Computation and Language · Computer Science
A Survey of the State of Explainable AI for Natural Language Processing
Marina Danilevsky, Kun Qian, Ranit Aharonov, Yannis Katsis +2
2025-04-16
Artificial Intelligence · Computer Science
Explaining Explanations: An Overview of Interpretability of Machine Learning
Leilani H. Gilpin, David Bau, Ben Z. Yuan, Ayesha Bajwa +2
2019-02-05
Computation and Language · Computer Science
A Taxonomy for Design and Evaluation of Prompt-Based Natural Language Explanations
Isar Nejadgholi, Mona Omidyeganeh, Marc-Antoine Drouin, Jonathan Boisvert
2025-07-16
Artificial Intelligence · Computer Science
Natural Language Counterfactual Explanations for Graphs Using Large Language Models
Flavio Giorgi, Cesare Campagnano, Fabrizio Silvestri, Gabriele Tolomei
2025-01-28
Machine Learning · Computer Science
Explainable AI needs formalization
Stefan Haufe, Rick Wilming, Benedict Clark, Rustam Zhumagambetov +3
2026-04-09
Artificial Intelligence · Computer Science
Leveraging Generative AI for Human Understanding: Meta-Requirements and Design Principles for Explanatory AI as a new Paradigm
Christian Meske, Justin Brenne, Erdi Uenal, Sabahat Oelcer +1
2026-02-13
Computation and Language · Computer Science
XForecast: Evaluating Natural Language Explanations for Time Series Forecasting
Taha Aksu, Chenghao Liu, Amrita Saha, Sarah Tan +2
2024-10-22
Human-Computer Interaction · Computer Science
"Explanation" is Not a Technical Term: The Problem of Ambiguity in XAI
Leilani H. Gilpin, Andrew R. Paley, Mohammed A. Alam, Sarah Spurlock +1
2022-07-04
Machine Learning · Computer Science
Usable XAI: 10 Strategies Towards Exploiting Explainability in the LLM Era
Xuansheng Wu, Haiyan Zhao, Yaochen Zhu, Yucheng Shi +8
2025-05-20
Human-Computer Interaction · Computer Science
On the Influence of Cognitive Styles on Users' Understanding of Explanations
Lara Riefle, Patrick Hemmer, Carina Benz, Michael Vössing +1
2022-10-06
Human-Computer Interaction · Computer Science
Investigating Explainability of Generative AI for Code through Scenario-based Design
Jiao Sun, Q. Vera Liao, Michael Muller, Mayank Agarwal +3
2022-02-11
Artificial Intelligence · Computer Science
Explanation in Human-AI Systems: A Literature Meta-Review, Synopsis of Key Ideas and Publications, and Bibliography for Explainable AI
Shane T. Mueller, Robert R. Hoffman, William Clancey, Abigail Emrey +1
2019-02-07
Artificial Intelligence · Computer Science
Levels of explainable artificial intelligence for human-aligned conversational explanations
Richard Dazeley, Peter Vamplew, Cameron Foale, Charlotte Young +2
2021-07-08
Machine Learning · Computer Science
Beware of "Explanations" of AI
David Martens, Galit Shmueli, Theodoros Evgeniou, Kevin Bauer +13
2025-04-10