STEMVerse - Biology - Molecular Biology and Biotechnology: leaderboard

STEMVerse biology problems labelled with the sub-discipline 'Molecular Biology and Biotechnology', 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-Base50.79#1608
2Qwen 2.5 14B Instruct41.27#1745
3Qwen3-8B-Base41.27#1728
4Qwen 2.5 14B41.27#1794
5Qwen 2.5 7B38.1#2718
6Llama 3.1 8B Instruct36.51#4277
7Qwen 2.5 3B33.33#5214
8Qwen 2.5 7B Instruct31.75#2583
9Llama 3.1 8B28.57#4900
10Qwen3-4B-Base28.57#2444
11Qwen 2.5 3B Instruct26.98#5206
12Llama 3.2 3B Instruct23.81#7185
13Llama 3.2 3B23.81#7877

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-molecular-biology-and-biotechnology · How It Works · Data refreshed daily, snapshot 2026-11-12.