explanation generation

188 papers

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large language model (12755) natural language inference (1278) question answering (2904) text classification (6776) language model (4573) text generation (2903) explainable ai (478) natural language explanation (80) model interpretability (510) commonsense reasoning (502)

Papers

On Behalf of the Stakeholders: Trends in NLP Model Interpretability in the Era of LLMs NAACL 2025

Exploring Iterative Enhancement for Improving Learnersourced Multiple-Choice Question Explanations with Large Language Models AAAI 2025

ELI-Why: Evaluating the Pedagogical Utility of Language Model Explanations ACL 2025

TathyaNyaya and FactLegalLlama: Advancing Factual Judgment Prediction and Explanation in the Indian Legal Context AACL 2025

Team INSAntive at SlavicNLP-2025 Shared Task: Data Augmentation and Enhancement via Explanations for Persuasion Technique Classification ACL 2025

ReasoningRec: Bridging Personalized Recommendations and Human-Interpretable Explanations through LLM Reasoning NAACL 2025

LiTEx: A Linguistic Taxonomy of Explanations for Understanding Within-Label Variation in Natural Language Inference EMNLP 2025

Explain It as Simple as Possible, but No Simpler – Explanation via Model Simplification for Addressing Inferential Gap (Abstract Reprint) IJCAI 2025

Human-in-the-loop or AI-in-the-loop? Automate or Collaborate? AAAI 2025

Generating Visual Explanations from Deep Networks using Implicit Neural Representations WACV 2025

Target-Augmented Shared Fusion-based Multimodal Sarcasm Explanation Generation NAACL 2025

bbStar at SemEval-2025 Task 10: Improving Narrative Classification and Explanation via Fine Tuned Language Models SEMEVAL 2025

Paragraph-level Error Correction and Explanation Generation: Case Study for Estonian ACL 2025

PEIRCE: Unifying Material and Formal Reasoning via LLM-Driven Neuro-Symbolic Refinement ACL 2025

Cross-Refine: Improving Natural Language Explanation Generation by Learning in Tandem COLING 2025

Enhancing Multi-party Dialogue Discourse Parsing with Explanation Generation COLING 2025

From Detection to Explanation: Effective Learning Strategies for LLMs in Online Abusive Language Research COLING 2025

Benchmarking Large Language Models on Answering and Explaining Challenging Medical Questions NAACL 2025

TathyaNyaya and FactLegalLlama: Advancing Factual Judgment Prediction and Explanation in the Indian Legal Context IJCNLP 2025

PropXplain: Can LLMs Enable Explainable Propaganda Detection? EMNLP 2025

Multi-Agent Cross-Lingual Veracity Assessment for Explainable Fake News Detection IJCNLP 2025

Explainable Text Classification with LLMs: Enhancing Performance through Dialectical Prompting and Explanation-Guided Training EMNLP 2025

On Measuring Faithfulness or Self-consistency of Natural Language Explanations ACL 2024

Don’t Just Say “I don’t know”! Self-aligning Large Language Models for Responding to Unknown Questions with Explanations EMNLP 2024

MAINDZ at SemEval-2024 Task 5: CLUEDO - Choosing Legal oUtcome by Explaining Decision through Oversight SEMEVAL 2024