From Fact to Judgment: Investigating the Impact of Task Framing on LLM Conviction in Dialogue Systems (2026 · 2 citations)
LLMs increasingly serve as judges, including in social disputes. This paper asks whether their verdicts stay stable when the same fact is posed as a judgment about a person in a dialogue rather than about a statement. The authors introduce the Conversational Judgment Task (CJT). They build items from TruthfulQA…
Prior Beliefs Prejudice LLM-as-Judge: Evidence from Persuasion Evaluation (2026 · 1 citation)
The paper asks whether LLMs used as evaluators can separate how well an argument is made from whether they agree with it.
Language Specific Knowledge: Do Models Know Better in X than in English? (2025 · 1 citation)
Multilingual LLMs are usually assumed to encode meaning in a shared space regardless of input language. The authors show this assumption fails in practice. A model may answer the same question correctly in one language and wrongly in another. They call this Language Specific Knowledge (LSK) and define the Language…
DialDefer: A Framework for Detecting and Mitigating LLM Dialogic Deference (2026)
LLMs increasingly act as outside arbiters of conversations, but their verdicts can depend on presentation rather than substance.

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Updated 1 November 2026