Hong-Bo Chen

Not Too Hard, Not Too Easy: Learning from Intermediate States for LLM Structured Reasoning

A common principle of effective learning is to practice material that is neither already mastered nor too difficult to permit progress. We ask how to apply this principle to structured reasoning tasks such as Sudoku and maze solving. In these tasks, a model can repeatedly revise an incomplete or incorrect candidate sol...