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SQL-PaLM Explained!

  Рет қаралды 5,067

Weaviate • Vector Database

Weaviate • Vector Database

Күн бұрын

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

Пікірлер: 6
@muhannadobeidat
@muhannadobeidat 3 ай бұрын
Excellent content, thanks for putting all of this together. One thing would be interesting to explore is some of the models you had in the comparison tables which performed much better than palm and gpt such as RESDSQL. Any pointers about those, fine tuning them, etc…
@SafetyLabsInc_ca
@SafetyLabsInc_ca 9 ай бұрын
Thanks for the video. It was a bit long, a bit of rambling!
@nirmalsankalana7970
@nirmalsankalana7970 Жыл бұрын
Insightful video! Thank you
@gambaweb
@gambaweb Жыл бұрын
I was expecting the Github to be shared
@seakan6835
@seakan6835 8 ай бұрын
Any code updated for SQL-PaLM?
@nawabpundit4072
@nawabpundit4072 Жыл бұрын
this video looks AI generated
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