Summarization

Hierarchical Attention Adapter for Abstractive Dialogue Summarization EMNLP 2025 Hierarchical Long-Document Summarization using LED for Legal Judgments AACL 2025 HiMATE: A Hierarchical Multi-Agent Framework for Machine Translation Evaluation EMNLP 2025 How Private are Language Models in Abstractive Summarization? EMNLP 2025 How to Compare Things Properly? A Study of Argument Relevance in Comparative Question Answering ACL 2025 Image Captioning Evaluation in the Age of Multimodal LLMs: Challenges and Future Perspectives IJCAI 2025 Improving Aspect-Based Summarization via Contrastive Learning with Anchored Negative Examples EMNLP 2025 Improving Fairness of Large Language Models in Multi-document Summarization ACL 2025 Incremental Summarization for Customer Support via Progressive Note-Taking and Agent Feedback EMNLP 2025 Inducing Argument Facets for Faithful Opinion Summarization EMNLP 2025 InstanceCap: Improving Text-to-Video Generation via Instance-aware Structured Caption CVPR 2025 Integrating Graph based Algorithm and Transformer Models for Abstractive Summarization AACL 2025 Integrating Video and Text: A Balanced Approach to Multimodal Summary Generation and Evaluation IJCNLP 2025 Intelligent Clinical Assistant for Personalized Responses and Clinical Summaries AAAI 2025 Intent-aware Schema Generation and Refinement for Literature Review Tables EMNLP 2025 Introducing Spotlight: A Novel Approach for Generating Captivating Key Information from Documents EMNLP 2025 IRSum: One Model to Rule Summarization and Retrieval ACL 2025 Is my Meeting Summary Good? Estimating Quality with a Multi-LLM Evaluator COLING 2025 Just What You Desire: Constrained Timeline Summarization with Self-Reflection for Enhanced Relevance AAAI 2025 KHU_LDI at BioLaySumm2025: Fine-tuning and Refinement for Lay Radiology Report Generation ACL 2025 KyuHyunChoi at SemEval-2025 Task 10: Narrative Extraction Using a Summarization-Specific Pretrained Model SemEval 2025 Language Models of Code Are Few-Shot Planners and Reasoners for Multi-Document Summarization with Attribution AAAI 2025 LAQuer: Localized Attribution Queries in Content-grounded Generation ACL 2025 Large Language Models for Automated Literature Review: An Evaluation of Reference Generation, Abstract Writing, and Review Composition EMNLP 2025 LaySummX at BioLaySumm: Retrieval-Augmented Fine-Tuning for Biomedical Lay Summarization Using Abstracts and Retrieved Full-Text Context ACL 2025