Sentiment works in small-cap stocks: Japanese stock's sentiment with language models

Masahiro Suzuki, Yasushi Ishikawa, Masayuki Teraguchi, Hiroki Sakaji

Abstract: Highlights•We constructed multiple sentiment models including recent LLMs, from text.•We analyzed Japanese company sentiment and financial market performance.•Higher sentiment, especially in small-cap stocks, yields higher excess returns.