Augustine of Hippo at SemEval-2023 Task 4: An Explainable Knowledge Extraction Method to Identify Human Values in Arguments with SuperASKE

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Alfio Ferrara, Sergio Picascia, Elisabetta Rocchetti

Published: 01 Jan 2023, Last Modified: 14 May 2025SemEval@ACL 2023EveryoneRevisionsBibTeXCC BY-SA 4.0
Abstract: In this paper we present and discuss the results achieved by the “Augustine of Hippo” team at SemEval-2023 Task 4 about human value detection. In particular, we provide a quantitative and qualitative reviews of the results obtained by SuperASKE, discussing respectively performance metrics and classification errors. Finally, we present our main contribution: an explainable and unsupervised approach mapping arguments to concepts, followed by a supervised classification model mapping concepts to human values.