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cs.CL2026
Factuality on Demand: Controlling the Factuality-Informativeness Trade-off in Text Generation
Ziwei Gong, Yanda Chen, Julia Hirschberg +4
Large language models (LLMs) encode knowledge with varying degrees of confidence. When responding to queries, models face an inherent trade-off: they can generate responses that ar…
cs.CL2026
Business Logic-Driven Text-to-SQL Data Synthesis for Business Intelligence
Jinhui Liu, Ximeng Zhang, Yanbo Ai +1
Evaluating Text-to-SQL agents in private business intelligence (BI) settings is challenging due to the scarcity of realistic, domain-specific data. While synthetic evaluation data…