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Quail is an open source AI-SQL engine that integrates query planning with LLM inference to achieve over 1 billion input tokens per minute on an H100 GPU.
Introduces Spider 2.0-AIFunc, a benchmark of 465 instances across 125 real-world databases for evaluating AI-native SQL queries that use cloud platform AI functions. Evaluates ten state-of-the-art models, finding proprietary models reach 67-70% accuracy while open-source models lag behind.