Reproduce “Terminal-style Mathematical Modeling Bench: The First Agentic and Verifiable Benchmark for Mathematical Modeling” on OpenResearch

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About this paper

Xiaojun Wu, Cehao Yang, Xuhui Jiang, Chengjin Xu, Jia Li, Jian Guo

TB-MathModel turns complete contest-style modeling problems into terminal tasks with structured numerical answers scored against Outstanding-award papers and checked for formalized feasibility constraints. Agents submit JSON artifacts; the benchmark combines reference-panel closeness with a programmatic gate and Lean proofs. In a dragon-dance audit, authors corrected an infeasible reference from 1.406276 to 1.246266 m/s, but checks do not establish physical truth.

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