text summarization

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 PlagBench: Exploring the Duality of Large Language Models in Plagiarism Generation and Detection NAACL 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 Q-STRUM Debate: Query-Driven Contrastive Summarization for Recommendation Comparison ACL 2025 RainCityNLP at BioLaySumm2025: Extract then Summarize at Home ACL 2025 Real-World Summarization: When Evaluation Reaches Its Limits EMNLP 2025 Reranking-based Generation for Unbiased Perspective Summarization ACL 2025 SciRIFF: A Resource to Enhance Language Model Instruction-Following over Scientific Literature EMNLP 2025 Sentiment Analysis of Nakba Oral Histories: A Critical Study of Large Language Models COLING 2025 Shared Task at Biolaysumm2025 : Extract then summarize approach Augmented with UMLS based Definition Retrieval for Lay Summary generation. ACL 2025 Simplified Rewriting Improves Expert Summarization IJCNLP 2025 SlimLM: An Efficient Small Language Model for On-Device Document Assistance ACL 2025 SpecialtyScribe: Enhancing SOAP note Scribing for Medical Specialties using LLM’s NAACL 2025 Structured Discourse Representation for Factual Consistency Verification ACL 2025 Summarization of Opinionated Political Documents with Varied Perspectives COLING 2025 Summarizing Speech: A Comprehensive Survey EMNLP 2025 Summary Factual Inconsistency Detection Based on LLMs Enhanced by Universal Information Extraction ACL 2025 Summary the Savior: Harmful Keyword and Query-based Summarization for LLM Jailbreak Defense NAACL 2025 SummPilot: Bridging Efficiency and Customization for Interactive Summarization System AAAI 2025