STEMVerse - Physics - Astrophysics: leaderboard

STEMVerse physics problems labelled with the sub-discipline 'Astrophysics', 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-Base39#1608
2Qwen 2.5 14B33#1794
3Qwen 2.5 14B Instruct31#1745
4Qwen3-8B-Base30#1728
5Qwen 2.5 7B Instruct28#2583
6Qwen 2.5 7B27#2718
7Llama 3.1 8B Instruct24#4277
8Qwen 2.5 3B Instruct22.58#5206
9Llama 3.2 3B Instruct21#7185
10Qwen 2.5 3B18#5214
11Llama 3.2 3B17#7877
12Llama 3.1 8B16#4900
13Qwen3-4B-Base13#2444

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-astrophysics · How It Works · Data refreshed daily, snapshot 2026-11-12.