| AR-BERT: Aspect-relation enhanced Aspect-level Sentiment Classification with Multi-modal Explanations | Aug 26, 2021 | Aspect-Based Sentiment Analysis (ABSA)Explanation Generation | CodeCode Available | 1 |
| Learn-Explain-Reinforce: Counterfactual Reasoning and Its Guidance to Reinforce an Alzheimer's Disease Diagnosis Model | Aug 21, 2021 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 |
| Zorro: Valid, Sparse, and Stable Explanations in Graph Neural Networks | May 18, 2021 | AttributeExplanation Generation | CodeCode Available | 1 |
| Faithfully Explainable Recommendation via Neural Logic Reasoning | Apr 16, 2021 | Decision MakingExplainable Recommendation | CodeCode Available | 1 |
| Explain and Predict, and then Predict Again | Jan 11, 2021 | Explanation GenerationFact Verification | CodeCode Available | 1 |
| Towards Interpretable Natural Language Understanding with Explanations as Latent Variables | Oct 24, 2020 | Explanation GenerationNatural Language Understanding | CodeCode Available | 1 |
| Explainable Automated Fact-Checking for Public Health Claims | Oct 19, 2020 | Explanation GenerationFact Checking | CodeCode Available | 1 |
| Leakage-Adjusted Simulatability: Can Models Generate Non-Trivial Explanations of Their Behavior in Natural Language? | Oct 8, 2020 | Explanation Generation | CodeCode Available | 1 |
| QED: A Framework and Dataset for Explanations in Question Answering | Sep 8, 2020 | Explanation GenerationNatural Questions | CodeCode Available | 1 |
| Hierarchical Interaction Summarization and Contrastive Prompting for Explainable Recommendations | Jul 8, 2025 | Contrastive LearningDimensionality Reduction | —Unverified | 0 |
