TradExpert: Revolutionizing Trading with Mixture of Expert LLMs
a year ago
- #Large Language Models
- #Quantitative Trading
- #Artificial Intelligence
- Introduces TradeExpert, a novel framework using a mixture of expert LLMs for financial trading.
- Utilizes four specialized LLMs to analyze distinct financial data sources: news, market data, alpha factors, and fundamental data.
- Features a General Expert LLM to synthesize insights from specialized LLMs for final predictions or decisions.
- Supports switching between prediction mode (stock movement prediction) and ranking mode (quantitative stock trading) via specific prompts.
- Releases a large-scale financial dataset to evaluate TradeExpert's performance.
- Demonstrates superior performance across all trading scenarios in experimental results.