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ENTITY Confidently Wrong, Silently So: Auditing Undetectable Failures of a Deployed On-Device Language Model

Confidently Wrong, Silently So: Auditing Undetectable Failures of a Deployed On-Device Language Model

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  1. TOOL · CL_218953 ·

    New research reveals undetectable failures in on-device language models

    A new research paper published on arXiv details significant reliability issues in deployed on-device language models. The study found that these models often exhibit "task-asymmetric miscalibration," meaning their failu…