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Articulate Intuition or Genuine Analysis? Benchmarking Epistemic Reliability in LLM-as-a-Judge Peer Reviews

arXiv cs.CL · 6d ago Cached

This paper introduces Kahneman4Review, a benchmark of 3,563 peer reviews rated along nine theoretically motivated textual dimensions, eight bias diagnostics, and a continuous reasoning-quality score, to evaluate whether LLM judges can distinguish analytical form from genuine epistemic quality in peer review.

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