Xinze Shen

FINSENTLLM: MULTI-LLM AND STRUCTURED SEMANTIC SIGNALS FOR ENHANCED FINANCIAL SENTIMENT FORECASTING

Financial sentiment analysis (FSA) has attracted significant attention, and recent studies increasingly explore large language models (LLMs) for this field. Yet most work evaluates only classification metrics, leaving unclear whether sentiment signals align with market behavior. We propose FinSentLL…