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Dan Roth

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• Decomposed Prompting Does Not Fix Knowledge Gaps, But Helps Models Say "I Don't Know"
• CORE-T: COherent REtrieval of Tables for Text-to-SQL
• Budget-Aware Anytime Reasoning with LLM-Synthesized Preference Data
• PersonaMem-v2: Towards Personalized Intelligence via Learning Implicit User Personas and Agentic Memory
• Can LLMs Narrate Tabular Data? An Evaluation Framework for Natural Language Representations of Text-to-SQL System Outputs
• ToolScope: Enhancing LLM Agent Tool Use through Tool Merging and Context-Aware Filtering