STEMVerse - Biology - Biophysics and Biochemistry: leaderboard

STEMVerse biology problems labelled with the sub-discipline 'Biophysics and Biochemistry', 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-Base52.35#1608
2Qwen3-4B-Base46.64#2444
3Qwen3-8B-Base45.3#1728
4Qwen 2.5 14B Instruct43.96#1745
5Qwen 2.5 14B39.6#1794
6Qwen 2.5 7B38.26#2718
7Llama 3.1 8B Instruct35.91#4277
8Llama 3.1 8B33.56#4900
9Qwen 2.5 3B29.53#5214
10Qwen 2.5 3B Instruct28.86#5206
11Qwen 2.5 7B Instruct22.48#2583
12Llama 3.2 3B21.14#7877
13Llama 3.2 3B Instruct19.8#7185

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

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