...Laiyi Meng; P. Paul Wang; Huidi Lu; W. Yuna Yang; Suhas Vijayakumar Purpose This paper evaluates the performance of off-the-shelf large language models (LLMs) on two distinct entity-specific classification challenges in empirical economic research: assessing sentiment toward individual financial...