Medmarks - Med-HALT Reasoning NOTA: leaderboard

The "Med-HALT Reasoning NOTA" subtask of Medmarks. Living medical-model benchmark spanning verifiable and open-ended clinical evaluation families with model/system comparisons.

Metric: Score (%). Source: medmarks.ai. Saturation forecast: Around January 2027. 89 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 3 Next 80B A3B (Thinking)78.86#320 (Qwen 3 Next 80B A3B)
2Grok 478.54#181
3Gemini 3 Pro (Preview)74.4#66
4Qwen 3 14B (Reasoning)73.78#537 (Qwen 3 14B)
5OLMo 3.1 32B (Thinking)72.07#632 (OLMo 3.1 32B)
6Muse Glimmer 30B (xHigh)71.63#178 (Muse Glimmer 30B)
7Muse Glimmer 30B (High)70.77#178 (Muse Glimmer 30B)
8GPT-5.1 (Medium)69.85#135 (GPT-5.1)
9GPT-5.2 (Medium)69.75#110 (GPT-5.2)
10Nemotron 3.5 Lightning69.19#467
11GLM-4.7 FP869#209
12Qwen 2.5 32B Instruct68.78#498
13Qwen 3.5 27B (Thinking)68.69#187 (Qwen 3.5 27B)
14Qwen 3 235B A22B (Thinking)68.29#313 (Qwen 3 235B A22B)
15Qwen 3 8B (Thinking)67.8#674 (Qwen 3 8B)

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

Interactive version: theaggregate.ai/benchmark?slug=medmarks-med-halt-reasoning-nota · How It Works · Data refreshed daily, snapshot 2026-10-20.