Less Data Less Tokens: Multilingual Unification Learning for Efficient Test-Time Reasoning in LLMs

Kang Chen, Mengdi Zhang, Yixin Cao

This paper explores the challenges of test-time scaling of large language models (LLMs), regarding both the data and inference efficiency. We highlight the diversity of multi-lingu…