HomeResearch LibraryToolformer: Language Models Can Teach Themselves to Use…
system architectureChapter 1NeurIPS 2023 · 2023

Toolformer: Language Models Can Teach Themselves to Use Tools

Timo Schick (Meta AI), Jane Dwivedi-Yu (Meta AI), Roberto Dessì (Meta AI)

Abstract

We introduce Toolformer, a model trained to decide which APIs to call, when to call them, what arguments to pass, and how to best incorporate the results into the future token prediction.

Key Contributions

  • Self-supervised tool use learning
  • API call decision mechanism
  • Demonstrated on calculator, QA, translation tools

Topics

tool useAPI callingself-supervised learningtool integration