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Evaluating AI Paper Replication with Detailed LLM-Based Rubrics

We evaluate replication attempts using detailed rubrics co-developed with the original authors of each paper. These rubrics systematically break down the 20 papers into 8,316 precisely defined requirements that are evaluated by an LLM judge.

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