| Rethinking Vision-Language Model in Face Forensics: Multi-Modal Interpretable Forged Face Detector | Mar 26, 2025 | Binary ClassificationDeepFake Detection | CodeCode Available | 2 |
| MACRec: a Multi-Agent Collaboration Framework for Recommendation | Feb 23, 2024 | Conversational RecommendationDecision Making | CodeCode Available | 2 |
| Do Vision & Language Decoders use Images and Text equally? How Self-consistent are their Explanations? | Apr 29, 2024 | Answer GenerationBenchmarking | CodeCode Available | 1 |
| Towards Unified Multi-Modal Personalization: Large Vision-Language Models for Generative Recommendation and Beyond | Mar 15, 2024 | Explanation GenerationImage Generation | CodeCode Available | 1 |
| XplainLLM: A Knowledge-Augmented Dataset for Reliable Grounded Explanations in LLMs | Nov 15, 2023 | Decision MakingDecoder | CodeCode Available | 1 |
| A Comprehensive Evaluation of GPT-4V on Knowledge-Intensive Visual Question Answering | Nov 13, 2023 | Decision MakingExplanation Generation | CodeCode Available | 1 |
| EX-FEVER: A Dataset for Multi-hop Explainable Fact Verification | Oct 15, 2023 | Claim VerificationExplanation Generation | CodeCode Available | 1 |
| VLIS: Unimodal Language Models Guide Multimodal Language Generation | Oct 15, 2023 | Caption GenerationExplanation Generation | CodeCode Available | 1 |
| LLM4Vis: Explainable Visualization Recommendation using ChatGPT | Oct 11, 2023 | Data VisualizationExplanation Generation | CodeCode Available | 1 |
| HealthFC: Verifying Health Claims with Evidence-Based Medical Fact-Checking | Sep 15, 2023 | Claim VerificationExplanation Generation | CodeCode Available | 1 |
| Fin-Fact: A Benchmark Dataset for Multimodal Financial Fact Checking and Explanation Generation | Sep 15, 2023 | Explanation GenerationFact Checking | CodeCode Available | 1 |
| A Survey on Interpretable Cross-modal Reasoning | Sep 5, 2023 | Cross-Modal RetrievalDecision Making | CodeCode Available | 1 |
| LLMRec: Benchmarking Large Language Models on Recommendation Task | Aug 23, 2023 | BenchmarkingExplanation Generation | CodeCode Available | 1 |
| Multi-source Semantic Graph-based Multimodal Sarcasm Explanation Generation | Jun 29, 2023 | DecoderExplanation Generation | CodeCode Available | 1 |
| Towards Explainable Conversational Recommender Systems | May 27, 2023 | Explainable RecommendationExplanation Generation | CodeCode Available | 1 |
| Rethinking the Evaluation for Conversational Recommendation in the Era of Large Language Models | May 22, 2023 | Conversational RecommendationExplanation Generation | CodeCode Available | 1 |
| Explaining black box text modules in natural language with language models | May 17, 2023 | Explanation Generation | CodeCode Available | 1 |
| Variational Causal Inference Network for Explanatory Visual Question Answering | Jan 1, 2023 | Explanation GenerationExplanatory Visual Question Answering | CodeCode Available | 1 |
| Harnessing the Power of Multi-Task Pretraining for Ground-Truth Level Natural Language Explanations | Dec 8, 2022 | Explanation GenerationVisual Entailment | CodeCode Available | 1 |
| CodeExp: Explanatory Code Document Generation | Nov 25, 2022 | Explanation GenerationText Generation | CodeCode Available | 1 |
| OCTET: Object-aware Counterfactual Explanations | Nov 22, 2022 | Autonomous Drivingcounterfactual | CodeCode Available | 1 |
| Retrieval augmentation of large language models for lay language generation | Nov 7, 2022 | Explanation GenerationRetrieval | CodeCode Available | 1 |
| Explaining Patterns in Data with Language Models via Interpretable Autoprompting | Oct 4, 2022 | Explanation GenerationNatural Language Understanding | CodeCode Available | 1 |
| Sim2Word: Explaining Similarity with Representative Attribute Words via Counterfactual Explanations | Sep 8, 2022 | Attributecounterfactual | CodeCode Available | 1 |
| Explainable Legal Case Matching via Inverse Optimal Transport-based Rationale Extraction | Jul 9, 2022 | Explanation GenerationFairness | CodeCode Available | 1 |
