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language model trustworthiness

3 papers

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Co-occurring keywords · papers mentioning both

uncertainty quantification (2) self-reflective reasoning (1) internal representation analysis (1) semantic dynamics (1) self-reflective rationale (1) model factuality (1) hidden state dynamics (1) model trustworthiness (1) reliability assessment (1) large language model (1)

Papers

Sampling-Free Uncertainty Quantification via Hidden State Dynamics in Language Models AAAI 2026 SCIURus: Shared Circuits for Interpretable Uncertainty Representations in Language Models NAACL 2025 SaySelf: Teaching LLMs to Express Confidence with Self-Reflective Rationales EMNLP 2024