OmniPhys - Objective Strict Mastery: 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. Share of objective instances with both a fully correct result and complete reasoning (S1 = S2 = 1); percent, higher is better.

Metric: Rate (%; result and reasoning both perfect). Source: arxiv.org. Saturation forecast: Around February 2027. 26 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3 Pro69.82#82
2Seed-1.661.42#272
3GLM-4.6V52.12#330
4Qwen 3 VL 235B A22B47.16#251
5Gemini 2.5 Flash46.31#255
6GPT-5.239.36#115
7O4 Mini39.34#185
8Claude Sonnet 4.528.42#148
9GPT-5.123.53#145
10Grok 418.96#189
11GPT-4o12.28#357
12Qwen 2.5 VL 7B6.74#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-objective-strict-mastery · How It Works · Data refreshed daily, snapshot 2026-11-05.