Qwen 2.5 Coder 7B and Llama 3.1 8B produce usable SQL for pharma manufacturing queries on local hardware while Meditron 7B fails, though all require human oversight for regulated use.
and Malin, Bradley and Klement, William and Eysenbach, Gunther , title =
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Benchmarking Local LLMs for Natural-Language-to-SQL Querying in Biopharmaceutical Manufacturing: An Empirical Benchmark on Consumer-Grade Hardware
Qwen 2.5 Coder 7B and Llama 3.1 8B produce usable SQL for pharma manufacturing queries on local hardware while Meditron 7B fails, though all require human oversight for regulated use.