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Hard Negatives Reveal What Easy Negatives Hide: Cross-Lingual Harmfulness Representations Degrade with Resource Tier Under Hard Negatives

arXiv cs.CL ↗ · 2026-09-24 Cached

The paper reveals that cross-lingual harmfulness representations in large language models degrade with resource tier when evaluated using hard negatives, challenging previous conclusions that safety representations survive translation.

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