| TE2Rules: Explaining Tree Ensembles using Rules | Jun 29, 2022 | Binary ClassificationDecision Making | CodeCode Available | 1 |
| End-to-End Multimodal Fact-Checking and Explanation Generation: A Challenging Dataset and Models | May 25, 2022 | ArticlesClaim Verification | CodeCode Available | 1 |
| 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 |
| CLEVR-X: A Visual Reasoning Dataset for Natural Language Explanations | Apr 5, 2022 | Explanation GenerationQuestion Answering | CodeCode Available | 1 |
| REX: Reasoning-aware and Grounded Explanation | Mar 11, 2022 | Decision MakingExplanation Generation | CodeCode Available | 1 |
| 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 |
| The Future is Agentic: Definitions, Perspectives, and Open Challenges of Multi-Agent Recommender Systems | Jul 2, 2025 | Explanation GenerationHallucination | —Unverified | 0 |
| RealFactBench: A Benchmark for Evaluating Large Language Models in Real-World Fact-Checking | Jun 14, 2025 | Explanation GenerationFact Checking | CodeCode Available | 0 |
| LiTEx: A Linguistic Taxonomy of Explanations for Understanding Within-Label Variation in Natural Language Inference | May 28, 2025 | Explanation GenerationNatural Language Inference | CodeCode Available | 0 |
| Does Rationale Quality Matter? Enhancing Mental Disorder Detection via Selective Reasoning Distillation | May 26, 2025 | Explanation GenerationTransfer Learning | CodeCode Available | 0 |
| Multimodal RAG-driven Anomaly Detection and Classification in Laser Powder Bed Fusion using Large Language Models | May 20, 2025 | Anomaly DetectionDescriptive | —Unverified | 0 |
| SNAPE-PM: Building and Utilizing Dynamic Partner Models for Adaptive Explanation Generation | May 19, 2025 | Bayesian InferenceDecision Making | CodeCode Available | 0 |
| Towards Budget-Friendly Model-Agnostic Explanation Generation for Large Language Models | May 18, 2025 | Explanation Generation | —Unverified | 0 |
| Generating Skyline Explanations for Graph Neural Networks | May 12, 2025 | Explanation Generation | —Unverified | 0 |
| Harnessing LLMs Explanations to Boost Surrogate Models in Tabular Data Classification | May 9, 2025 | Explanation GenerationIn-Context Learning | —Unverified | 0 |
| ChartQA-X: Generating Explanations for Charts | Apr 17, 2025 | Decision MakingExplanation Generation | —Unverified | 0 |
