2 papers
cs.AI2026
LatentRefusal: Latent-Signal Refusal for Unanswerable Text-to-SQL Queries
Xuancheng Ren, Shijing Hu, Zhihui Lu +2
In LLM-based text-to-SQL systems, unanswerable and underspecified user queries may generate not only incorrect text but also executable programs that yield misleading results or vi…
cs.CL2024
SimCT: A Simple Consistency Test Protocol in LLMs Development Lifecycle
Fufangchen Zhao, Guoqiang Jin, Rui Zhao +2
In this work, we report our efforts to advance the standard operation procedure of developing Large Language Models (LLMs) or LLMs-based systems or services in industry. We introdu…