SHAPE of Thinking: Mathematical Heuristics for Analyzing and Improving LLM Reasoning.

arXiv:2608.28600v2 Announce Type: replace Abstract: Large language models (LLMs) achieve strong performance on mathematical reasoning benchmarks, yet final-answer accuracy reveals little about the strategies they use. We introduce \texttt{SHAPE} (Structured He