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
File size: 2,365 Bytes
016658d | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 | {
"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"
]
}
]
}
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