Aikesheng Open Source Community

Oct 29, 2025 · Artificial Intelligence

What Makes BiomedSQL and LogicCat the Toughest Text‑to‑SQL Benchmarks for LLMs?

BiomedSQL and LogicCat are two newly released Text‑to‑SQL datasets that challenge large language models with complex biomedical reasoning, multi‑step logical inference, and domain‑specific knowledge, offering detailed analyses of query types, scientific reasoning categories, and performance gaps that highlight current LLM limitations.