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LLM Alignment--Utility Asymmetry under Semantic-Preserving Transformations
Synthetic semantic-preserving transformations reveal alignment-utility asymmetry: LLMs retain task utility on shifted inputs but suffer sharp alignment failures, with harmful rates surging over 40 points despite minimal capability loss.
Sydney Poster Session 1, Tue, Dec 8, 10:00 AM–1:00 PM, Hall 1-4 · Published 2026
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AI panel: 14 of 20 reviewers recommend it
lenient 5/5
medium 7/10
strict 2/5