The Shape of Reasoning: Topological Analysis of Reasoning Traces in Large Language Models 事件

The Shape of Reasoning: Topological Analysis of Reasoning Traces in Large Language Models arXiv:2510.20665v3 Announce Type: replace Abstract: Evaluating the quality of reasoning traces from large language models remains understudied, labor-intensive, and unreliable: current practice relies on expert rubrics, manual annotation, and slow pairwise judgments. Automated efforts are dominated by graph-based proxies that quantify structural connectivity but do not clarify what constitutes high-quality