Human Ratings Do Not Reflect Downstream Utility: A Study of Free-Text Explanations for Model Predictions

Jenny Kunz, Martin Jirenius, Oskar Holmström, Marco Kuhlmann. Human Ratings Do Not Reflect Downstream Utility: A Study of Free-Text Explanations for Model Predictions. In Jasmijn Bastings, Yonatan Belinkov, Yanai Elazar, Dieuwke Hupkes, Naomi Saphra, Sarah Wiegreffe, editors, Proceedings of the Fifth BlackboxNLP Workshop on Analyzing and Interpreting Neural Networks for NLP, BlackboxNLP@EMNLP 2022, Abu Dhabi, United Arab Emirates (Hybrid), December 8, 2022. pages 164-177, Association for Computational Linguistics, 2022. [doi]

Abstract

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