Summarization

NusaDialogue: Dialogue Summarization and Generation for Underrepresented and Extremely Low-Resource Languages COLING 2025 NUTSHELL: A Dataset for Abstract Generation from Scientific Talks ACL 2025 Nyay-Darpan: Enhancing Decision Making Through Summarization and Case Retrieval for Consumer Law in India AACL 2025 On Positional Bias of Faithfulness for Long-form Summarization NAACL 2025 Optimising Factual Consistency in Summarisation via Preference Learning from Multiple Imperfect Metrics EMNLP 2025 Overview of the 1st Workshop on NLP for Empowering Justice AACL 2025 Overview of the BioLaySumm 2025 Shared Task on Lay Summarization of Biomedical Research Articles and Radiology Reports ACL 2025 Overview of the CLPsych 2025 Shared Task: Capturing Mental Health Dynamics from Social Media Timelines NAACL 2025 Overview of the PerAnsSumm 2025 Shared Task on Perspective-aware Healthcare Answer Summarization NAACL 2025 Paired by the Teacher: Turning Unpaired Data into High-Fidelity Pairs for Low-Resource Text Generation EMNLP 2025 Paragraph-level Error Correction and Explanation Generation: Case Study for Estonian ACL 2025 Patient-Centric Multilingual Question Answering and Summary Generation for Head and Neck Cancer and Blood Donation AACL 2025 Patient-Centric Question Answering- Overview of the Shared Task at the Second Workshop on NLP and AI for Multilingual and Healthcare Communication AACL 2025 PerSphere: A Comprehensive Framework for Multi-Faceted Perspective Retrieval and Summarization ACL 2025 Pick and Summarize: Integrating Extractive and Abstractive Speech Summarization Interspeech 2025 PosterSum: A Multimodal Benchmark for Scientific Poster Summarization IJCNLP 2025 PoSum-Bench: Benchmarking Position Bias in LLM-based Conversational Summarization EMNLP 2025 PrahokBART: A Pre-trained Sequence-to-Sequence Model for Khmer Natural Language Generation COLING 2025 PreSumm: Predicting Summarization Performance Without Summarizing ACL 2025 Principled Content Selection to Generate Diverse and Personalized Multi-Document Summaries ACL 2025 QA-prompting: Improving Summarization with Large Language Models using Question-Answering EMNLP 2025 QQSUM: A Novel Task and Model of Quantitative Query-Focused Summarization for Review-based Product Question Answering ACL 2025 Q-STRUM Debate: Query-Driven Contrastive Summarization for Recommendation Comparison ACL 2025 Quantifying Cognitive Bias Induction in LLM-Generated Content IJCNLP 2025 QUARTZ: QA-based Unsupervised Abstractive Refinement for Task-oriented Dialogue Summarization EMNLP 2025