Natural Language Explanations for Machine Learning Classification Decisions

Burton, James; Al Moubayed, Noura; Enshaei, Amir

doi:10.1109/ijcnn54540.2023.10191637

All Outputs (2)

On Isotropy, Contextualization and Learning Dynamics of Contrastive-based Sentence Representation Learning (2023)
Presentation / Conference Contribution
Xiao, C., Long, Y., & Al Moubayed, N. (2023, July). On Isotropy, Contextualization and Learning Dynamics of Contrastive-based Sentence Representation Learning. Presented at Findings of the Association for Computational Linguistics: ACL 2023, Toronto, Canada

Natural Language Explanations for Machine Learning Classification Decisions (2023)
Presentation / Conference Contribution
Burton, J., Al Moubayed, N., & Enshaei, A. (2023, June). Natural Language Explanations for Machine Learning Classification Decisions. Presented at 2023 International Joint Conference on Neural Networks (IJCNN), Gold Coast, Australia

This paper addresses the challenge of providing understandable explanations for machine learning classification decisions. To do this, we introduce a dataset of expert-written textual explanations paired with numerical explanations, forming a data-to... Read More about Natural Language Explanations for Machine Learning Classification Decisions.