STEMVerse - Biology - Ecology: leaderboard

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

Top models

#ModelScore
1Qwen3-8B-Base51.86
2Qwen3-14B-Base50.93
3Qwen 2.5 14B Instruct49.07
4Qwen 2.5 14B47.52
5Qwen 2.5 7B45.34
6Qwen3-4B-Base45.03
7Llama 3.1 8B Instruct42.86
8Qwen 2.5 3B41.61
9Llama 3.1 8B40.37
10Qwen 2.5 3B Instruct39.44
11Llama 3.2 3B Instruct38.2
12Llama 3.2 3B36.96
13Qwen 2.5 7B Instruct34.16

Interactive version: theaggregate.ai/benchmark?slug=stemverse-biology-ecology · How It Works · Data refreshed daily, snapshot 2026-09-25.