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semantic dynamics

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internal representation analysis (1) language model trustworthiness (1) hidden state dynamics (1) model trustworthiness (1) reliability assessment (1) language model (1) uncertainty quantification (1) probabilistic modeling (1)

Papers

Sampling-Free Uncertainty Quantification via Hidden State Dynamics in Language Models AAAI 2026