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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·há 3 anos·3 comments

Comparing Open-Source LLMs for NL-to-SQL

medium.com
2 points·by nick_rocks·há 3 anos·1 comments

Cutting LLM Costs by 83% with LangSmith

medium.com
15 points·by nick_rocks·há 3 anos·4 comments

comments

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