TextReasoningBench: Does Reasoning Really Improve Text Classification in Large Language Models?

Xinyu Guo, Yazhou Zhang, Jing Qin

Eliciting explicit, step-by-step reasoning traces from large language models (LLMs) has emerged as a dominant paradigm for enhancing model capabilities. Although such reasoning str…