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New benchmark tests AI models on advanced physics problem-solving

A new benchmark called Physics has been developed to evaluate the capabilities of foundation models in solving advanced physics problems, including those found on PhD-qualifying exams. The benchmark comprises 1034 annotated problems across six physics domains, requiring both domain-specific knowledge and multi-step mathematical reasoning. Initial evaluations of 53 models showed that while some proprietary models and a few open-weight models achieved high accuracy on problems without figures, most open-weight models struggled, with Qwen3.5-9B exhibiting issues in knowledge application and figure interpretation. AI

IMPACT This benchmark could drive improvements in AI's reasoning and knowledge application capabilities, particularly in STEM fields.

RANK_REASON The cluster describes a new academic benchmark for evaluating AI models on a specific domain (physics problem-solving), presented in a research paper on arXiv. [lever_c_demoted from research: ic=1 ai=1.0]

Read on arXiv cs.AI →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

New benchmark tests AI models on advanced physics problem-solving

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The cluster describes a new academic benchmark for evaluating AI models on a specific domain (physics problem-solving), presented in a research paper on arXiv. [lever_c_demoted from research: ic=1 …
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COVERAGE [1]

  1. arXiv cs.AI TIER_1 English(EN) · Kaiyue Feng, Yilun Zhao, Yixin Liu, Tianyu Yang, Chen Zhao, John Sous, Arman Cohan ·

    Physics: Benchmarking Foundation Models on University-Level Physics Problem Solving

    arXiv:2503.21821v2 Announce Type: replace Abstract: We introduce Physics, a benchmark for evaluating foundation models on advanced physics problem solving. It contains 1034 annotated, open-ended problems from PhD-qualifying exams across six core physics domains. Solving these pro…