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cs.CL2026
LakeQuest: A Three-Domain Benchmark for Grounded Question Answering across Data Lakes
Michael Solodko, Steven Gong, Guangwei Yu +3
LakeQuest is a human‑validated benchmark of 9,846 question‑answer pairs for evaluating end‑to‑end retrieval and synthesis over heterogeneous data lakes across AI/ML metadata, retai…
cs.CL2025
MSc-SQL: Multi-Sample Critiquing Small Language Models For Text-To-SQL Translation
Satya Krishna Gorti, Ilan Gofman, Zhaoyan Liu +5
Text-to-SQL generation enables non-experts to interact with databases via natural language. Recent advances rely on large closed-source models like GPT-4 that present challenges in…