STEMVerse - Physics - Thermodynamics and Statistical Physics: leaderboard

STEMVerse physics problems labelled with the sub-discipline 'Thermodynamics and Statistical Physics', drawn from existing STEM benchmarks pooled into one set; labels come from GPT-4o and were checked by an expert audit. Few-shot prompting in the MegaScience style; accuracy in percent, higher is better. Li et al. (ZGCA and NTU), 2026 preprint.

Metric: Few-shot accuracy (%). Source: arxiv.org. Saturation forecast: Estimated already saturated. 16 models tracked.

Top models

#ModelScoreOverall rank
1Qwen3-14B-Base28.45#1608
2Qwen3-8B-Base20.22#1728
3Llama 3.1 8B Instruct20.08#4277
4Llama 3.1 8B17.99#4900
5Qwen 2.5 3B16.32#5214
6Llama 3.2 3B15.48#7877
7Qwen 2.5 14B Instruct15.06#1745
8Qwen 2.5 7B15.06#2718
9Qwen 2.5 14B14.37#1794
10Llama 3.2 3B Instruct12.13#7185
11Qwen3-4B-Base11.58#2444
12Qwen 2.5 7B Instruct10.46#2583
13Qwen 2.5 3B Instruct9.92#5206

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=stemverse-physics-thermodynamics-and-statistical-physics · How It Works · Data refreshed daily, snapshot 2026-11-12.