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metadata
license: mit
task_categories:
  - text-generation
tags:
  - math
  - process-verification
  - ProcessBench
  - PRM800K
  - mathcompose

mathcompose — Model V (process verifier) SFT data

First-error-localization critiques for training a small generative math verifier. Each row: a problem + a step-indexed candidate solution (prompt) and a paragraph-by-paragraph critique ending in \boxed{{k}} (completion), where k is the 0-based index of the first erroneous step (-1 = all correct).

  • Labels are ground truth from PRM800K (OpenAI, MIT).
  • Genuine-detection recipe: claude-opus-4-8 critiques each solution blind (never shown the answer); a critique is kept only if its predicted index matches the PRM800K gold (rejection sampling, ~77% keep-rate). So the critiques contain real error-finding reasoning, not rationalization.
  • Deduped against ProcessBench + MATH-500 (no eval contamination).
  • Naturally ~50/50 erroneous/all-correct (no rebalancing needed).

Built by the mathcompose harness. Eval target: ProcessBench first-error F1.