Datasets and the right models

I’d try Llama 3.1/3.2 8B Instruct or Mistral 7B. They generally handle structured classification and abstention better than generation-focused tuning. Also, include plenty of “no-match” examples so the model learns when to abstain instead of always picking a candidate.