LLM-based sentiment reading produces Sharpe ratios more than twice as high as traditional dictionary methods.
Abstract
This study compares dictionary-based methods with modern LLMs for sentiment analysis. Strategies based on OPT-66B generated a Sharpe Ratio of 3.05, significantly outperforming traditional methods (Sharpe 1.23).