We examine the potential of ChatGPT, and other large language models, in predicting stock market returns using sentiment analysis news headlines. use ChatGPT to indicate whether a given headline is good, bad, or irrelevant for firms' prices. then compute numerical score document positive correlation between these scores subsequent daily returns. Further, outperforms traditional methods. find th...