Papers with persona-grounded dialogue
I Know, but I Don’t Know! How Persona Conflict Undermines Instruction Adherence in Large Language Models (2026.findings-eacl)
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| Challenge: | Existing studies on persona-grounded dialogue assume idealized scenarios where persona and user utterances are fully aligned. |
| Approach: | They propose a taxonomy that categorizes model behaviors into three response types . they propose sycophantic, adherent, and wavering responses as response types. |
| Outcome: | The proposed framework categorizes model behaviors into three response types and develops a measurement schema grounded in this taxonomy. |
PANDA: Persona Attributes Navigation for Detecting and Alleviating Overuse Problem in Large Language Models (2024.emnlp-main)
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| Challenge: | In persona-grounded dialogue, it is required to respond fluently and ground attributes according to the current conversation topic properly. |
| Approach: | They propose a framework to quantify the persona overuse problem of LLMs by establishing clear standards and verifying various LLM based on them. |
| Outcome: | The proposed framework aims to quantify the persona overuse problem of LLMs by establishing clear standards and verifying various LLM based on them. |