Episode 3: Data, Scale & Curiosity with Mudit Gupta of Snowflake
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To build generative AI models like the text-to-SQL system by Snowflake, it is important to create a realistic and challenging training dataset rather than relying on academic benchmarks that may be overly simplistic. Customized evaluation metrics that go beyond simple similarity scores but avoid the strictness of execution-based metrics, such as using language models for partial credit scoring, are valuable. Prompting strategies that provide relevant context like table metadata can improve perfo
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