Transfer and Active Learning for Dissonance Detection: Addressing the Rare-Class Challenge

1 code implementation • 3 May 2023 • Vasudha Varadarajan, Swanie Juhng, Syeda Mahwish, Xiaoran Liu, Jonah Luby, Christian Luhmann, H. Andrew Schwartz

While transformer-based systems have enabled greater accuracies with fewer training examples, data acquisition obstacles still persist for rare-class tasks -- when the class label is very infrequent (e. g. < 5% of samples).

Active Learning Implicit Discourse Relation Classification +1