2025
Random Splitting Negatively Impacts NER Evaluation: Quantifying and Eliminating the Overestimation of NER Performance
ACL 2025finding
In named entity recognition (NER), models are evaluated on their ability to identify entity mentions in text. However, standard evaluation methods often rely on test sets that contain named entities already present in the training data, raising concerns about overestimation of model performance.This…