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News/Scoped Semantic Invariance as a Foundation for LLM Reliability
arxiv
PublishedOctober 27, 2026 at 4:00 AM

Scoped Semantic Invariance as a Foundation for LLM Reliability

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arXiv:2610.33267v1 Announce Type: new Abstract: LLMs often answer semantically equivalent queries inconsistently, even when the underlying facts are known. We formalize consistency as semantic invariance over equivalence classes of queries and show that invariance under arbitrary meaning-preserving

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