Liyang Gao

A Survey of Zero-Shot and Few-Shot Learning with Large Language Models for Financial Sentiment Analysis

Overall, LLMs offer a flexible and annotation-light alternative to traditional fine-tuning, but their successful deployment in finance will depend on robust prompt engineering and solid factual grounding.