STEMVerse - Chemistry - Theoretical and Computational Chemistry: leaderboard

STEMVerse chemistry problems labelled with the sub-discipline 'Theoretical and Computational Chemistry', 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
1Qwen3-4B-Base33.77#2444
2Qwen 2.5 7B Instruct28.48#2583
3Qwen3-14B-Base27.81#1608
4Qwen 2.5 14B Instruct25.83#1745
5Qwen3-8B-Base24.5#1728
6Qwen 2.5 7B23.18#2718
7Llama 3.1 8B21.19#4900
8Qwen 2.5 3B19.87#5214
9Qwen 2.5 14B19.87#1794
10Llama 3.2 3B Instruct19.21#7185
11Llama 3.1 8B Instruct17.88#4277
12Qwen 2.5 3B Instruct17.88#5206
13Llama 3.2 3B14.57#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-chemistry-theoretical-and-computational-chemistry · How It Works · Data refreshed daily, snapshot 2026-11-12.