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There really isn't a good tool-calling model in open source, and I don't think the problem is fine-tuning.

The best ones so far are fine-tunes. But I agree those numbers aren't great and we haven't figured out tool-calling yet

Qwen3, Gemma, Mistral are open source and good at tool calling.