springofwindslabs/function-calling-en-trial

🛑 Most Function-Calling Failures Are Not Schema Failures. They Are State Failures. The model believes the world is still valid — when reality has already changed. It calls the right tool with stale beliefs, gets "success", and moves on. That is how agents silently corrupt production state. This dataset trains argument-level correctness under changing state: multi-turn tool use, error recovery, and explicit verification steps — not just happy-path calls. Function Calling Dataset… See the full description on the dataset page: https://huggingface.co/datasets/springofwindslabs/function-calling-en

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