... here. Frontier models sometimes scored lower because they were too smart, adding guideline level recommendations instead of extracting what the note actually said. The finetuned model better matched the expected extraction style, correctly distinguishing "yes" for chronic conditions vs "no" for routine procedures in follow-up flags. Legal Clause Rewriting (Qwen3-32B) : Tied with one of the top frontier models, within 0.25 of the best. The finetuned model learned to explicitly restate each legal qualifier in simple terms rather than ... ... ways to finetune nowadays. Here's the comparison. OpenAI finetuning is polished and easy but you can't download your model. It lives on their servers, you pay per token forever, and if they deprecate it, it's gone. Unsloth