PolyReal - Performance and Application Exploration: leaderboard

Metric: F1 score on the Performance and Application Exploration module of PolyReal (structure-property reasoning and material suitability); higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 15 models tracked.

Top models

#ModelScore
1GPT-50.62
2O30.61
3Gemini 2.5 Pro0.56
4Grok 40.54
5Claude Sonnet 4.5 (Thinking)0.54
6Qwen 3 VL 32B (Thinking)0.54
7Qwen 3 VL 235B A22B (Thinking)0.52
8Gemini 2.5 Flash0.5
9Gemini 2.0 Flash (Thinking)0.47
10DeepSeek R10.43
11Qwen 2.5 VL 72B Instruct0.4
12GPT-4o0.37
13GPT-4o Mini0.35

Interactive version: theaggregate.ai/benchmark?slug=polyreal-performance-and-application-exploration · How It Works · Data refreshed daily, snapshot 2026-10-07.