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FalseReject — leaderboard

Over-refusal benchmark and training resource with 16K seemingly toxic but harmless queries across 44 categories, including a human-annotated benchmark test set for contextual safety reasoning.

Source: false-reject.github.io.

Interactive version: theaggregate.ai/benchmark?slug=falsereject · How the rankings work · Data refreshed daily, snapshot 2026-07-22.

Built by Mikhail Doroshenko — AI researcher, co-author of Humanity’s Last Exam. Independent project; no affiliation with any AI lab.