3 papers
cs.AI2026
Enhancing Multi-Agent Communication through Attention Steering with Context Relevance
Hongxiang Zhang, Yuan Tian, Tianyi Zhang
LLM-based multi-agent systems have demonstrated remarkable performance on complex tasks through collaborative reasoning. However, these systems tend to rapidly accumulate extremely…
cs.HC2025
Text-to-SQL Domain Adaptation via Human-LLM Collaborative Data Annotation
Yuan Tian, Daniel Lee, Fei Wu +5
Text-to-SQL models, which parse natural language (NL) questions to executable SQL queries, are increasingly adopted in real-world applications. However, deploying such models in th…
cs.LG2025
Selective Prompt Anchoring for Code Generation
Yuan Tian, Tianyi Zhang
Recent advances in large language models (LLMs) have transformed software development by automatically generating code from natural language. Yet challenges remain in generating fu…