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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 anni fa·3 comments

Comparing Open-Source LLMs for NL-to-SQL

medium.com
2 points·by nick_rocks·3 anni fa·1 comments

Cutting LLM Costs by 83% with LangSmith

medium.com
15 points·by nick_rocks·3 anni fa·4 comments

comments

nick_rocks
·2 anni fa·discuss
What do you mean by complex SQL? How complex?
nick_rocks
·3 anni fa·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 anni fa·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 anni fa·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 anni fa·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 anni fa·discuss
Fair enough! But have you heard of 2 cases?
nick_rocks
·3 anni fa·discuss
83% cost reduction seems impressive, but is this really an issue for anyone?