Deep Papers

Toolformer: Training LLMs To Use Tools

Mar 20, 2023
Ask episode
AI Snips
Chapters
Transcript
Episode notes
INSIGHT

Tools Fix World-Access Limits

  • Language models lack access to the external world, causing limits like outdated knowledge and poor calculations.
  • Equipping models with text-to-text APIs lets them retrieve facts, compute, and connect to personal or temporal context.
ANECDOTE

Code Example That Failed At Runtime

  • Thomas describes a coding example where a model produced code that looked right but failed when run.
  • Executing code and getting runtime feedback would let models debug and iterate like humans.
ADVICE

Design Simple Text-To-Text API Calls

  • Make APIs text-to-text and let the model signal a call with a special token during generation.
  • Interrupt decoding to run the API, insert the textual result, then let the model continue generating.
Get the Snipd Podcast app to discover more snips from this episode
Get the app