DiaFORGE is a disambiguation-centric fine-tuning pipeline that boosts LLM tool-calling success by 27-49 percentage points on a dynamic benchmark compared to GPT-4o and Claude-3.5-Sonnet.
- Ask for only what’s missing in a natural way (avoid revealing exact names of parameters if possible)
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Disambiguation-Centric Finetuning Makes Enterprise Tool-Calling LLMs More Realistic and Less Risky
DiaFORGE is a disambiguation-centric fine-tuning pipeline that boosts LLM tool-calling success by 27-49 percentage points on a dynamic benchmark compared to GPT-4o and Claude-3.5-Sonnet.