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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.
by aazo11 3y ago
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.