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
| { | |
| "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" | |
| ] | |
| } | |
| ] | |
| } | |