FLAWS: A Benchmark for Error Identification and Localization in Scientific Papers.

arXiv:2511.21843v2 Announce Type: replace-cross Abstract: The identification and localization of errors is a core task in peer review, yet the exponential growth of scientific output has made it increasingly difficult for human reviewers to reliably detect err