rationale extraction

Connecting Concept Layers and Rationales to Enhance Language Model Interpretability EMNLP 2025 Explanation Regularisation through the Lens of Attributions COLING 2025 Learning from Committee: Reasoning Distillation from a Mixture of Teachers with Peer-Review ACL 2025 RATIONALYST: Pre-training Process-Supervision for Improving Reasoning ACL 2025 Table-Text Alignment: Explaining Claim Verification Against Tables in Scientific Papers EMNLP 2025 Denoising Rationalization for Multi-hop Fact Verification via Multi-granular Explainer EMNLP 2024 Is the MMI Criterion Necessary for Interpretability? Degenerating Non-causal Features to Plain Noise for Self-Rationalization NeurIPS 2024 MARE: Multi-Aspect Rationale Extractor on Unsupervised Rationale Extraction EMNLP 2024 On the Interplay between Fairness and Explainability NAACL 2024 Rationale-based Opinion Summarization NAACL 2024 Towards Explainable Multi-Label Text Classification: A Multi-Task Rationalisation Framework for Identifying Indicators of Forced Labour EMNLP 2024 Towards Interpretable Hate Speech Detection using Large Language Model-extracted Rationales NAACL 2024 Distilling Step-by-Step! Outperforming Larger Language Models with Less Training Data and Smaller Model Sizes ACL 2023 Exploring Faithful Rationale for Multi-Hop Fact Verification via Salience-Aware Graph Learning AAAI 2023 Model Interpretability and Rationale Extraction by Input Mask Optimization ACL 2023 REFER: An End-to-end Rationale Extraction Framework for Explanation Regularization CoNLL 2023 Unsupervised Selective Rationalization with Noise Injection ACL 2023 A Rationale-Centric Framework for Human-in-the-loop Machine Learning ACL 2022 Are Shortest Rationales the Best Explanations for Human Understanding? ACL 2022 DARE: Disentanglement-Augmented Rationale Extraction NeurIPS 2022 Diagnostics-Guided Explanation Generation AAAI 2022 Flexible Instance-Specific Rationalization of NLP Models AAAI 2022 From the Detection of Toxic Spans in Online Discussions to the Analysis of Toxic-to-Civil Transfer ACL 2022 The Irrationality of Neural Rationale Models NAACL 2022 Translation Error Detection as Rationale Extraction ACL 2022