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PaperBench Code-Dev

Science · 2025-04-02

PaperBench Code-Dev is the lighter variant of OpenAI's PaperBench: an agent must write a codebase that replicates one of 20 ICML 2024 Spotlight and Oral papers, and an LLM judge grades only the code-development leaves of each paper's author-approved rubric, without executing the code or checking results. Scores report the mean rubric replication score in percent. Higher is better.

Top models (higher is better)

ModelScore
Kimi K2.563.5
Kimi K2 Instruct27.8
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