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#logical-consistency News & Analysis

2 articles tagged with #logical-consistency. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AIBullisharXiv – CS AI · Mar 37/103
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Bilinear representation mitigates reversal curse and enables consistent model editing

Researchers have identified that the 'reversal curse' in language models - their inability to infer 'B is A' from 'A is B' - can be overcome through bilinear representation structures. Training models on synthetic relational knowledge graphs creates internal geometries that enable consistent model editing and logical inference of reverse facts.

AINeutralarXiv – CS AI · 1d ago6/10
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Structured Abductive-Deductive-Inductive Reasoning for LLMs via Algebraic Invariants

Researchers propose a symbolic reasoning framework that implements Peirce's abductive-deductive-inductive reasoning model to address systematic weaknesses in large language model logical reasoning. The system enforces logical consistency through five algebraic invariants, with the Weakest Link bound preventing unreliable premises from corrupting multi-step inference chains.