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#natural language process... Preprint May 2026

Physics-R1: An Audited Olympiad Corpus and Released Verifiers for Visual Physics Reasoning

A released verifier system: a three-stage contamination audit that certifies the train/test boundary behind an audited multimodal training corpus and a held-out olympiad benchmark; a binary answer verifier that supplies the reinforcement-learning training reward; and an answer-judging harness that brackets every open-ended score between a deterministic strict layer and a large-language-model liberal layer.

Shan Yang · 0 citations

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