LLM Research Landscape

🧠💰 From macro to micro alpha, LLMs are transforming asset pricing, forecasting, and trading.

Here are reviewed recent academic papers that explore how GPT models (ChatGPT, GPT-4, DeepSeek, etc.) are reshaping financial research and investment strategies. Below is a curated snapshot across equities, crypto, macro, and more.


📌 Selected Highlights with Links

🧠 “GPT-4 can invent stock return factors that outperform anything on Wall Street.”

📉 “ChatGPT understands central bank tone better than humans—and predicts policy moves.”

📞 “If the CEO says something ChatGPT wouldn’t—pay attention. That surprise is alpha.”

📃 “GPT summaries of filings are shorter, sharper, and more predictive than raw text.”

📊 “Retail traders now act on the same signals hedge funds used to keep private.”

🌏 “GPT-based signals predict daily stock returns in China with up to 91% annualized alpha.”

📰 “Markets ignore good news—ChatGPT doesn’t. That’s alpha.”

“Crypto Twitter noise becomes tradable alpha using ChatGPT sentiment.”

🤖 “GPT agents collaborating on crypto trading strategies beat the market.”

💡 “New prompt designs help GPT avoid behavioral traps—boosting Sharpe ratios in gold.”

📈 “From Twitter news alone, ChatGPT builds profitable day-trading portfolios.”


LLMs are becoming active participants in alpha generation.