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Liars' Bench: Evaluating Lie Detectors for Language Models

Liars' Bench evaluates lie detectors across 72,863 LLM lies and finds existing techniques systematically miss certain lie types, especially when transcripts alone are insufficient.

Kieron Kretschmar, Walter Laurito, Sharan Maiya, Samuel Marks

Paris Poster Session 5, Fri, Dec 11, 11:30 AM–1:30 PM, Paris Poster Hall · Published 2026 · ▲ 1 on Hugging Face

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AI panel: 16 of 20 reviewers recommend it
lenient 4/5
medium 8/10
strict 4/5