Constructing Pareto Frontiers of Optimal Reasoning Termination Methods for Overthinking in Reasoning Models.

arXiv:2610.13570v1 Announce Type: new Abstract: Reasoning models can benefit from test-time scaling, but continued reasoning may become ineffective or harmful, a phenomenon termed overthinking. Evaluations against full thinking compare accuracy and token usage