Unlocking Reasoning in Large Language Models - Conf42 ML 2023

Unlocking Reasoning in Large Language Models - Conf42 ML 2023

Conf42 via YouTube Direct link

agenda

4 of 21

4 of 21

agenda

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Unlocking Reasoning in Large Language Models - Conf42 ML 2023

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  1. 1 intro
  2. 2 preface
  3. 3 about logesh
  4. 4 agenda
  5. 5 what is reasoning?
  6. 6 how is reasoning measured in the literature?
  7. 7 eliciting reasoning
  8. 8 chain of thought prompting and self consistency
  9. 9 program-aided language models
  10. 10 plan-and-solve prompting
  11. 11 star: self-taught reasoner bootstrapping reasoning with reasoning
  12. 12 specializing smaller language models towards multi-step reasoning
  13. 13 distilling step-by-step
  14. 14 recursive and iterative prompting
  15. 15 least-to-most prompting
  16. 16 plan, eliminate, and track
  17. 17 describe, explain, plan and select
  18. 18 tool usage
  19. 19 react: reason and act
  20. 20 chameleon
  21. 21 acknowledgement & further reading

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