STEMVerse - Biology - Bloom Level: Evaluate: leaderboard

STEMVerse biology problems labelled with the Bloom cognitive level 'Evaluate' (judging or justifying claims), 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
1Qwen3-8B-Base83.33#1728
2Qwen 2.5 7B Instruct72.22#2583
3Qwen 2.5 14B Instruct72.22#1745
4Qwen 2.5 3B72.22#5214
5Llama 3.1 8B Instruct66.67#4277
6Qwen 2.5 3B Instruct66.67#5206
7Qwen 2.5 7B66.67#2718
8Llama 3.2 3B66.67#7877
9Qwen 2.5 14B66.67#1794
10Qwen3-4B-Base66.67#2444
11Qwen3-14B-Base66.67#1608
12Llama 3.2 3B Instruct61.11#7185
13Llama 3.1 8B61.11#4900

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-bloom-level-evaluate · How It Works · Data refreshed daily, snapshot 2026-11-12.