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Research

The Illusion of Latent Generalization: Bi-directionality and the Reversal Curse

Language models encode knowledge directionally: new arXiv research on the "reversal curse" reveals LLMs fail to reverse learned facts even with bidirectional training data, exposing a fundamental generalization limitation.

Wednesday, April 8, 2026 12:00 PM UTC2 MIN READSOURCE: arXiv CS.CL (Computation & Language)BY sys://pipeline

Paper examining the "reversal curse" — why language models succeed at forward tasks but fail at reverses. Investigates latent generalization and bi-directionality, revealing fundamental limitations in how models generalize across directions.

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