Task Complexity Matters: An Empirical Study of Reasoning in LLMs for Sentiment Analysis

Donghao Huang, Zhaoxia Wang

Large language models (LLMs) with reasoning capabilities have fueled a compelling narrative that reasoning universally improves performance across language tasks. We test this clai…