{"version":1,"type":"story","url":"https://digestai.news/story/study-llms-prefer-to-answer-over-clarifying-ambiguous-references","json":"https://digestai.news/story/study-llms-prefer-to-answer-over-clarifying-ambiguous-references.json","markdown":"https://digestai.news/story/study-llms-prefer-to-answer-over-clarifying-ambiguous-references.md","slug":"study-llms-prefer-to-answer-over-clarifying-ambiguous-references","headline":"Study: LLMs prefer to answer over clarifying ambiguous references","summary":"A new study from arXiv cs.CL suggests that large language models (LLMs) often opt for quick answers rather than asking clarifying questions when faced with ambiguous references. The research, which uses the SIMMC 2.1 dataset as a test environment, reveals how many clarification questions are needed to successfully resolve ambiguous terms. It also introduces BACE, a method designed to encourage LLMs to ask more clarifying questions, potentially improving their ability to handle ambiguity in dialogue.","keyPoints":["Study examines LLM behavior with ambiguous references","LLMs often prefer quick answers over clarification","Proposes BACE for better handling of ambiguous terms"],"whyItMatters":"Understanding how LLMs respond to ambiguous references can help improve their performance in natural language processing tasks, particularly in dialogue systems.","category":{"slug":"research","name":"Research","url":"https://digestai.news/category/research"},"entities":{"companies":[],"models":["LLMs","BACE"],"people":[]},"firstPublishedAt":"2026-11-05T05:00:00Z","updatedAt":"2026-11-05T05:00:00Z","sourceCount":1,"hasPrimarySource":true,"sources":[{"outlet":"arXiv cs.CL","title":"When to Ask, When to Answer: Strategic Clarification for Ambiguous Reference Resolution in Dialogue","url":"https://arxiv.org/abs/2611.05517","publishedAt":"2026-11-05T05:00:00Z","type":"primary","primary":true,"lead":true}],"sourceNotes":null,"discussions":[],"thread":null,"cite":{"text":"Digest AI, \"Study: LLMs prefer to answer over clarifying ambiguous references\", 5 November 2026, https://digestai.news/story/study-llms-prefer-to-answer-over-clarifying-ambiguous-references","publisher":"Digest AI","title":"Study: LLMs prefer to answer over clarifying ambiguous references","datePublished":"2026-11-05T05:00:00Z","url":"https://digestai.news/story/study-llms-prefer-to-answer-over-clarifying-ambiguous-references"},"generatedBy":"Written by Digest AI's editorial model from the linked sources; the sources are the record.","license":"Headlines, digests and key points are written by Digest AI and may be quoted with a link to the story page. Linked articles belong to their publishers. Terms: https://digestai.news/terms#reuse"}