| --- |
| configs: |
| - config_name: models |
| data_files: |
| - split: models |
| path: models.jsonl |
| tags: |
| - benchmarks |
| - evaluation |
| - decision-models |
| - leaderboard |
| --- |
| |
| # Decision Model Benchmark Usage |
|
|
| Which evaluation benchmarks labs use to evaluate their **decision models** (single-pass, |
| zero-output-token classifiers/raters — routing, triage, moderation, reranking, LLM-judge, |
| visual inspection — not chat LLMs). Sister dataset to |
| [`SaylorTwift/llm-benchmark-usage`](https://huggingface.co/datasets/SaylorTwift/llm-benchmark-usage), |
| which covers LLM/agent evaluation suites; benchmark names are canonicalized against |
| that dataset so overlapping benchmarks (e.g. `AI2D`, `MMBench`, `BoolQ`) share one spelling |
| across both. |
|
|
| Hand-built from papers, technical reports, system cards, model cards, and blog posts. |
|
|
| ```python |
| from datasets import load_dataset |
| |
| models = load_dataset("SaylorTwift/decision-model-benchmark-usage", "models")["models"] |
| ``` |
|
|
| ## `models` |
|
|
| One row per model, fully self-contained. |
|
|
| | column | type | description | |
| |---|---|---| |
| | `model_id` | string | Hugging Face repo id for open-weight models (e.g. `LiquidAI/d1-3B`), or a plain slug for closed/API models | |
| | `lab` | string | Organization/lab that released the model | |
| | `release_date` | timestamp | Release date. HF repo creation date for open-weight models (a proxy, not always the exact announcement date); hand-researched announcement date for closed models | |
| | `source` | string | Link to the paper/report/card/blog this model's evaluation suite was extracted from | |
| | `benchmarks` | list | The evaluation suite: `{name, category}` objects. Names are canonicalized (e.g. always `CVBench`, never `CV-Bench`); genuinely distinct variants are kept separate (`SQuAD` vs `SQuAD 2.0`). Categories are per-source free-text groupings, not a controlled vocabulary | |
|
|
| Richer per-source metadata (paper type, title, notes, confidence flags) lives in a local |
| `sources` table and is not published as of this schema version; it may move to a separate |
| Hub dataset later. |
|
|
