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ELCD is introduced, a response-level latent conflict detector for post-generation, pre-delivery verification in open-weight or self-hosted LLM deployments that significantly outperforms competitive baselines.
A small transported correction can augment a complete Local model when receiver evidence supports it while leaving the Local prediction unchanged otherwise, and the central result is that a small transported correction can augment a complete Local model when receiver evidence supports it while leaving the Local predict...
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