Time Waits for No One! Analysis and Challenges of Temporal Misalignment

Kelvin Luu, Daniel Khashabi, Suchin Gururangan +2

When an NLP model is trained on text data from one time period and tested or deployed on data from another, the resulting temporal misalignment can degrade end-task performance. In…