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arXiv — cs.AI

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A Small Model Asks Better: Fine-Tuning Query Clarification for Retrieval-Augmented Generation

arXiv:2610.28686v1 Announce Type: new Abstract: Query clarification is essential for retrieval-augmented generation (RAG) systems that face ambiguous user queries. We consider multi-turn grounded conversational scenarios where a user query is either ill-formed or ambiguous in…

arXiv — cs.AIBy: Lihong He, Lucian Popa, Marina DanilevskyOctober 22, 2026 (10 hours ago)
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  • arXiv:2610.28686v1 Announce Type: new Abstract: Query clarification is essential for retrieval-augmented generation (RAG) systems that face ambiguous user queries
  • We consider multi-turn grounded conversational scenarios where a user query is either ill-formed or ambiguous in…
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A Small Model Asks Better: Fine-Tuning Query Clarification for Retrieval-Augmented Generation

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