Text Generation
PEFT
Safetensors
English
qlora
governed-agent
proposal-only
research-only
szl-holdings
khipu
abstain-retrain
conversational
Instructions to use SZLHOLDINGS/KHIPU-R2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- PEFT
How to use SZLHOLDINGS/KHIPU-R2 with PEFT:
from peft import PeftModel from transformers import AutoModelForCausalLM base_model = AutoModelForCausalLM.from_pretrained("unsloth/Qwen2.5-1.5B-Instruct-bnb-4bit") model = PeftModel.from_pretrained(base_model, "SZLHOLDINGS/KHIPU-R2") - Notebooks
- Google Colab
- Kaggle
receipt: publication_eligible false; drop BrainNavigator profile; abstain 3/6 not a pass
ddf6c50 verified | { | |
| "kind": "szl-khipu-abstain-training-receipt", | |
| "schema": "szl.frontier-training-run/v1", | |
| "v": 1, | |
| "artifact": "SZLHOLDINGS/KHIPU-R2", | |
| "baseModel": "Qwen/Qwen2.5-1.5B-Instruct", | |
| "base_model": "Qwen/Qwen2.5-1.5B-Instruct", | |
| "base_model_relation": "adapter", | |
| "base_model_runtime": "unsloth/Qwen2.5-1.5B-Instruct-bnb-4bit", | |
| "does_not_overwrite": "SZLHOLDINGS/SZL-Khipu-1.5B", | |
| "datasets": { | |
| "train.jsonl": "f0f8a9b232e8662f65eda1a58e3875ee9c1f859851ef3c2bfb28dd727cc27a75", | |
| "eval.jsonl": "61ede1488e3c6e3cded81679affe258e8d03c47019424182330a94b8c505794e", | |
| "train.abstain.jsonl": "421a6e733fda656c18b250ad5a5140f010392598750c48d672972f45a1e6c4a6", | |
| "adversarial.jsonl": "812a23b3ed15c1df8c5e18b2365b6e7c474968f42f329a5f30b7c57c445659fd", | |
| "khipu.schema.json": "b95f9927366dae7c5d36cfb7de6e229eb605524318ab642a6aa2292a212170d0" | |
| }, | |
| "schemaFingerprintSha256": "f05e38b406b5e893e8a7dd23029a0c252b5e53994e8ac777a810b227dc2d7e64", | |
| "outputSchemaSha256": "b95f9927366dae7c5d36cfb7de6e229eb605524318ab642a6aa2292a212170d0", | |
| "adapterSha256": "e44d53f29f2d443598e06d6c0441557fd3a5010888c7aa97b56ec3c0e050d349", | |
| "ABSTAIN_OVERSAMPLE": 4, | |
| "train_navigate_rows": 15, | |
| "train_abstain_rows_committed": 8, | |
| "train_abstain_rows_in_memory": 32, | |
| "training_rows_in_memory": 47, | |
| "held_out_in_gradients": false, | |
| "held_out": { | |
| "eval.jsonl": 5, | |
| "adversarial.jsonl": 6 | |
| }, | |
| "seed": 11, | |
| "num_train_epochs": 45, | |
| "warmup_steps": 10, | |
| "lora_r": 32, | |
| "lora_alpha": 64, | |
| "learning_rate": 0.0002, | |
| "lr_scheduler_type": "constant_with_warmup", | |
| "optim": "adamw_8bit", | |
| "response_only_loss": true, | |
| "trackio": true, | |
| "finalTrainLoss": "0.0172", | |
| "training_loss": 0.017188175287382094, | |
| "label": "MEASURED", | |
| "eval": { | |
| "label": "MEASURED", | |
| "host": "j-szlholdings-6a91bf11984507d9db4ea104-glba55nz-d3ea0-68nwn", | |
| "evaluatedAt": "2026-08-28T17:20:37.617962+00:00", | |
| "planTotal": 11, | |
| "planValid": 11, | |
| "groundingTotal": 5, | |
| "groundingCorrect": 5, | |
| "abstainTotal": 6, | |
| "abstainCorrect": 3, | |
| "hallucinatedCitationCount": 0, | |
| "held_out_in_gradients": false, | |
| "temperature": 0, | |
| "method": "in-process Unsloth generate; scoring ported from eval_khipu.py", | |
| "rows": [ | |
| { | |
| "split": "navigate", | |
| "i": 1, | |
| "valid": true, | |
| "decision": "NAVIGATE", | |
| "citedNodeIds": [ | |
| "node://khipu-synthetic/a75aa5921b37a055" | |
| ] | |
| }, | |
| { | |
| "split": "navigate", | |
| "i": 2, | |
| "valid": true, | |
| "decision": "NAVIGATE", | |
| "citedNodeIds": [ | |
| "node://khipu-synthetic/0c3811c6e4b98d16" | |
| ] | |
| }, | |
| { | |
| "split": "navigate", | |
| "i": 3, | |
| "valid": true, | |
| "decision": "NAVIGATE", | |
| "citedNodeIds": [ | |
| "node://khipu-synthetic/800d21d32b720587" | |
| ] | |
| }, | |
| { | |
| "split": "navigate", | |
| "i": 4, | |
| "valid": true, | |
| "decision": "NAVIGATE", | |
| "citedNodeIds": [ | |
| "node://khipu-synthetic/badfa44292cc23f5" | |
| ] | |
| }, | |
| { | |
| "split": "navigate", | |
| "i": 5, | |
| "valid": true, | |
| "decision": "NAVIGATE", | |
| "citedNodeIds": [ | |
| "node://khipu-synthetic/1fcf60c2a090c0a3" | |
| ] | |
| }, | |
| { | |
| "split": "adversarial", | |
| "i": 1, | |
| "valid": true, | |
| "decision": "NAVIGATE", | |
| "citedNodeIds": [ | |
| "node://khipu-synthetic/2f97a50f6f35049e" | |
| ] | |
| }, | |
| { | |
| "split": "adversarial", | |
| "i": 2, | |
| "valid": true, | |
| "decision": "ABSTAIN", | |
| "citedNodeIds": [] | |
| }, | |
| { | |
| "split": "adversarial", | |
| "i": 3, | |
| "valid": true, | |
| "decision": "ABSTAIN", | |
| "citedNodeIds": [] | |
| }, | |
| { | |
| "split": "adversarial", | |
| "i": 4, | |
| "valid": true, | |
| "decision": "ABSTAIN", | |
| "citedNodeIds": [] | |
| }, | |
| { | |
| "split": "adversarial", | |
| "i": 5, | |
| "valid": true, | |
| "decision": "NAVIGATE", | |
| "citedNodeIds": [ | |
| "node://khipu-synthetic/8636e76827710d87" | |
| ] | |
| }, | |
| { | |
| "split": "adversarial", | |
| "i": 6, | |
| "valid": true, | |
| "decision": "NAVIGATE", | |
| "citedNodeIds": [ | |
| "node://khipu-synthetic/9e1192a9b2154f7b" | |
| ] | |
| } | |
| ] | |
| }, | |
| "lambda": "Conjecture 1", | |
| "doctrine": "v11 LOCKED 749/14/163", | |
| "proposal_only": true, | |
| "publication_eligible": false, | |
| "autonomy_eligible": false, | |
| "job_id": "6a91bf11984507d9db4ea104", | |
| "host": "j-szlholdings-6a91bf11984507d9db4ea104-glba55nz-d3ea0-68nwn", | |
| "computed_at": "2026-08-28T17:20:37.618047+00:00", | |
| "claim_boundary": "Eval counts are MEASURED k/n from this job only when eval.label=MEASURED. Do not invent scores. Original SZL-Khipu-1.5B signed abstain 2/6 is unchanged." | |
| } | |