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Auditing Attention Head Masking for Out-of-Distribution Detection: Cross-Architecture Wins, Failures, and Polarity Inversions

Attention head masking improves multi-modal document OOD detection, cutting false positive rates by up to 7.5% versus state-of-the-art methods and introducing the FinanceDocs dataset.

Vishnu B Balachandran

Paris Poster Session 1, Wed, Dec 9, 12:30 PM–2:30 PM, Paris Poster Hall · Published 2026 · ▲ 6 on Hugging Face · Code

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AI panel: 7 of 20 reviewers recommend it
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medium 3/10
strict 0/5