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nick_rocks

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How to connect OpenAI's Assistant API to your SQL database

medium.com
6 points·by nick_rocks·3 tahun yang lalu·3 comments

Comparing Open-Source LLMs for NL-to-SQL

medium.com
2 points·by nick_rocks·3 tahun yang lalu·1 comments

Cutting LLM Costs by 83% with LangSmith

medium.com
15 points·by nick_rocks·3 tahun yang lalu·4 comments

comments

nick_rocks
·2 tahun yang lalu·discuss
What do you mean by complex SQL? How complex?
nick_rocks
·3 tahun yang lalu·discuss
Really cool to see people already testing the capabilities of OpenAI's latest release. Not sure how useful this will be in practice since it will likely lack business context/tribal knowledge, but still really interesting.
nick_rocks
·3 tahun yang lalu·discuss
Open source LLMs are catching up with OpenAI. They are also considerably cheaper in the long run. We took a look at how they performed in terms of accuracy vs. OpenAI in an NL-to-SQL workload.

tldr -> For zero-shot prompting, the closed source LLMs are still far ahead in terms of generating accurate SQL. However the gap is closing. With the right dataset for fine-tuning the open-source LLMs might be able to perform at the same level.
nick_rocks
·3 tahun yang lalu·discuss
That's absolutely fascinating! The use of single-molecule fluorescence to verify rotational motion is indeed impressive. I'm curious, how do you think this groundbreaking technique could potentially impact future research in the field?
nick_rocks
·3 tahun yang lalu·discuss
seems like there's a high potential for the AI to hallucinate and get confused with ingredient measurements... last I checked, LLMs struggle with numbers.
nick_rocks
·3 tahun yang lalu·discuss
Fair enough! But have you heard of 2 cases?
nick_rocks
·3 tahun yang lalu·discuss
83% cost reduction seems impressive, but is this really an issue for anyone?