Summarization

AdvSumm: Adversarial Training for Bias Mitigation in Text Summarization EMNLP 2025 AEHRC at BioLaySumm 2025: Leveraging T5 for Lay Summarisation of Radiology Reports ACL 2025 Agent-as-Judge for Factual Summarization of Long Narratives EMNLP 2025 A Guide To Effectively Leveraging LLMs for Low-Resource Text Summarization: Data Augmentation and Semi-supervised Approaches NAACL 2025 AICOE at PerAnsSumm 2025: An Ensemble of Large Language Models for Perspective-Aware Healthcare Answer Summarization NAACL 2025 ALiiCE: Evaluating Positional Fine-grained Citation Generation NAACL 2025 A Multi-Agent Framework with Diagnostic Feedback for Iterative Plain Language Summary Generation from Cochrane Medical Abstracts EMNLP 2025 An Analysis of Datasets, Metrics and Models in Keyphrase Generation ACL 2025 An Empirical Study of Many-to-Many Summarization with Large Language Models ACL 2025 AQuAECHR: Attributed Question Answering for European Court of Human Rights ACL 2025 ArgCMV: An Argument Summarization Benchmark for the LLM-era EMNLP 2025 Argument Summarization and its Evaluation in the Era of Large Language Models EMNLP 2025 Aspect-Based Opinion Summarization with Argumentation Schemes ACL 2025 Aspect-Oriented Summarization for Psychiatric Short-Term Readmission Prediction EMNLP 2025 Assessing LLMs for Zero-shot Abstractive Summarization Through the Lens of Relevance Paraphrasing NAACL 2025 Astute RAG: Overcoming Imperfect Retrieval Augmentation and Knowledge Conflicts for Large Language Models ACL 2025 A Tale of Evaluating Factual Consistency: Case Study on Long Document Summarization Evaluation ACL 2025 Automated main concept generation for narrative discourse assessment in aphasia ACL 2025 Automatic Evaluation of Language Generation Technology Based on Structure Alignment COLING 2025 Automatic Legal Judgment Summarization Using Large Language Models: A Case Study for the JUST-NLP 2025 Shared Task AACL 2025 Automatic Summarization of Long Documents (Student Abstract) AAAI 2025 AUTOSUMM: A Comprehensive Framework for LLM-Based Conversation Summarization ACL 2025 AveniBench: Accessible and Versatile Evaluation of Finance Intelligence COLING 2025 BDA-UC3M @ BioLaySumm: Efficient Lay Summarization with Small-Scale SoTA LLMs ACL 2025 Behavioral Analysis of Information Salience in Large Language Models ACL 2025