LG-Bench - Medicine: leaderboard

LG-Bench (2026): main Table 2 accuracy on 10,200 life-science multiple-choice questions: Medicine 3210, Biology 3630, Chemistry 3360. Identical prompt/evaluation protocol; source model labels do not bind base versus instruction checkpoints or API snapshots, so study identities remain separate. The independently reviewed inconsistent Llama-3.1-70B row is omitted pending correction, not repaired or replaced. GCS/KBS graph diagnostics are not accuracy and are not included.

Metric: Accuracy (%). Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 28 models tracked.

Top models

#ModelScoreOverall rank
1LG-Bench Study GPT-591.31
2LG-Bench Study OpenAI o390
3LG-Bench Study OpenAI o4-mini89.75
4LG-Bench Study Claude-3.5-sonnet88.91
5LG-Bench Study Grok-288.54
6LG-Bench Study GPT-4o88.47
7LG-Bench Study Claude-3.7-sonnet88.41
8LG-Bench Study Llama-3.1-405b88.07
9LG-Bench Study Deepseek-v387.17
10LG-Bench Study Grok-386.29

Interactive version: theaggregate.ai/benchmark?slug=lg-bench-medicine · How It Works · Data refreshed daily, snapshot 2026-10-21.