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cs.AI2026
ReToolSQL: Agentic Reinforcement Learning for Robust Text-to-SQL
Pratik Kakkar, Chandra Dhir, Ravi Shankar +2
Recent work has shown that reinforcement learning from execution feedback can substantially improve text-to-SQL performance, often enabling smaller models to match or exceed much l…
cs.AI2026
AgentNLQ: A General-Purpose Agent for Natural Language to SQL
Olena Bogdanov, Yeunji Jung, Chandra Dhir +5
Natural language to SQL (NL2SQL) conversion is an important problem for researchers and enterprises due to the ubiquitous importance of relational databases in broad-ranging practi…