Supervised Fine-Tuning for Reasoning Large Language Models: A Survey.

arXiv:2610.37681v1 Announce Type: cross Abstract: Large reasoning models have recently demonstrated remarkable capabilities in solving complex tasks, where supervised fine-tuning (SFT) on long chain-of-thought data serves as a crucial foundation for eliciting