STEMVerse - Physics - Fluid Mechanics: leaderboard

STEMVerse physics problems labelled with the sub-discipline 'Fluid Mechanics', 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-Base32.46#1608
2Qwen3-8B-Base23.98#1728
3Qwen 2.5 14B20.76#1794
4Llama 3.1 8B18.13#4900
5Qwen 2.5 14B Instruct17.84#1745
6Llama 3.1 8B Instruct17.54#4277
7Qwen 2.5 7B16.67#2718
8Llama 3.2 3B Instruct13.74#7185
9Qwen 2.5 3B13.74#5214
10Llama 3.2 3B13.45#7877
11Qwen3-4B-Base11.99#2444
12Qwen 2.5 7B Instruct11.7#2583
13Qwen 2.5 3B Instruct11.44#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-fluid-mechanics · How It Works · Data refreshed daily, snapshot 2026-11-12.