marcodsn/crucible-sft-gemma-4-12b-it-mini
crucible-sft-gemma-4-12b-it-mini Self-distilled SFT dataset of verified reasoning traces from unsloth/gemma-4-12b-it, built by the reasoning-compression crucible pipeline: k-sample generation on a decontaminated prompt pool, inline verification (symbolic math / sandboxed code tests), difficulty banding via solve rate, and loop-detector filtering on the chosen trace. Each row: prompt, reasoning (a verified-correct thinking trace when the domain is verifiable), response, domain… See the full description on the dataset page: https://huggingface.co/datasets/marcodsn/crucible-sft-gemma-4-12b-it-mini.
crucible-sft-gemma-4-12b-it-mini
Self-distilled SFT dataset of verified reasoning traces from unsloth/gemma-4-12b-it, built by the reasoning-compression crucible pipeline: k-sample generation on a decontaminated prompt pool, inline verification (symbolic math / sandboxed code tests), difficulty banding via solve rate, and loop-detector filtering on the chosen trace.
Each row: prompt, reasoning (a verified-correct thinking trace when the domain is verifiable), response, domain, verified, difficulty ({solve_rate, k}), sampling params in gen.
- Rows: 824 — domains: {"math": 196, "creative": 308, "general": 259, "code": 61}
- Prompts are content-addressed (
prompt_id= sha256 of prompt text) and decontaminated against GSM8K, MATH-500, HumanEval, MBPP, MMLU-Pro. - A stratified held-out split was carved before generation and is not included here.
Part of the caveman reasoning-compression ablation study (see the flint datasets built from this file and the trained comparison arms).
Build manifest
{
"created_at": "2026-07-10T23:23:51+00:00",
"git_sha": "9b2ffbbeeddc3f9094805e1ea9a07d2dedaf2eb7",
"recipe": "flint-ablation-v1-mini",
"recipe_def": {
"target_size": 1100,
"shares": {
"math": 0.3,
"code": 0.1,
"general": 0.32,
"creative": 0.28
},
"candidate_caps": {
"math": 700,
"code": 250,
"general": 400,
"creative": 350
},
"solve_band": [
0.2,
0.8
],
"k": 4,
"oversample": 2.2,
"lang": "en"
},
"raw_rows": 1620,
"selected_rows": 824,
"domains": {
"math": 196,
"creative": 308,
"general": 259,
"code": 61
},
"verified": {
"True": 257,
"None": 567
},
"degenerate_in_raw": 86,
"gen_model": "unsloth/gemma-4-12b-it"
}