A 5,352-pair benchmark shows thinking LLMs outperform non-thinking ones as code judges, but position bias and formatting sensitivity remain strong.
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CodeJudgeBench: Benchmarking LLM-as-a-Judge for Coding Tasks
A 5,352-pair benchmark shows thinking LLMs outperform non-thinking ones as code judges, but position bias and formatting sensitivity remain strong.