3 papers
cs.CL2025
RASL: Retrieval Augmented Schema Linking for Massive Database Text-to-SQL
Jeffrey Eben, Aitzaz Ahmad, Stephen Lau
Despite advances in large language model (LLM)-based natural language interfaces for databases, scaling to enterprise-level data catalogs remains an under-explored challenge. Prior…
cs.CV2024
Controlled Automatic Task-Specific Synthetic Data Generation for Hallucination Detection
Yong Xie, Karan Aggarwal, Aitzaz Ahmad +1
We present a novel approach to automatically generate non-trivial task-specific synthetic datasets for hallucination detection. Our approach features a two-step generation-selectio…
cs.CL2024
Learning from Contrastive Prompts: Automated Optimization and Adaptation
Mingqi Li, Karan Aggarwal, Yong Xie +2
As LLMs evolve, significant effort is spent on manually crafting prompts. While existing prompt optimization methods automate this process, they rely solely on learning from incorr…