SSRNML & AI Methods

Memorisation or Alpha? Detecting Look-Ahead Contamination in Cross-Sectional Equity Signals

Testing whether a large language model ranks stocks by forecasting or memory, the study finds a significant information-coefficient gap of 0.185 inside versus outside its training window, suggesting substantial look-ahead contamination.