Firefly: Illuminating Large-Scale Verified Tool-Call Data Generation from Real APIs
arXiv:2605.17558v1 Announce Type: cross Abstract: Training tool-calling agents requires large-scale trajectory data with verifiable labels, yet existing approaches either synthesize environments that