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Unlocking Reasoning in Large Language Models - Conf42 ML 2023
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- 1 intro
- 2 preface
- 3 about logesh
- 4 agenda
- 5 what is reasoning?
- 6 how is reasoning measured in the literature?
- 7 eliciting reasoning
- 8 chain of thought prompting and self consistency
- 9 program-aided language models
- 10 plan-and-solve prompting
- 11 star: self-taught reasoner bootstrapping reasoning with reasoning
- 12 specializing smaller language models towards multi-step reasoning
- 13 distilling step-by-step
- 14 recursive and iterative prompting
- 15 least-to-most prompting
- 16 plan, eliminate, and track
- 17 describe, explain, plan and select
- 18 tool usage
- 19 react: reason and act
- 20 chameleon
- 21 acknowledgement & further reading
