AIBullisharXiv – CS AI · 7h ago7/10
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TAHOE: Text-to-SQL with Automated Hint Optimization from Experience
Researchers introduce Tahoe, a system that optimizes LLM-based Text-to-SQL conversion through dynamic prompt engineering rather than model retraining. By consolidating debugging traces into reusable hints and modeling conflicting user intents as strategies, Tahoe increases query pass rates from 62% to 79% on Spider 2.0-Snow benchmarks while maintaining compatibility across weaker model backbones.
🧠 GPT-5