| 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 |
| OCTET: Object-aware Counterfactual Explanations | Nov 22, 2022 | Autonomous Drivingcounterfactual | 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 |
| LLMRec: Benchmarking Large Language Models on Recommendation Task | Aug 23, 2023 | BenchmarkingExplanation Generation | CodeCode Available | 1 | 5 |
| Multi-source Semantic Graph-based Multimodal Sarcasm Explanation Generation | Jun 29, 2023 | DecoderExplanation Generation | CodeCode Available | 1 | 5 |
| Explainable Legal Case Matching via Inverse Optimal Transport-based Rationale Extraction | Jul 9, 2022 | Explanation GenerationFairness | 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 |
| Explaining Patterns in Data with Language Models via Interpretable Autoprompting | Oct 4, 2022 | Explanation GenerationNatural Language Understanding | 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 |
| 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 |
| LLM4Vis: Explainable Visualization Recommendation using ChatGPT | Oct 11, 2023 | Data VisualizationExplanation Generation | CodeCode Available | 1 | 5 |
| Explainable Automated Fact-Checking for Public Health Claims | Oct 19, 2020 | Explanation GenerationFact Checking | 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 |
| Explain and Predict, and then Predict Again | Jan 11, 2021 | Explanation GenerationFact Verification | CodeCode Available | 1 | 5 |
| CLEVR-X: A Visual Reasoning Dataset for Natural Language Explanations | Apr 5, 2022 | Explanation GenerationQuestion Answering | CodeCode Available | 1 | 5 |
| Retrieval augmentation of large language models for lay language generation | Nov 7, 2022 | Explanation GenerationRetrieval | 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 |
| CodeExp: Explanatory Code Document Generation | Nov 25, 2022 | Explanation GenerationText 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 |
| Faithfully Explainable Recommendation via Neural Logic Reasoning | Apr 16, 2021 | Decision MakingExplainable Recommendation | CodeCode Available | 1 | 5 |
| EX-FEVER: A Dataset for Multi-hop Explainable Fact Verification | Oct 15, 2023 | Claim VerificationExplanation Generation | 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 |
| HealthFC: Verifying Health Claims with Evidence-Based Medical Fact-Checking | Sep 15, 2023 | Claim VerificationExplanation Generation | CodeCode Available | 1 | 5 |
