| Empowering CAM-Based Methods with Capability to Generate Fine-Grained and High-Faithfulness Explanations | Mar 16, 2023 | Explanation Generation | CodeCode Available | 0 | 5 |
| Tox-BART: Leveraging Toxicity Attributes for Explanation Generation of Implicit Hate Speech | Jun 6, 2024 | Explanation GenerationWorld Knowledge | 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 |
| UCEpic: Unifying Aspect Planning and Lexical Constraints for Generating Explanations in Recommendation | Sep 28, 2022 | DiversityExplainable Recommendation | 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 |
| Textual Explanations for Automated Commentary Driving | Apr 12, 2023 | Autonomous VehiclesExplanation Generation | CodeCode Available | 0 | 5 |
| SNAPE-PM: Building and Utilizing Dynamic Partner Models for Adaptive Explanation Generation | May 19, 2025 | Bayesian InferenceDecision Making | CodeCode Available | 0 | 5 |
| Elaborative Simplification: Content Addition and Explanation Generation in Text Simplification | Oct 20, 2020 | Explanation GenerationSentence | CodeCode Available | 0 | 5 |
| Exploring Iterative Enhancement for Improving Learnersourced Multiple-Choice Question Explanations with Large Language Models | Sep 19, 2023 | Explanation GenerationLanguage Modelling | CodeCode Available | 0 | 5 |
| Cross-Refine: Improving Natural Language Explanation Generation by Learning in Tandem | Sep 11, 2024 | Explanation GenerationLanguage Modelling | CodeCode Available | 0 | 5 |
| Self-Rationalization in the Wild: A Large Scale Out-of-Distribution Evaluation on NLI-related tasks | Feb 7, 2025 | Abstractive Text SummarizationExplanation Generation | CodeCode Available | 0 | 5 |
| Evaluating Evidence Attribution in Generated Fact Checking Explanations | Jun 18, 2024 | Explanation GenerationFact Checking | CodeCode Available | 0 | 5 |
| Reward Engineering for Generating Semi-structured Explanation | Sep 15, 2023 | Explanation GenerationReinforcement Learning (RL) | CodeCode Available | 0 | 5 |
| Sentiment-enhanced Graph-based Sarcasm Explanation in Dialogue | Feb 6, 2024 | Explanation GenerationLanguage Modelling | CodeCode Available | 0 | 5 |
| Sustainable transparency in Recommender Systems: Bayesian Ranking of Images for Explainability | Jul 27, 2023 | Explainable RecommendationExplanation Generation | CodeCode Available | 0 | 5 |
| Red Dragon AI at TextGraphs 2019 Shared Task: Language Model Assisted Explanation Generation | Nov 20, 2019 | Explanation GenerationLanguage Modeling | CodeCode Available | 0 | 5 |
| Preference Distillation for Personalized Generative Recommendation | Jul 6, 2024 | Explanation GenerationRecommendation Systems | CodeCode Available | 0 | 5 |
| Counterfactual Explanations for Models of Code | Nov 10, 2021 | counterfactualCounterfactual Explanation | CodeCode Available | 0 | 5 |
| NN2Rules: Extracting Rule List from Neural Networks | Jul 4, 2022 | Decision MakingExplainable artificial intelligence | CodeCode Available | 0 | 5 |
| Adapting to Change: Robust Counterfactual Explanations in Dynamic Data Landscapes | Aug 4, 2023 | Binary ClassificationContrastive Learning | CodeCode Available | 0 | 5 |
| Explaining Interactions Between Text Spans | Oct 20, 2023 | Community DetectionDecision Making | CodeCode Available | 0 | 5 |
| Take It Easy: Label-Adaptive Self-Rationalization for Fact Verification and Explanation Generation | Oct 5, 2024 | Explanation GenerationFact Checking | CodeCode Available | 0 | 5 |
| Mismatch Quest: Visual and Textual Feedback for Image-Text Misalignment | Dec 5, 2023 | Explanation GenerationVisual Grounding | 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 |
| LIREx: Augmenting Language Inference with Relevant Explanation | Dec 16, 2020 | Explanation GenerationNatural Language Inference | CodeCode Available | 0 | 5 |
| Explainable Debugger for Black-box Machine Learning Models | Jul 18, 2021 | Anomaly DetectionBIG-bench Machine Learning | CodeCode Available | 0 | 5 |
| 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 | 5 |
| Chunk-aware Alignment and Lexical Constraint for Visual Entailment with Natural Language Explanations | Jul 23, 2022 | Decision MakingExplanation Generation | CodeCode Available | 0 | 5 |
| IndMask: Inductive Explanation for Multivariate Time Series Black-Box Models | Oct 20, 2024 | Explanation GenerationTime Series | 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 |
| A Framework for Learning Ante-hoc Explainable Models via Concepts | Aug 25, 2021 | Explainable ModelsExplanation Generation | CodeCode Available | 0 | 5 |
| Explaining Veracity Predictions with Evidence Summarization: A Multi-Task Model Approach | Feb 9, 2024 | Explanation GenerationFact Checking | CodeCode Available | 0 | 5 |
| Explainable Agency by Revealing Suboptimality in Child-Robot Learning Scenarios | Nov 6, 2020 | Explanation Generation | CodeCode Available | 0 | 5 |
| Generating High-Quality Explanations for Navigation in Partially-Revealed Environments | May 21, 2021 | counterfactualExplanation Generation | CodeCode Available | 0 | 5 |
| RealFactBench: A Benchmark for Evaluating Large Language Models in Real-World Fact-Checking | Jun 14, 2025 | Explanation GenerationFact Checking | CodeCode Available | 0 | 5 |
| RecExplainer: Aligning Large Language Models for Explaining Recommendation Models | Nov 18, 2023 | Explanation GenerationInstruction Following | CodeCode Available | 0 | 5 |
| Generating High-Quality Explanations for Navigation in Partially-Revealed Environments | Dec 1, 2021 | counterfactualExplanation Generation | CodeCode Available | 0 | 5 |
| Explanation Regeneration via Information Bottleneck | Dec 19, 2022 | Explanation GenerationLanguage Modeling | CodeCode Available | 0 | 5 |
| RU22Fact: Optimizing Evidence for Multilingual Explainable Fact-Checking on Russia-Ukraine Conflict | Mar 25, 2024 | 16kClaim Verification | CodeCode Available | 0 | 5 |
| Global Human-guided Counterfactual Explanations for Molecular Properties via Reinforcement Learning | Jun 19, 2024 | counterfactualCounterfactual Explanation | CodeCode Available | 0 | 5 |
| Multimodal Coherent Explanation Generation of Robot Failures | Oct 1, 2024 | Explanation GenerationNatural Language Inference | CodeCode Available | 0 | 5 |
| Target-Augmented Shared Fusion-based Multimodal Sarcasm Explanation Generation | Feb 11, 2025 | Explanation Generation | CodeCode Available | 0 | 5 |
| ExPUNations: Augmenting Puns with Keywords and Explanations | Oct 24, 2022 | Explanation GenerationNatural Language Understanding | CodeCode Available | 0 | 5 |
| Enriching Visual with Verbal Explanations for Relational Concepts -- Combining LIME with Aleph | Oct 4, 2019 | Explanation GenerationInductive logic programming | —Unverified | 0 | 0 |
| Calibrating Trust of Multi-Hop Question Answering Systems with Decompositional Probes | Apr 16, 2022 | Explanation GenerationMulti-hop Question Answering | —Unverified | 0 | 0 |
| Enhancing Emotion Prediction in News Headlines: Insights from ChatGPT and Seq2Seq Models for Free-Text Generation | Jul 14, 2024 | ClassificationEmotion Classification | —Unverified | 0 | 0 |
| Breaking Common Sense: WHOOPS! A Vision-and-Language Benchmark of Synthetic and Compositional Images | Mar 13, 2023 | Common Sense ReasoningExplanation Generation | —Unverified | 0 | 0 |
| E-KAR: A Benchmark for Rationalizing Natural Language Analogical Reasoning | Mar 16, 2022 | Explanation GenerationQuestion Answering | —Unverified | 0 | 0 |
| E-KAR: A Benchmark for Rationalizing Natural Language Analogical Reasoning | Nov 16, 2021 | Explanation GenerationQuestion Answering | —Unverified | 0 | 0 |
| EGCR: Explanation Generation for Conversational Recommendation | Aug 17, 2022 | Conversational RecommendationExplanation Generation | —Unverified | 0 | 0 |
