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The Aggregate

Unified LLM rankings, daily

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The Aggregate
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Beyond Binary — leaderboard

Metric: NDCG@All (self-reported). Source: benchmarklist.com. 14 models tracked.

Top models

#ModelScore
1GPT-584.52
2GPT-4o80.68
3Claude Sonnet 476.75
4Gemini 3 Flash (Preview)55.5

Interactive version: theaggregate.ai/benchmark?slug=beyond-binary · 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.