| Rethinking Vision-Language Model in Face Forensics: Multi-Modal Interpretable Forged Face Detector | Mar 26, 2025 | Binary ClassificationDeepFake Detection | CodeCode Available | 2 | 5 |
| MACRec: a Multi-Agent Collaboration Framework for Recommendation | Feb 23, 2024 | Conversational RecommendationDecision Making | CodeCode Available | 2 | 5 |
| Explain and Predict, and then Predict Again | Jan 11, 2021 | Explanation GenerationFact Verification | CodeCode Available | 1 | 5 |
| Towards Interpretable Natural Language Understanding with Explanations as Latent Variables | Oct 24, 2020 | Explanation GenerationNatural Language Understanding | CodeCode Available | 1 | 5 |
| Faithfully Explainable Recommendation via Neural Logic Reasoning | Apr 16, 2021 | Decision MakingExplainable Recommendation | CodeCode Available | 1 | 5 |
| Fin-Fact: A Benchmark Dataset for Multimodal Financial Fact Checking and Explanation Generation | Sep 15, 2023 | Explanation GenerationFact Checking | CodeCode Available | 1 | 5 |
| Multi-source Semantic Graph-based Multimodal Sarcasm Explanation Generation | Jun 29, 2023 | DecoderExplanation Generation | CodeCode Available | 1 | 5 |
| LLM4Vis: Explainable Visualization Recommendation using ChatGPT | Oct 11, 2023 | Data VisualizationExplanation Generation | CodeCode Available | 1 | 5 |
| REX: Reasoning-aware and Grounded Explanation | Mar 11, 2022 | Decision MakingExplanation Generation | CodeCode Available | 1 | 5 |
| Towards Explainable Conversational Recommender Systems | May 27, 2023 | Explainable RecommendationExplanation Generation | CodeCode Available | 1 | 5 |
| XplainLLM: A Knowledge-Augmented Dataset for Reliable Grounded Explanations in LLMs | Nov 15, 2023 | Decision MakingDecoder | CodeCode Available | 1 | 5 |
| Harnessing the Power of Multi-Task Pretraining for Ground-Truth Level Natural Language Explanations | Dec 8, 2022 | Explanation GenerationVisual Entailment | CodeCode Available | 1 | 5 |
| Structured, flexible, and robust: benchmarking and improving large language models towards more human-like behavior in out-of-distribution reasoning tasks | May 11, 2022 | BenchmarkingExplanation Generation | CodeCode Available | 1 | 5 |
| Rethinking the Evaluation for Conversational Recommendation in the Era of Large Language Models | May 22, 2023 | Conversational RecommendationExplanation Generation | CodeCode Available | 1 | 5 |
| A Comprehensive Evaluation of GPT-4V on Knowledge-Intensive Visual Question Answering | Nov 13, 2023 | Decision MakingExplanation Generation | CodeCode Available | 1 | 5 |
| Do Vision & Language Decoders use Images and Text equally? How Self-consistent are their Explanations? | Apr 29, 2024 | Answer GenerationBenchmarking | CodeCode Available | 1 | 5 |
| EX-FEVER: A Dataset for Multi-hop Explainable Fact Verification | Oct 15, 2023 | Claim VerificationExplanation Generation | CodeCode Available | 1 | 5 |
| Explainable Automated Fact-Checking for Public Health Claims | Oct 19, 2020 | Explanation GenerationFact Checking | CodeCode Available | 1 | 5 |
| QED: A Framework and Dataset for Explanations in Question Answering | Sep 8, 2020 | Explanation GenerationNatural Questions | CodeCode Available | 1 | 5 |
| Explaining Patterns in Data with Language Models via Interpretable Autoprompting | Oct 4, 2022 | Explanation GenerationNatural Language Understanding | CodeCode Available | 1 | 5 |
| Sim2Word: Explaining Similarity with Representative Attribute Words via Counterfactual Explanations | Sep 8, 2022 | Attributecounterfactual | CodeCode Available | 1 | 5 |
| TE2Rules: Explaining Tree Ensembles using Rules | Jun 29, 2022 | Binary ClassificationDecision Making | CodeCode Available | 1 | 5 |
| VLIS: Unimodal Language Models Guide Multimodal Language Generation | Oct 15, 2023 | Caption GenerationExplanation Generation | CodeCode Available | 1 | 5 |
| Zorro: Valid, Sparse, and Stable Explanations in Graph Neural Networks | May 18, 2021 | AttributeExplanation Generation | CodeCode Available | 1 | 5 |
| HealthFC: Verifying Health Claims with Evidence-Based Medical Fact-Checking | Sep 15, 2023 | Claim VerificationExplanation Generation | CodeCode Available | 1 | 5 |
| 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 |
