OmniPhys - Thermodynamics - Answer Accuracy: leaderboard

OmniPhys (arXiv 2608.25398v1, Table 3): multimodal physics problems from junior high school to university, mostly from Chinese educational materials, for 26 MLLMs; process scores average DeepSeek-V3.2 and GPT-4 judges. S1 result score on objective thermodynamics tasks; percent, higher is better.

Metric: Result score (%; objective tasks, S1). Source: arxiv.org. Saturation forecast: Around February 2027. 26 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3 Pro86.51#82
2Seed-1.682.35#272
3Gemini 2.5 Flash78.07#255
4GLM-4.6V76.3#330
5Qwen 3 VL 235B A22B75.02#251
6O4 Mini70.76#185
7GPT-5.269.89#115
8GPT-5.159.87#145
9Grok 456.13#189
10Claude Sonnet 4.556.07#148
11GPT-4o49.02#357
12Qwen 2.5 VL 7B44.44#641

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=omniphys-thermodynamics-answer-accuracy · How It Works · Data refreshed daily, snapshot 2026-11-05.