Turnslide: Scalable Multi-Turn Data Synthesis by Walking a Finite-State Machine
Small language models are inexpensive to serve and can run on private infrastructure, but base models are often not good enough at multi-turn tool calling, and fine-tuning them needs per-API data that rarely exists. Existing synthesis methods are too expensive for high-scale fine-tuning, as they often require mock oper...
Aaron Fainman, Gabriela Kadlecová, Maciej Gryka et al.
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