tool calling2 min read
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.
By Aaron Fainman, Gabriela Kadlecov\'a, Maciej Gryka, Bartosz Kruszczy\'nski, Usman Zafar, C\'edric Archambeau, Aaron Klein, David Salinas, Selim Nowicki, Jacek GolebiowskiarXiv - cs.CL (NLP)
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Originally published by arXiv - cs.CL (NLP) on Oct 7, 2026.
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