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Swanie Juhng

2 accepted papers

2023

Discourse-Level Representations can Improve Prediction of Degree of Anxiety

ACL 2023short

Anxiety disorders are the most common of mental illnesses, but relatively little is known about how to detect them from language. The primary clinical manifestation of anxiety is worry associated cognitive distortions, which are likely expressed at the discourse-level of semantics. Here, we investig…

Cited by 11SourcePDFScholar
2023

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

ACL 2023long

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 has in general been proposed to alleviate such challenges, but…