| 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 |
| Multimodal Coherent Explanation Generation of Robot Failures | Oct 1, 2024 | Explanation GenerationNatural Language Inference | 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 |
| Beyond Persuasion: Towards Conversational Recommender System with Credible Explanations | Sep 22, 2024 | Explanation GenerationRecommendation Systems | CodeCode Available | 0 | 5 |
| Reward Engineering for Generating Semi-structured Explanation | Sep 15, 2023 | Explanation GenerationReinforcement Learning (RL) | 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 |
| Elaborative Simplification: Content Addition and Explanation Generation in Text Simplification | Oct 20, 2020 | Explanation GenerationSentence | 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 |
| Cross-Refine: Improving Natural Language Explanation Generation by Learning in Tandem | Sep 11, 2024 | Explanation GenerationLanguage Modelling | 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 |
| Evaluating Evidence Attribution in Generated Fact Checking Explanations | Jun 18, 2024 | Explanation GenerationFact Checking | CodeCode Available | 0 | 5 |
| LIREx: Augmenting Language Inference with Relevant Explanation | Dec 16, 2020 | Explanation GenerationNatural Language Inference | CodeCode Available | 0 | 5 |
| IndMask: Inductive Explanation for Multivariate Time Series Black-Box Models | Oct 20, 2024 | Explanation GenerationTime Series | CodeCode Available | 0 | 5 |
| Counterfactual Explanations for Models of Code | Nov 10, 2021 | counterfactualCounterfactual Explanation | CodeCode Available | 0 | 5 |
| A Framework for Learning Ante-hoc Explainable Models via Concepts | Aug 25, 2021 | Explainable ModelsExplanation Generation | CodeCode Available | 0 | 5 |
| Adapting to Change: Robust Counterfactual Explanations in Dynamic Data Landscapes | Aug 4, 2023 | Binary ClassificationContrastive Learning | CodeCode Available | 0 | 5 |
| Mismatch Quest: Visual and Textual Feedback for Image-Text Misalignment | Dec 5, 2023 | Explanation GenerationVisual Grounding | CodeCode Available | 0 | 5 |
| Generating High-Quality Explanations for Navigation in Partially-Revealed Environments | May 21, 2021 | counterfactualExplanation Generation | CodeCode Available | 0 | 5 |
| FMDLlama: Financial Misinformation Detection based on Large Language Models | Sep 24, 2024 | Explanation GenerationInstruction Following | CodeCode Available | 0 | 5 |
| Explainable Debugger for Black-box Machine Learning Models | Jul 18, 2021 | Anomaly DetectionBIG-bench Machine Learning | CodeCode Available | 0 | 5 |
| Empowering CAM-Based Methods with Capability to Generate Fine-Grained and High-Faithfulness Explanations | Mar 16, 2023 | Explanation Generation | CodeCode Available | 0 | 5 |
| Generating High-Quality Explanations for Navigation in Partially-Revealed Environments | Dec 1, 2021 | counterfactualExplanation 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 |
| Chunk-aware Alignment and Lexical Constraint for Visual Entailment with Natural Language Explanations | Jul 23, 2022 | Decision MakingExplanation Generation | CodeCode Available | 0 | 5 |
