URIAL-Bench - STEM: leaderboard

The "STEM" subtask of URIAL-Bench. A task from URIAL-Bench, which evaluates base (untuned) language models aligned purely through in-context prompting (Untuned LLMs with Restyled In-context ALignment), measuring instruction-following and helpfulness without fine-tuning.

Metric: Judge Score (0-10). Source: huggingface.co. Saturation forecast: Estimated already saturated. 19 models tracked.

Top models

#ModelScoreOverall rank
1GPT-49.7#438
2Llama 2 70B Base8.75#1025
3GPT-3.5 Turbo8.7#865
4DBRX8.43#1045
5Mistral-7B-v0.18.28#1326
6Mixtral 8x7B (v0.1)8.23#1083
7Yi 34B (Base)7.83#972
8Yi 6B (Base)7.7#1472
9gemma-7B7.25#1384
10Llama 2 13B Base7.03#1445
11Phi-27#1511
12Llama 2 7B Base6.8#1518
13gemma-2B5.73#1575
14falcon-7B4.43#1598
15mpt-7B2.25#1619

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=urial-bench-stem · How It Works · Data refreshed daily, snapshot 2026-10-20.