ChatGPT as a Time Capsule: The Limits of Price Discovery

Sebastian Lehner, Alejandro Lopez-Lira

Frozen large language model (LLM) checkpoints extract information from pre-cutoff public text that is associated with future fundamentals and equity returns beyond standard contemp…