Same Answer, Different Reasons: Trace-Level Divergence in Multilingual Large Language Models.

arXiv:2610.29092v1 Announce Type: new Abstract: Multilingual large language models are increasingly deployed in settings where visible reasoning traces support verification, education, and safety auditing, yet standard evaluations typically measure only final-