STEMVerse - Physics - Bloom Level: Apply: leaderboard

STEMVerse physics problems labelled with the Bloom cognitive level 'Apply' (applying known procedures), 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-Base28.56#1608
2Qwen3-8B-Base19.09#1728
3Llama 3.1 8B Instruct15.77#4277
4Llama 3.1 8B15.28#4900
5Qwen 2.5 14B14.75#1794
6Qwen 2.5 14B Instruct13.38#1745
7Qwen 2.5 7B13.38#2718
8Qwen 2.5 3B12.45#5214
9Qwen3-4B-Base11.38#2444
10Llama 3.2 3B11.13#7877
11Qwen 2.5 7B Instruct9.47#2583
12Llama 3.2 3B Instruct9.38#7185
13Qwen 2.5 3B Instruct8.07#5206

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