text summarization

SUWMIT at BioLaySumm2025: Instruction-based Summarization with Contrastive Decoding ACL 2025 Team XSZ at BioLaySumm2025: Section-Wise Summarization, Retrieval-Augmented LLM, and Reinforcement Learning Fine-Tuning for Lay Summaries ACL 2025 TECHSSN at SemEval-2025 Task 10: A Comparative Analysis of Transformer Models for Dominant Narrative-Based News Summarization SemEval 2025 The State and Fate of Summarization Datasets: A Survey NAACL 2025 TLPIQ at BioLaySumm: Hide and Seq, a FLAN-T5 Model for Biomedical Summarization ACL 2025 Towards compact and efficient Slovak summarization models ACL 2025 Towards Comprehensive Lecture Slides Understanding: Large-scale Dataset and Effective Method ICCV 2025 Towards Multi-dimensional Evaluation of LLM Summarization across Domains and Languages ACL 2025 Towards Understanding LLM-Generated Biomedical Lay Summaries NAACL 2025 UMB@PerAnsSumm 2025: Enhancing Perspective-Aware Summarization with Prompt Optimization and Supervised Fine-Tuning NAACL 2025 Unlocking Legal Knowledge: A Multilingual Dataset for Judicial Summarization in Switzerland EMNLP 2025 What Are They Talking About? A Benchmark of Knowledge-Grounded Discussion Summarization IJCNLP 2025 What’s Wrong? Refining Meeting Summaries with LLM Feedback COLING 2025 When Neutral Summaries Are Not That Neutral: Quantifying Political Neutrality in LLM-Generated News Summaries (Student Abstract) AAAI 2025 Which Viewpoint Shows it Best? Language for Weakly Supervising View Selection in Multi-view Instructional Videos CVPR 2025 WisPerMed at ArchEHR-QA 2025: A Modular, Relevance-First Approach for Grounded Question Answering on Eletronic Health Records ACL 2025 A Community-Driven Data-to-Text Platform for Football Match Summaries COLING 2024 AdaptEval: Evaluating Large Language Models on Domain Adaptation for Text Summarization EMNLP 2024 A Decoding Algorithm for Length-Control Summarization Based on Directed Acyclic Transformers EMNLP 2024 A Document-Level Text Simplification Dataset for Japanese COLING 2024 Aligning Uncertainty: Leveraging LLMs to Analyze Uncertainty Transfer in Text Summarization EACL 2024 AlignSum: Data Pyramid Hierarchical Fine-tuning for Aligning with Human Summarization Preference EMNLP 2024 Analyzing LLM Behavior in Dialogue Summarization: Unveiling Circumstantial Hallucination Trends ACL 2024 APPLS: Evaluating Evaluation Metrics for Plain Language Summarization EMNLP 2024 A Sentiment Consolidation Framework for Meta-Review Generation ACL 2024