| Variational Causal Inference Network for Explanatory Visual Question Answering | Jan 1, 2023 | Explanation GenerationExplanatory Visual Question Answering | CodeCode Available | 1 | 5 |
| LLMRec: Benchmarking Large Language Models on Recommendation Task | Aug 23, 2023 | BenchmarkingExplanation Generation | CodeCode Available | 1 | 5 |
| 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 | 5 |
| Learn-Explain-Reinforce: Counterfactual Reasoning and Its Guidance to Reinforce an Alzheimer's Disease Diagnosis Model | Aug 21, 2021 | counterfactualCounterfactual Reasoning | CodeCode Available | 1 | 5 |
| Leakage-Adjusted Simulatability: Can Models Generate Non-Trivial Explanations of Their Behavior in Natural Language? | Oct 8, 2020 | Explanation Generation | CodeCode Available | 1 | 5 |
| OCTET: Object-aware Counterfactual Explanations | Nov 22, 2022 | Autonomous Drivingcounterfactual | CodeCode Available | 1 | 5 |
| Retrieval augmentation of large language models for lay language generation | Nov 7, 2022 | Explanation GenerationRetrieval | CodeCode Available | 1 | 5 |
| End-to-End Multimodal Fact-Checking and Explanation Generation: A Challenging Dataset and Models | May 25, 2022 | ArticlesClaim Verification | CodeCode Available | 1 | 5 |
| Explainable Legal Case Matching via Inverse Optimal Transport-based Rationale Extraction | Jul 9, 2022 | Explanation GenerationFairness | CodeCode Available | 1 | 5 |
| Towards Unified Multi-Modal Personalization: Large Vision-Language Models for Generative Recommendation and Beyond | Mar 15, 2024 | Explanation GenerationImage Generation | CodeCode Available | 1 | 5 |
| CLEVR-X: A Visual Reasoning Dataset for Natural Language Explanations | Apr 5, 2022 | Explanation GenerationQuestion Answering | CodeCode Available | 1 | 5 |
| CodeExp: Explanatory Code Document Generation | Nov 25, 2022 | Explanation GenerationText Generation | CodeCode Available | 1 | 5 |
| A Survey on Interpretable Cross-modal Reasoning | Sep 5, 2023 | Cross-Modal RetrievalDecision Making | CodeCode Available | 1 | 5 |
| Explaining black box text modules in natural language with language models | May 17, 2023 | Explanation Generation | CodeCode Available | 1 | 5 |
| Advisable Learning for Self-Driving Vehicles by Internalizing Observation-to-Action Rules | Jun 1, 2020 | Explanation GenerationSemantic Segmentation | CodeCode Available | 0 | 5 |
| An Information Retrieval Approach to Building Datasets for Hate Speech Detection | Jun 17, 2021 | Active LearningExplanation Generation | CodeCode Available | 0 | 5 |
| Beyond Persuasion: Towards Conversational Recommender System with Credible Explanations | Sep 22, 2024 | Explanation GenerationRecommendation Systems | CodeCode Available | 0 | 5 |
| A Framework for Learning Ante-hoc Explainable Models via Concepts | Aug 25, 2021 | Explainable ModelsExplanation Generation | CodeCode Available | 0 | 5 |
| Learning to Generate Explanation from e-Hospital Services for Medical Suggestion | Oct 1, 2022 | Explanation GenerationMulti-Task Learning | CodeCode Available | 0 | 5 |
| Beyond Labels: Empowering Human Annotators with Natural Language Explanations through a Novel Active-Learning Architecture | May 22, 2023 | Active LearningDecision Making | CodeCode Available | 0 | 5 |
| Analogy Generation by Prompting Large Language Models: A Case Study of InstructGPT | Oct 9, 2022 | Explanation Generation | CodeCode Available | 0 | 5 |
| Global Human-guided Counterfactual Explanations for Molecular Properties via Reinforcement Learning | Jun 19, 2024 | counterfactualCounterfactual Explanation | CodeCode Available | 0 | 5 |
| GNN2R: Weakly-Supervised Rationale-Providing Question Answering over Knowledge Graphs | Dec 4, 2023 | Explanation GenerationGraph Neural Network | CodeCode Available | 0 | 5 |
| Does Rationale Quality Matter? Enhancing Mental Disorder Detection via Selective Reasoning Distillation | May 26, 2025 | Explanation GenerationTransfer Learning | CodeCode Available | 0 | 5 |
| Aligning Explanations for Recommendation with Rating and Feature via Maximizing Mutual Information | Jul 18, 2024 | Explanation Generation | CodeCode Available | 0 | 5 |
