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This video dives into the new SQL-PaLM paper, exploring how well the PaLM LLM can be prompted to convert natural language questions into SQL syntax!
Links:
SQL-PaLM: arxiv.org/pdf/...
SPIDER dataset page: yale-lily.gith...
Weaviate Aggregate API Reference: weaviate.io/de...
OpenAI Playground: platform.opena...
Chapters
0:00 Introduction
1:37 SQL-PaLM in 2 minutes!
6:06 Weaviate Aggregate API
8:36 SQL Query Examples
13:45 Few-Shot Weaviate Aggregate Test
15:02 Text-to-SQL Background and SPIDER
17:15 SPIDER Easy, Medium, Hard, Extra Hard examples
18:47 Few-Shot SQL-PaLM Design
21:12 Consistency and Execution Filtering
25:06 Results
29:37 Takeaways from SQL-PaLM