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Christian Luhmann

2 accepted papers

2025

Capturing Human Cognitive Styles with Language: Towards an Experimental Evaluation Paradigm

NAACL 2025short

While NLP models often seek to capture cognitive states via language, the validity of predicted states is determined by comparing them to annotations created without access the cognitive states of the authors. In behavioral sciences, cognitive states are instead measured via experiments. Here, we in…

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…