Preprint Open access
Evaluating Multi-Dimensional Generalization of Large Language Models in Temporal Extraction Tasks
Time and event expression extraction are fundamental temporal reasoning tasks, but the problem remains difficult due to annotation ambiguity, domain sensitivity, and unstable model behavior. Existing evaluations focus on in-domain performance, offering limited insight into reliability under distribution shifts. We eval …