Humzah Merchant

Forecasting With LLMs: Improved Generalization Through Feature Steering

Humzah Merchant, Bradford Levy

Successful forecasting involves identifying patterns between historical and future states of the world which generalize to future observations. We apply LLMs to a variety of forecasting tasks and inspect their internal states using sparse autoencoders to understand whether they a…Read more