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cs.CL2026
Does Out-of-Sight Equal Out-of-Mind in CoT Monitorability?
Pedro Ferreira, Wilker Aziz, Ivan Titov
Chain-of-thought (CoT) reasoning offers a window into the decision-making of large language models (LLMs), which can be monitored for target behaviors by reading the reasoning trac…
cs.CL2026
Clarify, Abstain or Answer? Strategising in Conversation with Belief-Augmented Generation
Joris Baan, Wilker Aziz, Barbara Plank +1
Large language models (LLMs) define a distribution over text, which can be viewed as a probabilistic representation of uncertainty: sampling K responses yields a belief state - res…