Language Models Improve Reasoning With LADDER Framework
LADDER framework helps language models improve by breaking down problems into smaller pieces, boosting math skills by 17%. No additional training or tools needed, just using the model's own capabilities.
This is a Plain English Papers summary of a research paper called AI Model Learns to Break Down Complex Problems, Boosting Math Skills by 17%. If you like these kinds of analysis, you should join AImodels.fyi or follow us on Twitter. Overview LADDER is a new framework that helps language models improve by learning to break down problems Uses recursive problem decomposition to tackle complex reasoning tasks Achieves significant performance improvements across various benchmarks Requires no additional training or tools, only using the model's own capabilities Demonstrates that language...