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The Aggregate

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When Symptoms Are Not Enough — leaderboard

Metric: Matthews correlation coefficient (self-reported). Source: benchmarklist.com. 5 models tracked.

Top models

#ModelScore
1GPT-4.1 Mini38
2GPT-5 Mini34
3GPT-4.130
4Gemini 2.5 Pro28
5Llama 4 Scout16

Interactive version: theaggregate.ai/benchmark?slug=when-symptoms-are-not-enough · How the rankings work · Data refreshed daily, snapshot 2026-07-22.

Built by Mikhail Doroshenko — AI researcher, co-author of Humanity’s Last Exam. Independent project; no affiliation with any AI lab.