clean-math-sft-pool / README.md
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Publish reproducible Stage 1 math SFT pool and audit reports
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metadata
pretty_name: Clean Math SFT Problem Pool
configs:
  - config_name: default
    data_files:
      - split: train
        path: pool.jsonl

Clean math SFT problem pool

Inference-free preparation of MATH training, NuminaMath-1.5, and original s1K. Only questions, extracted gold answers, and provenance are retained; no generated traces. The metadata column contains lossless JSON text for heterogeneous source metadata. Source licenses remain applicable; see provenance.json for upstream metadata and revisions. The repository's unchanged AIME 2024/2025/2026, AMC 2023, MATH-500 evaluation references and its content-checked DAPO RL set are excluded using distinct n-gram coverage.

summary.json contains stage counts; removed.jsonl records every removal; conflicts.jsonl quarantines conflicting duplicate clusters; merged_clusters.jsonl records merges. The two *_near_misses.jsonl files list manual-review candidates in descending coverage order. Exact number-swapped templates can appear below the usual near-miss band and are explicitly marked. Eval near misses are recorded at the eval stage, so a candidate can subsequently be removed for RL overlap.

Filtering uses conservative rules, not a semantic classifier; inspect the audit logs. Symbolic parsing does not establish that an upstream gold answer is correct. Lexical normalization removes punctuation, and is not symbolic canonicalization. Conflicting near-duplicate clusters are dropped in full as a conservative policy.

See provenance.json for the complete config, pinned inputs, code commit and bundled-file hashes. This artifact performs no model inference or training.