most citedMTIR-SQL: Multi-turn Tool-Integrated Reasoning Reinforcement Learning for Text-to-SQL

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cs.SE2026

Tool Retrievers Are Underestimated: Annotation Expansion Reveals True Capability

Yanyu Zhu, Chenheng Zhang, Shaoshen Chen +8

In open-world scenarios with massive and evolving tool repositories, tool-augmented large language models rely on a retriever to surface relevant tools for a given query. Because s…