MedPIC-Bench - Rule Activation: leaderboard
MedPIC-Bench accuracy on counterfactual questions whose controlled change in patient information activates a medication-safety risk, so the rule now applies (MedPIC-Bench, arXiv 2608.03028v1, Table 2). Percent; higher is better.
Metric: Accuracy (%). Source: arxiv.org. Saturation forecast: Around September 2027. 28 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Gemini 3.1 Pro (Preview) | 74.6 | #64 |
| 2 | GPT-5 | 70.4 | #105 |
| 3 | Qwen 3.5 35B A3B | 70.4 | #268 |
| 4 | DeepSeek V4 Pro | 67.6 | #112 |
| 5 | Qwen 3.5 27B | 67.6 | #192 |
| 6 | Qwen 3.5 Plus | 66.2 | #133 |
| 7 | Gemini 2.5 Pro | 63.4 | #159 |
| 8 | GPT-5.2 | 63.4 | #115 |
| 9 | Llama 3.1 70B | 63.4 | #588 |
| 10 | Claude Sonnet 4.6 | 62 | #94 |
| 11 | GPT-OSS-120B | 62 | #346 |
| 12 | Gemma 3 12B | 57.7 | #674 |
| 13 | Qwen 3.5 9B | 54.9 | #391 |
| 14 | Llama 3.1 8B | 54.9 | #1130 |
| 15 | Gemma 3 27B | 53.5 | #606 |
No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.
Interactive version: theaggregate.ai/benchmark?slug=medpic-bench-rule-activation · How It Works · Data refreshed daily, snapshot 2026-11-05.