This is a Plain English Papers summary of a research paper called New AI Method Makes Language Models Better at Step-by-Step Problem Solving Without Extra Training. If you like these kinds of analysis, you should join AImodels.fyi or follow us on Twitter.
Overview
- A novel technique called BOLT to help language models produce better reasoning chains
- Improves language model ability to solve complex problems step-by-step
- Does not require model distillation or additional training
- Works by bootstrapping and iteratively refining chains of thought
- Achieves better performance than previous chain-of-thought methods
Plain English Explanation
Chain-of-thought reasoning helps language models solve problems by breaking them down into steps, like showing your work in math class. BOLT makes this process better by having the ...
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