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The Aggregate

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PaperBench: leaderboard

End-to-end replication of AI papers, graded against hierarchical rubrics.

Metric: Replication Score (%). Source: github.com. Status: saturated. 6 models tracked.

Top models

#ModelScore
1O1 (High)26
2Claude 3.5 Sonnet21
3O3 Mini (High)8.5
4DeepSeek R16
5GPT-4o4.1
6Gemini 2.0 Flash3.2

Interactive version: theaggregate.ai/benchmark?slug=paperbench · How It Works · Data refreshed daily, snapshot 2026-09-05.

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