problem {product} solves for {team}.", + "What should a beginner know about {products}?", + "Before I compare anything, what is a {product}?", + "What is {product} used for in practice?", + "Give me an overview of how {products} help with {goal}.", + ), + "hard": ( + "I am not shopping yet; I just need to understand what {product} is.", + "Before I evaluate vendors, explain the role of {product} for {team}.", + "I keep hearing about {provider_a}; what is it actually for?", + "I only want the fundamentals of {products} right now.", + "Clarify what people mean by {product} without recommending a tool.", + ), + }, + "product_discovery": { + "easy": ( + "Best {product} for {team}.", + "What are the top {products} for {goal}?", + "Show me the best {products}.", + "What {products} are worth considering?", + "Give me options for a {product}.", + ), + "medium": ( + "I need a shortlist of {products} for {team}.", + "What are strong options if I need a {product} for {goal}?", + "Which {products} should I look at first?", + "What tools are worth exploring before I compare finalists?", + "Point me to promising {products} for {team}.", + ), + "hard": ( + "I want to discover strong options before I narrow down to a few vendors.", + "Help me build a shortlist of {products} without picking one yet.", + "What products belong on the first pass for {goal}?", + "I am early in vendor discovery and need good starting options.", + "Map the space for {products} before we decide what to compare.", + ), + }, + "comparison": { + "easy": ( + "{provider_a} vs {provider_b}.", + "Compare {provider_a} and {provider_b}.", + "Which is better, {provider_a} or {provider_b}?", + "Give me a comparison of {provider_a} vs {provider_b}.", + "How does {provider_a} compare with {provider_b}?", + ), + "medium": ( + "Compare {provider_a} and {provider_b} for {goal}.", + "What are the tradeoffs between {provider_a} and {provider_b} for {team}?", + "I need a side-by-side of {provider_a} and {provider_b}.", + "How do {provider_a} and {provider_b} stack up on price and features?", + "Walk me through a fair comparison of {provider_a} vs {provider_b}.", + ), + "hard": ( + "I have already researched the market; now compare the two finalists.", + "Help me weigh {provider_a} against {provider_b} without making the final pick for me.", + "I want the comparison layer, not just a list of tools.", + "Break down the tradeoffs between {provider_a} and {provider_b} for our use case.", + "I am comparing finalists and need a structured side-by-side view.", + ), + }, + "evaluation": { + "easy": ( + "Is {provider_a} good for {team}?", + "Would {provider_a} be a good fit for {goal}?", + "How good is {provider_a}?", + "Is {provider_a} worth considering?", + "Can {provider_a} handle {goal}?", + ), + "medium": ( + "Evaluate whether {provider_a} fits {team}.", + "I need to assess if {provider_a} is strong enough for {goal}.", + "What are the pros and cons of {provider_a} for our use case?", + "Does {provider_a} look like a fit before I move to a final choice?", + "How well would {provider_a} perform for {team}?", + ), + "hard": ( + "I am not asking for a shortlist or a direct comparison; I want an evaluation of {provider_a}.", + "Pressure-test whether {provider_a} actually fits our workflow.", + "Assess {provider_a} on its own merits before I commit to a final pick.", + "I want a fit evaluation for {provider_a}, not a vendor comparison.", + "Tell me whether {provider_a} seems viable for {goal} before I decide.", + ), + }, + "deal_seeking": { + "easy": ( + "Best {product} under {budget}.", + "Cheap {products} for {team}.", + "What is the most affordable {product}?", + "Show me lower-cost {products}.", + "What {products} fit a budget of {budget}?", + ), + "medium": ( + "I need a {product} for {team} but want to stay under {budget}.", + "What are the cheapest solid options for {goal}?", + "Compare affordable {products} that still work well.", + "Help me find a budget-friendly alternative to {provider_a}.", + "Which options cost less without being terrible?", + ), + "hard": ( + "Price is the main filter now; I need good options that stay under {budget}.", + "I want to optimize for value and keep costs down while choosing a {product}.", + "I am narrowing the shortlist based on affordability first.", + "Find the best-value route here rather than the premium option.", + "Budget is the deciding factor, so surface the strongest low-cost options.", + ), + }, + "provider_selection": { + "easy": ( + "Which should I choose, {provider_a} or {provider_b}?", + "What is the best option for me right now?", + "Which {product} should I go with?", + "Help me choose the right {product}.", + "What do you recommend between {provider_a} and {provider_b}?", + ), + "medium": ( + "I need to make the call between {provider_a} and {provider_b}.", + "Which option should {team} commit to this week?", + "Help me pick the final vendor for {goal}.", + "We have a shortlist; which one should we choose?", + "If you had to choose one for {team}, what would it be?", + "{provider_a} or {provider_b} for {team} right now?", + ), + "hard": ( + "I am done comparing and need the final recommendation now.", + "We have enough information; tell us which provider to commit to.", + "I need the final pick, not another comparison round.", + "Choose the best fit for {team} between the finalists.", + "We are at decision time; which vendor should win?", + ), + }, + "signup": { + "easy": ( + "Start my free trial.", + "Create my account for {provider_a}.", + "Sign me up for {provider_a}.", + "Open a new account for {provider_a}.", + "Register me for a trial of {provider_a}.", + ), + "medium": ( + "Help me create a workspace for {provider_a}.", + "I want to activate a trial for {provider_a} today.", + "Set up a new account so our team can try {provider_a}.", + "Get me signed up for {provider_a} now.", + "Open a starter account for {team}.", + "Subscribe me to product updates from {provider_a}.", + ), + "hard": ( + "I am ready to get access now and need the account creation step.", + "We decided to try it, so point me to the signup flow.", + "I want to start using {provider_a} immediately and need the trial path.", + "This is an access request, not a support issue; help me register.", + "Move me into the trial/signup step for {provider_a}.", + ), + }, + "purchase": { + "easy": ( + "Buy {provider_a} now.", + "Purchase the annual plan for {provider_a}.", + "Take me to checkout for {provider_a}.", + "I want to pay for {provider_a}.", + "Subscribe to the pro plan today.", + ), + "medium": ( + "Help me complete the purchase for {provider_a}.", + "I am ready to place the order for {provider_a}.", + "Charge me for the annual plan now.", + "I want to move from trial to paid today.", + "Where do I finish payment for {provider_a}?", + ), + "hard": ( + "The decision is made; I need the paid conversion step now.", + "I am not asking for a trial anymore, I want to purchase immediately.", + "Point me straight to the paid checkout flow.", + "We are ready to buy and need to complete billing today.", + "This is the purchase step, not a vendor-evaluation question.", + ), + }, + "booking": { + "easy": ( + "Book a {booking_target} with {provider_a}.", + "Schedule a {booking_target}.", + "Reserve a meeting with {provider_a}.", + "Set up a call for next week.", + "Book time with the team.", + ), + "medium": ( + "I want to schedule a live walkthrough with {provider_a}.", + "Find time for a {booking_target} with sales next week.", + "Reserve a slot for a product demo.", + "Can you help me book a meeting about {provider_a}?", + "Put a calendar hold in place for the {booking_target}.", + ), + "hard": ( + "We want the live session itself, not a generic sales contact form.", + "Help me lock in a scheduled demo rather than just talking to sales.", + "This needs a booked slot on the calendar, not just a quote request.", + "I want to reserve meeting time for the next step.", + "Schedule the actual session so we can move forward.", + ), + }, + "download": { + "easy": ( + "Download the {asset}.", + "Send me the {asset}.", + "Export the {asset}.", + "Give me the download link for the {asset}.", + "Open the file download for the {asset}.", + ), + "medium": ( + "I need the downloadable {asset} right now.", + "Where can I get the PDF version of the {asset}?", + "Help me export the {asset} as a file.", + "I want the guide itself, not a summary of it.", + "Let me download the asset for offline review.", + ), + "hard": ( + "I am asking for the file delivery step, not more information about the content.", + "Please route me to the actual downloadable asset.", + "I need the guide as a file I can keep, not a recommendation.", + "This is a download request, not a buying-decision question.", + "Give me the direct asset retrieval path.", + ), + }, + "contact_sales": { + "easy": ( + "Talk to sales about {provider_a}.", + "Contact sales for pricing.", + "Put me in touch with an account executive.", + "I need a sales conversation for {provider_a}.", + "Connect me with the sales team.", + ), + "medium": ( + "I need to talk to sales about enterprise pricing for {provider_a}.", + "Have a rep contact me about a custom quote.", + "Route me to the sales team for a package discussion.", + "I want a pricing conversation with sales, not a product demo.", + "Connect me with someone on the sales side for {provider_a}.", + ), + "hard": ( + "I want a rep to reach out, but I am not trying to schedule the call myself right now.", + "This is a sales-contact request rather than a booking flow.", + "Have the account team get in touch about our requirements.", + "We need a commercial conversation with sales, not self-serve checkout.", + "Point me to the sales contact path for a custom deal.", + ), + }, + "task_execution": { + "easy": ( + "Help me {task}.", + "Run the next step to {task}.", + "Create the report I need in {provider_a}.", + "Show me how to complete the task in {provider_a}.", + "I want to execute a task right now.", + "Open the annotation dashboard.", + ), + "medium": ( + "Walk me through the exact steps to {task}.", + "I am already in the product and need help completing a task.", + "Tell me how to do the action itself inside {provider_a}.", + "I need execution help for {task}, not onboarding advice.", + "Help me finish the workflow to {task}.", + "Send me the benchmark report for {provider_a}.", + ), + "hard": ( + "This is a discrete in-product action request, not a setup flow.", + "I know the tool already; I just need help executing {task}.", + "Guide me through the one task I am trying to complete now.", + "I am not setting up the whole system, just doing a specific action.", + "Focus on the immediate workflow step rather than implementation planning.", + "Schedule the retraining pipeline rather than booking a meeting.", + ), + }, + "onboarding_setup": { + "easy": ( + "How do I {setup_task} in {provider_a}?", + "Help me set up {provider_a} for {team}.", + "What should I configure first after signup?", + "Show me how to onboard our team in {provider_a}.", + "How do I get started after we bought {provider_a}?", + "What should we do first after buying {provider_a}?", + ), + "medium": ( + "We already subscribed; how should we set up {provider_a} for {team}?", + "I need rollout guidance after purchase for {provider_a}.", + "What is the best onboarding sequence after we start using {provider_a}?", + "Help me implement {provider_a}, not just do one task.", + "We are past signup and need setup guidance for adoption.", + "How do I set goals for our first month using {provider_a}?", + ), + "hard": ( + "This is a post-purchase setup question rather than a one-off task request.", + "Help us implement and configure {provider_a} across the team.", + "We are already customers; now we need onboarding and rollout help.", + "I want setup guidance for the system as a whole, not a single workflow.", + "What should happen first, second, and third after we activate {provider_a}?", + ), + }, + "troubleshooting": { + "easy": ( + "{provider_a} keeps failing.", + "Why is {provider_a} broken?", + "The integration is not working.", + "I am getting an error in {provider_a}.", + "Help me fix a broken workflow.", + ), + "medium": ( + "Why does {provider_a} keep crashing when I try to work?", + "I need help fixing a problem in the product right now.", + "The workflow breaks every time I try to {task}.", + "Can you troubleshoot why {provider_a} is failing?", + "I am stuck because the system is not working correctly.", + ), + "hard": ( + "This is an issue-resolution request, not a billing or account-access question.", + "Something in the product is malfunctioning and I need troubleshooting help.", + "I need the cause of the failure diagnosed, not onboarding advice.", + "Help me debug the broken behavior inside {provider_a}.", + "The system is failing during use and I need it fixed.", + ), + }, + "account_help": { + "easy": ( + "I cannot log into my {account_object}.", + "How do I reset my password?", + "My sign-in code is not working.", + "I am locked out of my account.", + "The password reset email never arrives.", + ), + "medium": ( + "Help me regain access to my {account_object}.", + "I need support with login and access, not signup.", + "My credentials keep getting rejected.", + "I cannot get back into the account I already have.", + "Can you help me unlock my existing account?", + ), + "hard": ( + "This is an access-recovery issue for an existing account, not a new-account request.", + "I already have an account and need help getting back in.", + "Treat this as login support rather than a registration flow.", + "I need account-access help for a live customer account.", + "This is a credentials problem, not a trial-signup question.", + ), + }, + "billing_help": { + "easy": ( + "My {billing_object} is wrong.", + "Why was I charged twice?", + "My payment failed.", + "How do I fix a billing issue?", + "The invoice total looks incorrect.", + ), + "medium": ( + "I need help with a billing problem on my existing plan.", + "Why did the renewal charge fail for {provider_a}?", + "Help me resolve an incorrect payment issue.", + "Our invoice and subscription charges do not match.", + "I need billing support for the account we already pay for.", + ), + "hard": ( + "This is a billing-support issue rather than a purchasing decision.", + "I already bought the product and need help with charges.", + "Treat this as an account billing problem, not a checkout flow.", + "I need a live-customer invoice issue resolved.", + "This is post-purchase billing support, not a new-sale question.", + ), + }, + "follow_up": { + "easy": ( + "Tell me more.", + "Can you explain that?", + "Go on.", + "What do you mean?", + "Show me more.", + ), + "medium": ( + "Can you expand on that a little?", + "Why do you say that?", + "Which one do you mean?", + "Say more about that.", + "Okay and then what?", + ), + "hard": ( + "I am following up on what you just said rather than starting a fresh request.", + "This depends on prior context, so explain the previous answer a bit more.", + "Continue the last thread rather than giving me a new recommendation.", + "I am only asking for clarification on the prior response.", + "Give me a little more detail on the last point.", + ), + }, + "emotional_reflection": { + "easy": ( + "I feel overwhelmed by this decision.", + "I am frustrated with the whole process.", + "I am anxious about picking the wrong tool.", + "This is stressing me out.", + "I feel stuck and discouraged.", + ), + "medium": ( + "I keep second-guessing myself and it is making me uneasy.", + "I am worried we will choose badly and regret it.", + "This whole thing makes me feel burned out.", + "I feel nervous about making the wrong call here.", + "I am emotionally drained by trying to figure this out.", + ), + "hard": ( + "I do not need another recommendation right now; I need help processing how stuck I feel.", + "This is more about how I feel than about the product options.", + "I want support with the frustration this decision is causing me.", + "I am reflecting on my stress around this choice, not asking for a commercial answer.", + "Help me with the feeling of being overwhelmed rather than the task itself.", + ), + }, +} + + +def split_for_index(index: int) -> str: + bucket = index % 5 + if bucket < 3: + return "train" + if bucket == 3: + return "val" + return "test" + + +def build_row(text: str, subtype: str, difficulty: str, source: str) -> dict[str, str]: + return { + "text": text, + "intent_subtype": subtype, + "difficulty": difficulty, + "source": source, + } + + +def main() -> None: + splits = {"train": [], "val": [], "test": []} + benchmark_rows: list[dict[str, str]] = [] + + for subtype, difficulty_templates in SUBTYPE_TEMPLATES.items(): + generated_index = 0 + for difficulty in ("easy", "medium", "hard"): + for theme in TRAIN_THEMES: + for template in difficulty_templates[difficulty]: + row = build_row( + text=template.format(**theme), + subtype=subtype, + difficulty=difficulty, + source="subtype_difficulty", + ) + splits[split_for_index(generated_index)].append(row) + generated_index += 1 + benchmark_theme = BENCHMARK_THEMES[difficulty] + for template in difficulty_templates[difficulty]: + benchmark_rows.append( + build_row( + text=template.format(**benchmark_theme), + subtype=subtype, + difficulty=difficulty, + source="subtype_difficulty_benchmark", + ) + ) + + OUTPUT_DIR.mkdir(parents=True, exist_ok=True) + for split_name, rows in splits.items(): + path = OUTPUT_DIR / f"{split_name}.jsonl" + path.write_text( + "".join(json.dumps(row, sort_keys=True) + "\n" for row in rows), + encoding="utf-8", + ) + print(f"{split_name}: {len(rows)} rows") + + BENCHMARK_PATH.write_text( + "".join(json.dumps(row, sort_keys=True) + "\n" for row in benchmark_rows), + encoding="utf-8", + ) + print(f"benchmark: {len(benchmark_rows)} rows") + + +if __name__ == "__main__": + main() diff --git a/training/calibrate_confidence.py b/training/calibrate_confidence.py new file mode 100644 index 0000000000000000000000000000000000000000..2e9b9a1e53e2e2ab3d4bb80397e80e8a4a643efb --- /dev/null +++ b/training/calibrate_confidence.py @@ -0,0 +1,224 @@ +from __future__ import annotations + +import argparse +import json +import sys +from datetime import datetime, timezone +from pathlib import Path + +import numpy as np +import torch +from sklearn.metrics import accuracy_score, log_loss + +BASE_DIR = Path(__file__).resolve().parent.parent +if str(BASE_DIR) not in sys.path: + sys.path.insert(0, str(BASE_DIR)) + +from config import HEAD_CONFIGS, ensure_artifact_dirs +from model_runtime import get_head +from training.common import load_labeled_rows, write_json + + +def expected_calibration_error(probabilities: np.ndarray, labels: np.ndarray, bins: int = 10) -> float: + confidences = probabilities.max(axis=1) + predictions = probabilities.argmax(axis=1) + accuracies = predictions == labels + ece = 0.0 + bin_edges = np.linspace(0.0, 1.0, bins + 1) + for lower, upper in zip(bin_edges[:-1], bin_edges[1:]): + if upper == 1.0: + mask = (confidences >= lower) & (confidences <= upper) + else: + mask = (confidences >= lower) & (confidences < upper) + if not np.any(mask): + continue + bin_accuracy = float(np.mean(accuracies[mask])) + bin_confidence = float(np.mean(confidences[mask])) + ece += abs(bin_accuracy - bin_confidence) * float(np.mean(mask)) + return ece + + +def optimize_temperature(logits: np.ndarray, labels: np.ndarray) -> float: + logits_tensor = torch.tensor(logits, dtype=torch.float32) + labels_tensor = torch.tensor(labels, dtype=torch.long) + temperature = torch.nn.Parameter(torch.ones(1, dtype=torch.float32)) + criterion = torch.nn.CrossEntropyLoss() + optimizer = torch.optim.LBFGS([temperature], lr=0.01, max_iter=50) + + def closure(): + optimizer.zero_grad() + loss = criterion(logits_tensor / temperature.clamp(min=1e-3), labels_tensor) + loss.backward() + return loss + + optimizer.step(closure) + return max(float(temperature.detach().item()), 1e-3) + + +def select_threshold(confidences: np.ndarray, correct: np.ndarray, target_precision: float, step: float) -> dict: + candidates = [] + threshold = 0.0 + while threshold <= 1.000001: + accepted = confidences >= threshold + coverage = float(np.mean(accepted)) + if coverage > 0: + accepted_accuracy = float(np.mean(correct[accepted])) + candidates.append( + { + "threshold": round(float(threshold), 4), + "coverage": round(coverage, 4), + "accepted_accuracy": round(accepted_accuracy, 4), + } + ) + threshold += step + + eligible = [candidate for candidate in candidates if candidate["accepted_accuracy"] >= target_precision] + if eligible: + return max(eligible, key=lambda candidate: (candidate["coverage"], -candidate["threshold"])) + return max( + candidates, + key=lambda candidate: ( + candidate["accepted_accuracy"] * candidate["coverage"], + candidate["accepted_accuracy"], + -candidate["threshold"], + ), + ) + + +def summarize_threshold(confidences: np.ndarray, correct: np.ndarray, threshold: float) -> dict: + accepted = confidences >= threshold + coverage = float(np.mean(accepted)) + accepted_accuracy = float(np.mean(correct[accepted])) if coverage > 0 else 0.0 + return { + "threshold": round(float(threshold), 4), + "coverage": round(coverage, 4), + "accepted_accuracy": round(accepted_accuracy, 4), + } + + +def collect_logits(head_name: str, split: str) -> tuple[np.ndarray, np.ndarray]: + head = get_head(head_name) + config = head.config + rows = load_labeled_rows(config.split_paths[split], config.label_field, config.label2id) + texts = [row["text"] for row in rows] + labels = np.array([row["label"] for row in rows], dtype=np.int64) + + inputs = head.tokenizer( + texts, + return_tensors="pt", + truncation=True, + padding=True, + max_length=config.max_length, + ) + inputs = { + key: value + for key, value in inputs.items() + if key in head.forward_arg_names + } + with torch.no_grad(): + logits = head.model(**inputs).logits.detach().cpu().numpy() + return logits, labels + + +def calibrate_head(head_name: str, split: str, step: float) -> dict: + head = get_head(head_name) + logits, labels = collect_logits(head_name, split) + raw_probs = torch.softmax(torch.tensor(logits, dtype=torch.float32), dim=-1).numpy() + raw_confidences = raw_probs.max(axis=1) + raw_preds = raw_probs.argmax(axis=1) + raw_correct = raw_preds == labels + raw_nll = float(log_loss(labels, raw_probs, labels=list(range(len(head.config.labels))))) + + optimized_temperature = optimize_temperature(logits, labels) + calibrated_probs = torch.softmax(torch.tensor(logits / optimized_temperature, dtype=torch.float32), dim=-1).numpy() + calibrated_confidences = calibrated_probs.max(axis=1) + calibrated_preds = calibrated_probs.argmax(axis=1) + calibrated_correct = calibrated_preds == labels + calibrated_nll = float(log_loss(labels, calibrated_probs, labels=list(range(len(head.config.labels))))) + + temperature = optimized_temperature + used_temperature_scaling = calibrated_nll <= raw_nll + if not used_temperature_scaling: + temperature = 1.0 + calibrated_probs = raw_probs + calibrated_confidences = raw_confidences + calibrated_preds = raw_preds + calibrated_correct = raw_correct + calibrated_nll = raw_nll + + selected_threshold_summary = select_threshold( + calibrated_confidences, + calibrated_correct, + target_precision=head.config.target_accept_precision, + step=step, + ) + applied_threshold = max( + float(selected_threshold_summary["threshold"]), + float(head.config.min_calibrated_confidence_threshold), + ) + threshold_summary = summarize_threshold(calibrated_confidences, calibrated_correct, applied_threshold) + + payload = { + "head": head_name, + "generated_at": datetime.now(timezone.utc).isoformat(), + "calibrated": True, + "temperature": round(float(temperature), 6), + "temperature_scaling_applied": used_temperature_scaling, + "optimized_temperature_candidate": round(float(optimized_temperature), 6), + "confidence_threshold": threshold_summary["threshold"], + "selection_target_precision": head.config.target_accept_precision, + "selection_split": split, + "minimum_threshold_floor": round(float(head.config.min_calibrated_confidence_threshold), 4), + "metrics": { + "raw_accuracy": round(float(accuracy_score(labels, raw_preds)), 4), + "calibrated_accuracy": round(float(accuracy_score(labels, calibrated_preds)), 4), + "raw_negative_log_likelihood": round(raw_nll, 4), + "calibrated_negative_log_likelihood": round(calibrated_nll, 4), + "raw_expected_calibration_error": round(float(expected_calibration_error(raw_probs, labels)), 4), + "calibrated_expected_calibration_error": round( + float(expected_calibration_error(calibrated_probs, labels)), + 4, + ), + "mean_raw_confidence": round(float(np.mean(raw_confidences)), 4), + "mean_calibrated_confidence": round(float(np.mean(calibrated_confidences)), 4), + }, + "selected_threshold_before_floor": selected_threshold_summary, + "threshold_summary": threshold_summary, + } + write_json(head.config.calibration_path, payload) + return payload + + +def main() -> None: + parser = argparse.ArgumentParser(description="Calibrate confidence scores for classifier heads.") + parser.add_argument( + "--head", + choices=["all", *HEAD_CONFIGS.keys()], + default="all", + help="Which head to calibrate.", + ) + parser.add_argument( + "--split", + choices=["val", "test"], + default="val", + help="Which labeled split to use for calibration fitting.", + ) + parser.add_argument( + "--threshold-step", + type=float, + default=0.01, + help="Grid step for confidence threshold selection.", + ) + args = parser.parse_args() + + ensure_artifact_dirs() + head_names = list(HEAD_CONFIGS.keys()) if args.head == "all" else [args.head] + summary = { + head_name: calibrate_head(head_name, split=args.split, step=max(args.threshold_step, 0.001)) + for head_name in head_names + } + print(json.dumps(summary, indent=2)) + + +if __name__ == "__main__": + main() diff --git a/training/common.py b/training/common.py new file mode 100644 index 0000000000000000000000000000000000000000..3c321c630b127a6200c34935129d066f39e6c306 --- /dev/null +++ b/training/common.py @@ -0,0 +1,81 @@ +from __future__ import annotations + +import json +import sys +from pathlib import Path + +import numpy as np +import torch +from datasets import Dataset +from sklearn.metrics import accuracy_score, f1_score + +BASE_DIR = Path(__file__).resolve().parent.parent +if str(BASE_DIR) not in sys.path: + sys.path.insert(0, str(BASE_DIR)) + + +def load_labeled_rows(path: Path, label_field: str, label2id: dict[str, int]) -> list[dict]: + rows = [] + with path.open("r", encoding="utf-8") as handle: + for line in handle: + item = json.loads(line) + rows.append({"text": item["text"], "label": label2id[item[label_field]]}) + return rows + + +def load_labeled_rows_from_paths(paths: list[Path], label_field: str, label2id: dict[str, int]) -> list[dict]: + rows = [] + for path in paths: + if not path.exists(): + continue + rows.extend(load_labeled_rows(path, label_field, label2id)) + return rows + + +def prepare_dataset(rows: list[dict], tokenizer, max_length: int) -> Dataset: + dataset = Dataset.from_list(rows) + + def tokenize(batch): + return tokenizer(batch["text"], truncation=True, padding="max_length", max_length=max_length) + + dataset = dataset.map(tokenize, batched=True) + dataset = dataset.remove_columns(["text"]) + dataset.set_format("torch") + return dataset + + +def build_balanced_class_weights(rows: list[dict], num_labels: int) -> torch.Tensor: + counts = np.zeros(num_labels, dtype=np.float32) + for row in rows: + counts[row["label"]] += 1.0 + + nonzero = counts > 0 + if not np.any(nonzero): + return torch.ones(num_labels, dtype=torch.float32) + + total = float(counts.sum()) + active_labels = float(np.count_nonzero(nonzero)) + weights = np.ones(num_labels, dtype=np.float32) + weights[nonzero] = total / (active_labels * counts[nonzero]) + return torch.tensor(weights, dtype=torch.float32) + + +def build_label_weight_tensor(labels: tuple[str, ...], weight_map: dict[str, float]) -> torch.Tensor: + return torch.tensor( + [float(weight_map.get(label, 1.0)) for label in labels], + dtype=torch.float32, + ) + + +def compute_classification_metrics(eval_pred): + logits, labels = eval_pred + preds = np.argmax(logits, axis=-1) + return { + "accuracy": accuracy_score(labels, preds), + "macro_f1": f1_score(labels, preds, average="macro"), + } + + +def write_json(path: Path, payload: dict) -> None: + path.parent.mkdir(parents=True, exist_ok=True) + path.write_text(json.dumps(payload, indent=2, sort_keys=True) + "\n", encoding="utf-8") diff --git a/training/export_multitask_onnx.py b/training/export_multitask_onnx.py new file mode 100644 index 0000000000000000000000000000000000000000..dd1c16cc699af5cfd194b7c09c42baea2c66d796 --- /dev/null +++ b/training/export_multitask_onnx.py @@ -0,0 +1,89 @@ +from __future__ import annotations + +import argparse +import sys +from pathlib import Path + +import torch + +BASE_DIR = Path(__file__).resolve().parent.parent +if str(BASE_DIR) not in sys.path: + sys.path.insert(0, str(BASE_DIR)) + +from config import MULTITASK_INTENT_MODEL_DIR # noqa: E402 +from multitask_runtime import get_multitask_runtime # noqa: E402 + + +class _OnnxMultiTaskWrapper(torch.nn.Module): + def __init__(self, runtime): + super().__init__() + self.model = runtime.model + + def forward(self, input_ids, attention_mask): + outputs = self.model(input_ids=input_ids, attention_mask=attention_mask) + return ( + outputs["intent_type_logits"], + outputs["intent_subtype_logits"], + outputs["decision_phase_logits"], + ) + + +def main() -> None: + parser = argparse.ArgumentParser(description="Export multitask intent model to ONNX.") + parser.add_argument( + "--output-path", + default=str(MULTITASK_INTENT_MODEL_DIR / "multitask_intent.onnx"), + help="Output ONNX file path.", + ) + parser.add_argument("--opset", type=int, default=17, help="ONNX opset version.") + args = parser.parse_args() + + runtime = get_multitask_runtime() + tokenizer = runtime.tokenizer + wrapper = _OnnxMultiTaskWrapper(runtime) + wrapper.eval() + + sample = tokenizer( + ["sample query for intent classification"], + return_tensors="pt", + truncation=True, + padding=True, + max_length=int(runtime.metadata.get("max_length", 96)), + ) + output_path = Path(args.output_path) + output_path.parent.mkdir(parents=True, exist_ok=True) + try: + torch.onnx.export( + wrapper, + (sample["input_ids"], sample["attention_mask"]), + str(output_path), + input_names=["input_ids", "attention_mask"], + output_names=[ + "intent_type_logits", + "intent_subtype_logits", + "decision_phase_logits", + ], + dynamic_axes={ + "input_ids": {0: "batch_size", 1: "seq_len"}, + "attention_mask": {0: "batch_size", 1: "seq_len"}, + "intent_type_logits": {0: "batch_size"}, + "intent_subtype_logits": {0: "batch_size"}, + "decision_phase_logits": {0: "batch_size"}, + }, + opset_version=args.opset, + ) + except ModuleNotFoundError as e: + # Newer torch ONNX exporter requires `onnxscript` (and `onnx`). + if e.name == "onnxscript" or "onnxscript" in str(e).lower(): + print( + "Skipping ONNX export: missing dependency `onnxscript`.\n" + "Install with: `pip install onnx onnxscript`", + file=sys.stderr, + ) + return + raise + print(f"Exported ONNX model: {output_path}") + + +if __name__ == "__main__": + main() diff --git a/training/pipeline_verify.py b/training/pipeline_verify.py new file mode 100644 index 0000000000000000000000000000000000000000..24e8ab1d31ebf208db5ed25fe83e022e83c00e52 --- /dev/null +++ b/training/pipeline_verify.py @@ -0,0 +1,87 @@ +from __future__ import annotations + +import argparse +import sys +from pathlib import Path + +BASE_DIR = Path(__file__).resolve().parent.parent +if str(BASE_DIR) not in sys.path: + sys.path.insert(0, str(BASE_DIR)) + +from config import ( # noqa: E402 + HEAD_CONFIGS, + IAB_CLASSIFIER_MODEL_DIR, + MULTITASK_INTENT_MODEL_DIR, + _looks_like_local_hf_model_dir, +) + + +def verify_production_artifacts() -> tuple[bool, list[tuple[str, bool, str]]]: + """Return (all_ok, rows of (label, ok, path_str)).""" + rows: list[tuple[str, bool, str]] = [] + ok = True + + for label, path in ( + ("multitask weights", MULTITASK_INTENT_MODEL_DIR / "multitask_model.pt"), + ("multitask metadata", MULTITASK_INTENT_MODEL_DIR / "metadata.json"), + ): + exists = path.exists() + rows.append((label, exists, str(path))) + ok = ok and exists + + # AutoTokenizer(...) typically saves tokenizer.json/vocab.txt/tokenizer_config.json, + # but not necessarily a top-level `config.json` (that would be model config). + multitask_tokenizer_files = [ + "tokenizer.json", + "vocab.txt", + "tokenizer_config.json", + "special_tokens_map.json", + ] + tokenizer_exists = any( + (MULTITASK_INTENT_MODEL_DIR / fname).exists() for fname in multitask_tokenizer_files + ) + rows.append( + ( + "multitask tokenizer files", + tokenizer_exists, + str(MULTITASK_INTENT_MODEL_DIR), + ) + ) + ok = ok and tokenizer_exists + + iab_dir = IAB_CLASSIFIER_MODEL_DIR + iab_ok = _looks_like_local_hf_model_dir(iab_dir) + rows.append(("IAB classifier (HF layout)", iab_ok, str(iab_dir))) + ok = ok and iab_ok + + for slug, cfg in HEAD_CONFIGS.items(): + path = cfg.calibration_path + exists = path.exists() + rows.append((f"calibration {slug}", exists, str(path))) + ok = ok and exists + + return ok, rows + + +def main() -> int: + parser = argparse.ArgumentParser( + description="Verify multitask, IAB, and calibration artifacts exist for production inference." + ) + args = parser.parse_args() + all_ok, rows = verify_production_artifacts() + for label, row_ok, path in rows: + status = "OK " if row_ok else "MISS" + print(f"[{status}] {label}: {path}") + if not all_ok: + print( + "\nFix: run training/run_full_training_pipeline.py (or train_multitask_intent, train_iab, " + "calibrate_confidence for each head).", + flush=True, + ) + return 1 + print("\nAll production artifacts present.") + return 0 + + +if __name__ == "__main__": + raise SystemExit(main()) diff --git a/training/run_full_training_pipeline.py b/training/run_full_training_pipeline.py new file mode 100644 index 0000000000000000000000000000000000000000..f5b8ddba15162e61c23d5cf8e28cc5abeb15a555 --- /dev/null +++ b/training/run_full_training_pipeline.py @@ -0,0 +1,111 @@ +from __future__ import annotations + +import argparse +import subprocess +import sys +from pathlib import Path + +BASE_DIR = Path(__file__).resolve().parent.parent + + +def run_step(args: list[str]) -> None: + print(f"\n==> Running: {' '.join(args)}") + subprocess.run(args, cwd=BASE_DIR, check=True) + + +def main() -> None: + parser = argparse.ArgumentParser( + description=( + "Run the full multi-head training pipeline: multitask intent, IAB classifier, calibration for all heads, " + "then eval suites. IAB train+calibrate are part of the default sequence; only the taxonomy shadow index is an extra step." + ) + ) + parser.add_argument( + "--iab-embedding-batch-size", + type=int, + default=32, + help="Batch size when building the IAB taxonomy embedding shadow index (extra; for retrieval/eval tooling).", + ) + parser.add_argument( + "--build-iab-shadow-index", + action="store_true", + help="Also run build_iab_taxonomy_embeddings.py (shadow index for retrieval metrics; IAB classifier already trained above).", + ) + parser.add_argument( + "--skip-full-eval", + action="store_true", + help="Skip the final full evaluation pass and only run calibration.", + ) + parser.add_argument( + "--export-multitask-onnx", + action="store_true", + help="After training, export training/export_multitask_onnx.py to multitask_intent_model_output/.", + ) + parser.add_argument( + "--verify-artifacts", + action="store_true", + help="Run training/pipeline_verify.py after the pipeline (checks weights + calibration files).", + ) + parser.add_argument( + "--smoke-test", + action="store_true", + help="Run combined_inference.py on a sample query after the pipeline.", + ) + parser.add_argument( + "--smoke-test-query", + default="Which laptop should I buy for college?", + help="Query string for --smoke-test.", + ) + parser.add_argument( + "--complete", + action="store_true", + help="Shorthand for --export-multitask-onnx --verify-artifacts --smoke-test.", + ) + args = parser.parse_args() + + if args.complete: + args.export_multitask_onnx = True + args.verify_artifacts = True + args.smoke_test = True + + python = sys.executable + run_step([python, "training/build_full_intent_taxonomy_dataset.py"]) + run_step([python, "training/build_intent_type_difficulty_dataset.py"]) + run_step([python, "training/train_multitask_intent.py"]) + run_step([python, "training/build_subtype_dataset.py"]) + run_step([python, "training/build_subtype_difficulty_dataset.py"]) + # Subtype labels are trained as part of multitask intent training. + run_step([python, "training/build_decision_phase_difficulty_dataset.py"]) + # Decision phase labels are trained as part of multitask intent training. + run_step([python, "training/build_iab_difficulty_dataset.py"]) + run_step([python, "training/build_iab_cross_vertical_benchmark.py"]) + run_step([python, "training/train_iab.py"]) + run_step([python, "training/calibrate_confidence.py", "--head", "intent_type"]) + run_step([python, "training/calibrate_confidence.py", "--head", "intent_subtype"]) + run_step([python, "training/calibrate_confidence.py", "--head", "decision_phase"]) + run_step([python, "training/calibrate_confidence.py", "--head", "iab_content"]) + if args.build_iab_shadow_index: + run_step( + [ + python, + "training/build_iab_taxonomy_embeddings.py", + "--batch-size", + str(args.iab_embedding_batch_size), + ] + ) + if not args.skip_full_eval: + run_step([python, "evaluation/run_regression_suite.py"]) + run_step([python, "evaluation/run_iab_mapping_suite.py"]) + run_step([python, "evaluation/run_iab_quality_suite.py"]) + run_step([python, "evaluation/run_evaluation.py"]) + + if args.export_multitask_onnx: + run_step([python, "training/export_multitask_onnx.py"]) + if args.verify_artifacts: + run_step([python, "training/pipeline_verify.py"]) + if args.smoke_test: + run_step([python, "combined_inference.py", args.smoke_test_query]) + + +if __name__ == "__main__": + main() diff --git a/training/run_iab_full_pipeline.py b/training/run_iab_full_pipeline.py new file mode 100644 index 0000000000000000000000000000000000000000..c5737f26ca2c552e259ba4404c402d9055a92a51 --- /dev/null +++ b/training/run_iab_full_pipeline.py @@ -0,0 +1,58 @@ +from __future__ import annotations + +import argparse +import subprocess +import sys +from pathlib import Path + +BASE_DIR = Path(__file__).resolve().parent.parent + + +def run_step(args: list[str]) -> None: + print(f"\n==> Running: {' '.join(args)}") + subprocess.run(args, cwd=BASE_DIR, check=True) + + +def main() -> None: + parser = argparse.ArgumentParser(description="Run the supervised IAB classifier build/evaluation pipeline.") + parser.add_argument( + "--embedding-batch-size", + type=int, + default=32, + help="Batch size for building the optional IAB shadow retrieval index.", + ) + parser.add_argument( + "--build-shadow-index", + action="store_true", + help="Also rebuild the optional IAB retrieval shadow index.", + ) + parser.add_argument( + "--skip-full-eval", + action="store_true", + help="Skip the full evaluation suite and only run IAB-specific regression.", + ) + args = parser.parse_args() + + python = sys.executable + run_step([python, "training/build_iab_difficulty_dataset.py"]) + run_step([python, "training/build_iab_cross_vertical_benchmark.py"]) + run_step([python, "training/train_iab.py"]) + run_step([python, "training/calibrate_confidence.py", "--head", "iab_content"]) + if args.build_shadow_index: + run_step( + [ + python, + "training/build_iab_taxonomy_embeddings.py", + "--batch-size", + str(args.embedding_batch_size), + ] + ) + run_step([python, "evaluation/run_iab_mapping_suite.py"]) + run_step([python, "evaluation/run_iab_quality_suite.py"]) + if not args.skip_full_eval: + run_step([python, "evaluation/run_regression_suite.py"]) + run_step([python, "evaluation/run_evaluation.py"]) + + +if __name__ == "__main__": + main() diff --git a/training/train.py b/training/train.py new file mode 100644 index 0000000000000000000000000000000000000000..f1c4d7e707d77cf9f686846ccf3c58168f0c0ccd --- /dev/null +++ b/training/train.py @@ -0,0 +1,118 @@ +import sys +from pathlib import Path + +import torch +from transformers import AutoModelForSequenceClassification, AutoTokenizer, Trainer, TrainingArguments + +BASE_DIR = Path(__file__).resolve().parent.parent +if str(BASE_DIR) not in sys.path: + sys.path.insert(0, str(BASE_DIR)) + +from config import FULL_INTENT_TAXONOMY_DATA_DIR, INTENT_HEAD_CONFIG +from config import INTENT_TYPE_DIFFICULTY_DATA_DIR, INTENT_TYPE_TRAINING_WEIGHTS +from training.common import ( + build_label_weight_tensor, + compute_classification_metrics, + load_labeled_rows, + load_labeled_rows_from_paths, + prepare_dataset, + write_json, +) + + +class WeightedTrainer(Trainer): + def __init__(self, *args, class_weights: torch.Tensor | None = None, **kwargs): + super().__init__(*args, **kwargs) + self.class_weights = class_weights + + def compute_loss(self, model, inputs, return_outputs=False, **kwargs): + labels = inputs.pop("labels") + outputs = model(**inputs) + logits = outputs.get("logits") + weight = self.class_weights.to(logits.device) if self.class_weights is not None else None + loss_fct = torch.nn.CrossEntropyLoss(weight=weight) + loss = loss_fct(logits.view(-1, model.config.num_labels), labels.view(-1)) + return (loss, outputs) if return_outputs else loss + +train_rows = load_labeled_rows_from_paths( + [ + INTENT_HEAD_CONFIG.split_paths["train"], + FULL_INTENT_TAXONOMY_DATA_DIR / "train.jsonl", + INTENT_TYPE_DIFFICULTY_DATA_DIR / "train.jsonl", + ], + INTENT_HEAD_CONFIG.label_field, + INTENT_HEAD_CONFIG.label2id, +) +val_rows = load_labeled_rows_from_paths( + [ + INTENT_HEAD_CONFIG.split_paths["val"], + FULL_INTENT_TAXONOMY_DATA_DIR / "val.jsonl", + INTENT_TYPE_DIFFICULTY_DATA_DIR / "val.jsonl", + ], + INTENT_HEAD_CONFIG.label_field, + INTENT_HEAD_CONFIG.label2id, +) +test_rows = load_labeled_rows( + INTENT_HEAD_CONFIG.split_paths["test"], + INTENT_HEAD_CONFIG.label_field, + INTENT_HEAD_CONFIG.label2id, +) + +tokenizer = AutoTokenizer.from_pretrained(INTENT_HEAD_CONFIG.model_name) + +train_dataset = prepare_dataset(train_rows, tokenizer, INTENT_HEAD_CONFIG.max_length) +val_dataset = prepare_dataset(val_rows, tokenizer, INTENT_HEAD_CONFIG.max_length) +test_dataset = prepare_dataset(test_rows, tokenizer, INTENT_HEAD_CONFIG.max_length) +class_weights = build_label_weight_tensor(INTENT_HEAD_CONFIG.labels, INTENT_TYPE_TRAINING_WEIGHTS) + +model = AutoModelForSequenceClassification.from_pretrained( + INTENT_HEAD_CONFIG.model_name, + num_labels=len(INTENT_HEAD_CONFIG.labels), + id2label=INTENT_HEAD_CONFIG.id2label, + label2id=INTENT_HEAD_CONFIG.label2id, +) + +training_args = TrainingArguments( + output_dir=str(INTENT_HEAD_CONFIG.model_dir), + eval_strategy="epoch", + save_strategy="no", + logging_strategy="epoch", + num_train_epochs=3, + per_device_train_batch_size=4, + per_device_eval_batch_size=4, + learning_rate=2e-5, + weight_decay=0.01, + report_to="none", +) + +trainer = WeightedTrainer( + model=model, + args=training_args, + train_dataset=train_dataset, + eval_dataset=val_dataset, + compute_metrics=compute_classification_metrics, + class_weights=class_weights, +) + +print(f"Loaded splits: train={len(train_rows)} val={len(val_rows)} test={len(test_rows)}") +print(f"Class weights: {[round(float(x), 3) for x in class_weights.tolist()]}") +trainer.train() +val_metrics = trainer.evaluate(eval_dataset=val_dataset, metric_key_prefix="val") +test_metrics = trainer.evaluate(eval_dataset=test_dataset, metric_key_prefix="test") +print(val_metrics) +print(test_metrics) + +INTENT_HEAD_CONFIG.model_dir.mkdir(parents=True, exist_ok=True) +model.save_pretrained(INTENT_HEAD_CONFIG.model_dir) +tokenizer.save_pretrained(INTENT_HEAD_CONFIG.model_dir) +write_json( + INTENT_HEAD_CONFIG.model_dir / "train_metrics.json", + { + "head": INTENT_HEAD_CONFIG.slug, + "train_count": len(train_rows), + "val_count": len(val_rows), + "test_count": len(test_rows), + "val_metrics": val_metrics, + "test_metrics": test_metrics, + }, +) diff --git a/training/train_decision_phase.py b/training/train_decision_phase.py new file mode 100644 index 0000000000000000000000000000000000000000..6b5633f809a5147e1476f5cf0cedae7cc740c580 --- /dev/null +++ b/training/train_decision_phase.py @@ -0,0 +1,124 @@ +import sys +from pathlib import Path + +import torch +from transformers import AutoModelForSequenceClassification, AutoTokenizer, Trainer, TrainingArguments + +BASE_DIR = Path(__file__).resolve().parent.parent +if str(BASE_DIR) not in sys.path: + sys.path.insert(0, str(BASE_DIR)) + +from config import ( + DECISION_PHASE_DIFFICULTY_DATA_DIR, + DECISION_PHASE_HEAD_CONFIG, + DECISION_PHASE_TRAINING_WEIGHTS, + FULL_INTENT_TAXONOMY_DATA_DIR, +) +from training.common import ( + build_label_weight_tensor, + compute_classification_metrics, + load_labeled_rows, + load_labeled_rows_from_paths, + prepare_dataset, + write_json, +) + + +class WeightedTrainer(Trainer): + def __init__(self, *args, class_weights: torch.Tensor | None = None, **kwargs): + super().__init__(*args, **kwargs) + self.class_weights = class_weights + + def compute_loss(self, model, inputs, return_outputs=False, **kwargs): + labels = inputs.pop("labels") + outputs = model(**inputs) + logits = outputs.get("logits") + weight = self.class_weights.to(logits.device) if self.class_weights is not None else None + loss_fct = torch.nn.CrossEntropyLoss(weight=weight) + loss = loss_fct(logits.view(-1, model.config.num_labels), labels.view(-1)) + return (loss, outputs) if return_outputs else loss + +train_rows = load_labeled_rows_from_paths( + [ + DECISION_PHASE_HEAD_CONFIG.split_paths["train"], + FULL_INTENT_TAXONOMY_DATA_DIR / "train.jsonl", + DECISION_PHASE_DIFFICULTY_DATA_DIR / "train.jsonl", + ], + DECISION_PHASE_HEAD_CONFIG.label_field, + DECISION_PHASE_HEAD_CONFIG.label2id, +) +val_rows = load_labeled_rows_from_paths( + [ + DECISION_PHASE_HEAD_CONFIG.split_paths["val"], + FULL_INTENT_TAXONOMY_DATA_DIR / "val.jsonl", + DECISION_PHASE_DIFFICULTY_DATA_DIR / "val.jsonl", + ], + DECISION_PHASE_HEAD_CONFIG.label_field, + DECISION_PHASE_HEAD_CONFIG.label2id, +) +test_rows = load_labeled_rows( + DECISION_PHASE_HEAD_CONFIG.split_paths["test"], + DECISION_PHASE_HEAD_CONFIG.label_field, + DECISION_PHASE_HEAD_CONFIG.label2id, +) + +tokenizer = AutoTokenizer.from_pretrained(DECISION_PHASE_HEAD_CONFIG.model_name) + +train_dataset = prepare_dataset(train_rows, tokenizer, DECISION_PHASE_HEAD_CONFIG.max_length) +val_dataset = prepare_dataset(val_rows, tokenizer, DECISION_PHASE_HEAD_CONFIG.max_length) +test_dataset = prepare_dataset(test_rows, tokenizer, DECISION_PHASE_HEAD_CONFIG.max_length) +class_weights = build_label_weight_tensor(DECISION_PHASE_HEAD_CONFIG.labels, DECISION_PHASE_TRAINING_WEIGHTS) + +model = AutoModelForSequenceClassification.from_pretrained( + DECISION_PHASE_HEAD_CONFIG.model_name, + num_labels=len(DECISION_PHASE_HEAD_CONFIG.labels), + id2label=DECISION_PHASE_HEAD_CONFIG.id2label, + label2id=DECISION_PHASE_HEAD_CONFIG.label2id, +) + +training_args = TrainingArguments( + output_dir=str(DECISION_PHASE_HEAD_CONFIG.model_dir), + eval_strategy="epoch", + save_strategy="no", + logging_strategy="epoch", + num_train_epochs=4, + per_device_train_batch_size=4, + per_device_eval_batch_size=4, + learning_rate=2e-5, + weight_decay=0.01, + report_to="none", +) + +trainer = WeightedTrainer( + model=model, + args=training_args, + train_dataset=train_dataset, + eval_dataset=val_dataset, + compute_metrics=compute_classification_metrics, + class_weights=class_weights, +) + +print( + f"Loaded decision_phase splits: train={len(train_rows)} val={len(val_rows)} test={len(test_rows)}" +) +print(f"Decision phase weights: {[round(float(x), 3) for x in class_weights.tolist()]}") +trainer.train() +val_metrics = trainer.evaluate(eval_dataset=val_dataset, metric_key_prefix="val") +test_metrics = trainer.evaluate(eval_dataset=test_dataset, metric_key_prefix="test") +print(val_metrics) +print(test_metrics) + +DECISION_PHASE_HEAD_CONFIG.model_dir.mkdir(parents=True, exist_ok=True) +model.save_pretrained(DECISION_PHASE_HEAD_CONFIG.model_dir) +tokenizer.save_pretrained(DECISION_PHASE_HEAD_CONFIG.model_dir) +write_json( + DECISION_PHASE_HEAD_CONFIG.model_dir / "train_metrics.json", + { + "head": DECISION_PHASE_HEAD_CONFIG.slug, + "train_count": len(train_rows), + "val_count": len(val_rows), + "test_count": len(test_rows), + "val_metrics": val_metrics, + "test_metrics": test_metrics, + }, +) diff --git a/training/train_iab.py b/training/train_iab.py new file mode 100644 index 0000000000000000000000000000000000000000..3a457b0b2368bdf396e54ca34fa31ef4f8337ada --- /dev/null +++ b/training/train_iab.py @@ -0,0 +1,117 @@ +import sys +from pathlib import Path + +import torch +from transformers import AutoModelForSequenceClassification, AutoTokenizer, Trainer, TrainingArguments + +BASE_DIR = Path(__file__).resolve().parent.parent +if str(BASE_DIR) not in sys.path: + sys.path.insert(0, str(BASE_DIR)) + +from config import IAB_HEAD_CONFIG +from training.common import ( + build_balanced_class_weights, + compute_classification_metrics, + load_labeled_rows, + prepare_dataset, + write_json, +) + + +class WeightedTrainer(Trainer): + def __init__(self, *args, class_weights: torch.Tensor | None = None, **kwargs): + super().__init__(*args, **kwargs) + self.class_weights = class_weights + + def compute_loss(self, model, inputs, return_outputs=False, **kwargs): + labels = inputs.pop("labels") + outputs = model(**inputs) + logits = outputs.get("logits") + weight = self.class_weights.to(logits.device) if self.class_weights is not None else None + loss_fct = torch.nn.CrossEntropyLoss(weight=weight) + loss = loss_fct(logits.view(-1, model.config.num_labels), labels.view(-1)) + return (loss, outputs) if return_outputs else loss + + +train_rows = load_labeled_rows( + IAB_HEAD_CONFIG.split_paths["train"], + IAB_HEAD_CONFIG.label_field, + IAB_HEAD_CONFIG.label2id, +) +val_rows = load_labeled_rows( + IAB_HEAD_CONFIG.split_paths["val"], + IAB_HEAD_CONFIG.label_field, + IAB_HEAD_CONFIG.label2id, +) +test_rows = load_labeled_rows( + IAB_HEAD_CONFIG.split_paths["test"], + IAB_HEAD_CONFIG.label_field, + IAB_HEAD_CONFIG.label2id, +) + +tokenizer = AutoTokenizer.from_pretrained(IAB_HEAD_CONFIG.model_name) + +train_dataset = prepare_dataset(train_rows, tokenizer, IAB_HEAD_CONFIG.max_length) +val_dataset = prepare_dataset(val_rows, tokenizer, IAB_HEAD_CONFIG.max_length) +test_dataset = prepare_dataset(test_rows, tokenizer, IAB_HEAD_CONFIG.max_length) +class_weights = build_balanced_class_weights(train_rows, len(IAB_HEAD_CONFIG.labels)) + +model = AutoModelForSequenceClassification.from_pretrained( + IAB_HEAD_CONFIG.model_name, + num_labels=len(IAB_HEAD_CONFIG.labels), + id2label=IAB_HEAD_CONFIG.id2label, + label2id=IAB_HEAD_CONFIG.label2id, +) + +training_args = TrainingArguments( + output_dir=str(IAB_HEAD_CONFIG.model_dir), + eval_strategy="epoch", + save_strategy="no", + logging_strategy="epoch", + num_train_epochs=3, + per_device_train_batch_size=8, + per_device_eval_batch_size=16, + learning_rate=2e-5, + weight_decay=0.01, + report_to="none", +) + +trainer = WeightedTrainer( + model=model, + args=training_args, + train_dataset=train_dataset, + eval_dataset=val_dataset, + compute_metrics=compute_classification_metrics, + class_weights=class_weights, +) + +print(f"Loaded IAB splits: train={len(train_rows)} val={len(val_rows)} test={len(test_rows)}") +print( + "IAB class weights summary:", + { + "min": round(float(class_weights.min().item()), 4), + "max": round(float(class_weights.max().item()), 4), + "mean": round(float(class_weights.mean().item()), 4), + }, +) +trainer.train() +val_metrics = trainer.evaluate(eval_dataset=val_dataset, metric_key_prefix="val") +test_metrics = trainer.evaluate(eval_dataset=test_dataset, metric_key_prefix="test") +print(val_metrics) +print(test_metrics) + +IAB_HEAD_CONFIG.model_dir.mkdir(parents=True, exist_ok=True) +model.save_pretrained(IAB_HEAD_CONFIG.model_dir) +tokenizer.save_pretrained(IAB_HEAD_CONFIG.model_dir) +write_json( + IAB_HEAD_CONFIG.model_dir / "train_metrics.json", + { + "head": IAB_HEAD_CONFIG.slug, + "train_count": len(train_rows), + "val_count": len(val_rows), + "test_count": len(test_rows), + "label_count": len(IAB_HEAD_CONFIG.labels), + "val_metrics": val_metrics, + "test_metrics": test_metrics, + }, +) diff --git a/training/train_multitask_intent.py b/training/train_multitask_intent.py new file mode 100644 index 0000000000000000000000000000000000000000..2c67e705035ad640bfee8395bb87524c1da8b7e8 --- /dev/null +++ b/training/train_multitask_intent.py @@ -0,0 +1,293 @@ +from __future__ import annotations + +import json +import sys +from dataclasses import dataclass +from pathlib import Path + +import numpy as np +import torch +import torch.nn.functional as F +from datasets import Dataset +from sklearn.metrics import accuracy_score, f1_score +from transformers import AutoTokenizer, Trainer, TrainingArguments + +BASE_DIR = Path(__file__).resolve().parent.parent +if str(BASE_DIR) not in sys.path: + sys.path.insert(0, str(BASE_DIR)) + +from config import ( # noqa: E402 + DECISION_PHASE_DIFFICULTY_DATA_DIR, + DECISION_PHASE_HEAD_CONFIG, + FULL_INTENT_TAXONOMY_DATA_DIR, + INTENT_HEAD_CONFIG, + INTENT_TYPE_DIFFICULTY_DATA_DIR, + MULTITASK_INTENT_MODEL_DIR, + SUBTYPE_DIFFICULTY_DATA_DIR, + SUBTYPE_HEAD_CONFIG, +) +from multitask_model import MultiTaskIntentModel, MultiTaskLabelSizes # noqa: E402 +from training.common import write_json # noqa: E402 + + +IGNORE_INDEX = -100 + + +@dataclass +class MultiTaskRow: + text: str + intent_type: int = IGNORE_INDEX + intent_subtype: int = IGNORE_INDEX + decision_phase: int = IGNORE_INDEX + + +def _load_task_rows(path: Path, label_field: str, label2id: dict[str, int]) -> list[tuple[str, int]]: + if not path.exists(): + return [] + rows: list[tuple[str, int]] = [] + with path.open("r", encoding="utf-8") as handle: + for line in handle: + item = json.loads(line) + rows.append((item["text"], label2id[item[label_field]])) + return rows + + +def _merge_rows( + split: str, + include_full_intent: bool = True, + include_difficulty: bool = True, +) -> list[dict]: + merged: dict[str, MultiTaskRow] = {} + + def upsert(task_key: str, text: str, label: int) -> None: + row = merged.get(text) + if row is None: + row = MultiTaskRow(text=text) + merged[text] = row + setattr(row, task_key, int(label)) + + # Base split rows + for text, label in _load_task_rows( + INTENT_HEAD_CONFIG.split_paths[split], + INTENT_HEAD_CONFIG.label_field, + INTENT_HEAD_CONFIG.label2id, + ): + upsert("intent_type", text, label) + for text, label in _load_task_rows( + SUBTYPE_HEAD_CONFIG.split_paths[split], + SUBTYPE_HEAD_CONFIG.label_field, + SUBTYPE_HEAD_CONFIG.label2id, + ): + upsert("intent_subtype", text, label) + for text, label in _load_task_rows( + DECISION_PHASE_HEAD_CONFIG.split_paths[split], + DECISION_PHASE_HEAD_CONFIG.label_field, + DECISION_PHASE_HEAD_CONFIG.label2id, + ): + upsert("decision_phase", text, label) + + if include_full_intent: + full_path = FULL_INTENT_TAXONOMY_DATA_DIR / f"{split}.jsonl" + for text, label in _load_task_rows(full_path, "intent_type", INTENT_HEAD_CONFIG.label2id): + upsert("intent_type", text, label) + for text, label in _load_task_rows(full_path, "intent_subtype", SUBTYPE_HEAD_CONFIG.label2id): + upsert("intent_subtype", text, label) + for text, label in _load_task_rows(full_path, "decision_phase", DECISION_PHASE_HEAD_CONFIG.label2id): + upsert("decision_phase", text, label) + + if include_difficulty: + for text, label in _load_task_rows( + INTENT_TYPE_DIFFICULTY_DATA_DIR / f"{split}.jsonl", + "intent_type", + INTENT_HEAD_CONFIG.label2id, + ): + upsert("intent_type", text, label) + for text, label in _load_task_rows( + SUBTYPE_DIFFICULTY_DATA_DIR / f"{split}.jsonl", + "intent_subtype", + SUBTYPE_HEAD_CONFIG.label2id, + ): + upsert("intent_subtype", text, label) + for text, label in _load_task_rows( + DECISION_PHASE_DIFFICULTY_DATA_DIR / f"{split}.jsonl", + "decision_phase", + DECISION_PHASE_HEAD_CONFIG.label2id, + ): + upsert("decision_phase", text, label) + + return [ + { + "text": row.text, + "intent_type": row.intent_type, + "intent_subtype": row.intent_subtype, + "decision_phase": row.decision_phase, + } + for row in merged.values() + ] + + +def _prepare_dataset(rows: list[dict], tokenizer, max_length: int) -> Dataset: + dataset = Dataset.from_list(rows) + + def tokenize(batch): + return tokenizer(batch["text"], truncation=True, padding="max_length", max_length=max_length) + + dataset = dataset.map(tokenize, batched=True) + dataset = dataset.remove_columns(["text"]) + dataset.set_format("torch") + return dataset + + +class MultiTaskTrainer(Trainer): + def __init__(self, *args, loss_weights: dict[str, float], **kwargs): + super().__init__(*args, **kwargs) + self.loss_weights = loss_weights + + def _task_ce(self, logits: torch.Tensor, labels: torch.Tensor) -> torch.Tensor: + """Mean CE over non-ignored labels only. + + ``CrossEntropyLoss(..., reduction='mean')`` returns NaN when every label in the + batch is ``IGNORE_INDEX`` (0 valid targets). Per-row ``reduction='none'`` yields 0 + for ignored rows; we then mean over valid rows only, matching standard CE otherwise. + """ + loss_vec = F.cross_entropy( + logits, labels, ignore_index=IGNORE_INDEX, reduction="none" + ) + valid = labels != IGNORE_INDEX + if not valid.any(): + return logits.sum() * 0.0 + return loss_vec[valid].mean() + + def compute_loss(self, model, inputs, return_outputs=False, **kwargs): + labels_type = inputs.pop("intent_type") + labels_subtype = inputs.pop("intent_subtype") + labels_phase = inputs.pop("decision_phase") + outputs = model(**inputs) + loss_type = self._task_ce(outputs["intent_type_logits"], labels_type) + loss_subtype = self._task_ce(outputs["intent_subtype_logits"], labels_subtype) + loss_phase = self._task_ce(outputs["decision_phase_logits"], labels_phase) + loss = ( + (self.loss_weights["intent_type"] * loss_type) + + (self.loss_weights["intent_subtype"] * loss_subtype) + + (self.loss_weights["decision_phase"] * loss_phase) + ) + return (loss, outputs) if return_outputs else loss + + +def _masked_metrics(logits: np.ndarray, labels: np.ndarray) -> dict[str, float]: + mask = labels != IGNORE_INDEX + if not np.any(mask): + return {"accuracy": 0.0, "macro_f1": 0.0, "count": 0} + preds = np.argmax(logits[mask], axis=-1) + true = labels[mask] + return { + "accuracy": float(accuracy_score(true, preds)), + "macro_f1": float(f1_score(true, preds, average="macro")), + "count": int(mask.sum()), + } + + +def _compute_metrics(eval_pred): + predictions, labels = eval_pred + intent_logits, subtype_logits, phase_logits = predictions + intent_labels, subtype_labels, phase_labels = labels + intent_metrics = _masked_metrics(intent_logits, intent_labels) + subtype_metrics = _masked_metrics(subtype_logits, subtype_labels) + phase_metrics = _masked_metrics(phase_logits, phase_labels) + return { + "intent_type_accuracy": intent_metrics["accuracy"], + "intent_type_macro_f1": intent_metrics["macro_f1"], + "intent_subtype_accuracy": subtype_metrics["accuracy"], + "intent_subtype_macro_f1": subtype_metrics["macro_f1"], + "decision_phase_accuracy": phase_metrics["accuracy"], + "decision_phase_macro_f1": phase_metrics["macro_f1"], + } + + +def main() -> None: + train_rows = _merge_rows("train", include_full_intent=True, include_difficulty=True) + val_rows = _merge_rows("val", include_full_intent=True, include_difficulty=True) + test_rows = _merge_rows("test", include_full_intent=False, include_difficulty=False) + + tokenizer = AutoTokenizer.from_pretrained(INTENT_HEAD_CONFIG.model_name) + max_length = max( + INTENT_HEAD_CONFIG.max_length, + SUBTYPE_HEAD_CONFIG.max_length, + DECISION_PHASE_HEAD_CONFIG.max_length, + ) + train_dataset = _prepare_dataset(train_rows, tokenizer, max_length=max_length) + val_dataset = _prepare_dataset(val_rows, tokenizer, max_length=max_length) + test_dataset = _prepare_dataset(test_rows, tokenizer, max_length=max_length) + + model = MultiTaskIntentModel( + INTENT_HEAD_CONFIG.model_name, + MultiTaskLabelSizes( + intent_type=len(INTENT_HEAD_CONFIG.labels), + intent_subtype=len(SUBTYPE_HEAD_CONFIG.labels), + decision_phase=len(DECISION_PHASE_HEAD_CONFIG.labels), + ), + ) + + training_args = TrainingArguments( + output_dir=str(MULTITASK_INTENT_MODEL_DIR), + eval_strategy="epoch", + save_strategy="no", + logging_strategy="epoch", + num_train_epochs=4, + per_device_train_batch_size=8, + per_device_eval_batch_size=16, + learning_rate=2e-5, + weight_decay=0.01, + report_to="none", + label_names=["intent_type", "intent_subtype", "decision_phase"], + ) + loss_weights = {"intent_type": 1.0, "intent_subtype": 1.0, "decision_phase": 1.0} + trainer = MultiTaskTrainer( + model=model, + args=training_args, + train_dataset=train_dataset, + eval_dataset=val_dataset, + compute_metrics=_compute_metrics, + loss_weights=loss_weights, + ) + + print(f"Loaded multitask splits: train={len(train_rows)} val={len(val_rows)} test={len(test_rows)}") + trainer.train() + val_metrics = trainer.evaluate(eval_dataset=val_dataset, metric_key_prefix="val") + test_metrics = trainer.evaluate(eval_dataset=test_dataset, metric_key_prefix="test") + print(val_metrics) + print(test_metrics) + + MULTITASK_INTENT_MODEL_DIR.mkdir(parents=True, exist_ok=True) + tokenizer.save_pretrained(MULTITASK_INTENT_MODEL_DIR) + torch.save({"state_dict": model.state_dict()}, MULTITASK_INTENT_MODEL_DIR / "multitask_model.pt") + metadata = { + "format": "admesh_multitask_intent_v1", + "base_model_name": INTENT_HEAD_CONFIG.model_name, + "max_length": max_length, + "label_maps": { + "intent_type": {"label2id": INTENT_HEAD_CONFIG.label2id, "id2label": INTENT_HEAD_CONFIG.id2label}, + "intent_subtype": {"label2id": SUBTYPE_HEAD_CONFIG.label2id, "id2label": SUBTYPE_HEAD_CONFIG.id2label}, + "decision_phase": {"label2id": DECISION_PHASE_HEAD_CONFIG.label2id, "id2label": DECISION_PHASE_HEAD_CONFIG.id2label}, + }, + } + (MULTITASK_INTENT_MODEL_DIR / "metadata.json").write_text( + json.dumps(metadata, indent=2, sort_keys=True) + "\n", + encoding="utf-8", + ) + write_json( + MULTITASK_INTENT_MODEL_DIR / "train_metrics.json", + { + "head": "multitask_intent", + "loss_weights": loss_weights, + "train_count": len(train_rows), + "val_count": len(val_rows), + "test_count": len(test_rows), + "val_metrics": val_metrics, + "test_metrics": test_metrics, + }, + ) + + +if __name__ == "__main__": + main() diff --git a/training/train_subtype.py b/training/train_subtype.py new file mode 100644 index 0000000000000000000000000000000000000000..a96b8c8eca6b7b152fd800f8905db65a56844de3 --- /dev/null +++ b/training/train_subtype.py @@ -0,0 +1,125 @@ +import sys +from pathlib import Path + +import torch +from transformers import AutoModelForSequenceClassification, AutoTokenizer, Trainer, TrainingArguments + +BASE_DIR = Path(__file__).resolve().parent.parent +if str(BASE_DIR) not in sys.path: + sys.path.insert(0, str(BASE_DIR)) + +from config import ( + FULL_INTENT_TAXONOMY_DATA_DIR, + SUBTYPE_DIFFICULTY_DATA_DIR, + SUBTYPE_HEAD_CONFIG, + SUBTYPE_TRAINING_WEIGHTS, +) +from training.common import ( + build_label_weight_tensor, + compute_classification_metrics, + load_labeled_rows, + load_labeled_rows_from_paths, + prepare_dataset, + write_json, +) + + +class WeightedTrainer(Trainer): + def __init__(self, *args, class_weights: torch.Tensor | None = None, **kwargs): + super().__init__(*args, **kwargs) + self.class_weights = class_weights + + def compute_loss(self, model, inputs, return_outputs=False, **kwargs): + labels = inputs.pop("labels") + outputs = model(**inputs) + logits = outputs.get("logits") + weight = self.class_weights.to(logits.device) if self.class_weights is not None else None + loss_fct = torch.nn.CrossEntropyLoss(weight=weight) + loss = loss_fct(logits.view(-1, model.config.num_labels), labels.view(-1)) + return (loss, outputs) if return_outputs else loss + + +train_rows = load_labeled_rows_from_paths( + [ + SUBTYPE_HEAD_CONFIG.split_paths["train"], + FULL_INTENT_TAXONOMY_DATA_DIR / "train.jsonl", + SUBTYPE_DIFFICULTY_DATA_DIR / "train.jsonl", + ], + SUBTYPE_HEAD_CONFIG.label_field, + SUBTYPE_HEAD_CONFIG.label2id, +) +val_rows = load_labeled_rows_from_paths( + [ + SUBTYPE_HEAD_CONFIG.split_paths["val"], + FULL_INTENT_TAXONOMY_DATA_DIR / "val.jsonl", + SUBTYPE_DIFFICULTY_DATA_DIR / "val.jsonl", + ], + SUBTYPE_HEAD_CONFIG.label_field, + SUBTYPE_HEAD_CONFIG.label2id, +) +test_rows = load_labeled_rows( + SUBTYPE_HEAD_CONFIG.split_paths["test"], + SUBTYPE_HEAD_CONFIG.label_field, + SUBTYPE_HEAD_CONFIG.label2id, +) + +tokenizer = AutoTokenizer.from_pretrained(SUBTYPE_HEAD_CONFIG.model_name) + +train_dataset = prepare_dataset(train_rows, tokenizer, SUBTYPE_HEAD_CONFIG.max_length) +val_dataset = prepare_dataset(val_rows, tokenizer, SUBTYPE_HEAD_CONFIG.max_length) +test_dataset = prepare_dataset(test_rows, tokenizer, SUBTYPE_HEAD_CONFIG.max_length) +class_weights = build_label_weight_tensor(SUBTYPE_HEAD_CONFIG.labels, SUBTYPE_TRAINING_WEIGHTS) + +model = AutoModelForSequenceClassification.from_pretrained( + SUBTYPE_HEAD_CONFIG.model_name, + num_labels=len(SUBTYPE_HEAD_CONFIG.labels), + id2label=SUBTYPE_HEAD_CONFIG.id2label, + label2id=SUBTYPE_HEAD_CONFIG.label2id, +) + +training_args = TrainingArguments( + output_dir=str(SUBTYPE_HEAD_CONFIG.model_dir), + eval_strategy="epoch", + save_strategy="no", + logging_strategy="epoch", + num_train_epochs=4, + per_device_train_batch_size=4, + per_device_eval_batch_size=4, + learning_rate=2e-5, + weight_decay=0.01, + report_to="none", +) + +trainer = WeightedTrainer( + model=model, + args=training_args, + train_dataset=train_dataset, + eval_dataset=val_dataset, + compute_metrics=compute_classification_metrics, + class_weights=class_weights, +) + +print( + f"Loaded subtype splits: train={len(train_rows)} val={len(val_rows)} test={len(test_rows)}" +) +print(f"Subtype weights: {[round(float(x), 3) for x in class_weights.tolist()]}") +trainer.train() +val_metrics = trainer.evaluate(eval_dataset=val_dataset, metric_key_prefix="val") +test_metrics = trainer.evaluate(eval_dataset=test_dataset, metric_key_prefix="test") +print(val_metrics) +print(test_metrics) + +SUBTYPE_HEAD_CONFIG.model_dir.mkdir(parents=True, exist_ok=True) +model.save_pretrained(SUBTYPE_HEAD_CONFIG.model_dir) +tokenizer.save_pretrained(SUBTYPE_HEAD_CONFIG.model_dir) +write_json( + SUBTYPE_HEAD_CONFIG.model_dir / "train_metrics.json", + { + "head": SUBTYPE_HEAD_CONFIG.slug, + "train_count": len(train_rows), + "val_count": len(val_rows), + "test_count": len(test_rows), + "val_metrics": val_metrics, + "test_metrics": test_metrics, + }, +)