Summarization

Video Summarization with Large Language Models CVPR 2025 VTechAGP: An Academic-to-General-Audience Text Paraphrase Dataset and Benchmark Models NAACL 2025 What Are They Talking About? A Benchmark of Knowledge-Grounded Discussion Summarization IJCNLP 2025 What Is That Talk About? A Video-to-Text Summarization Dataset for Scientific Presentations ACL 2025 What Matters in Evaluating Book-Length Stories? A Systematic Study of Long Story Evaluation ACL 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 Who Remembers What? Tracing Information Fidelity in Human-AI Chains IJCNLP 2025 WisPerMed @ PerAnsSumm 2025: Strong Reasoning Through Structured Prompting and Careful Answer Selection Enhances Perspective Extraction and Summarization of Healthcare Forum Threads NAACL 2025 Zero-Shot Strategies for Length-Controllable Summarization NAACL 2025 A Call for Clarity in Beam Search: How It Works and When It Stops COLING 2024 Achieving Human Parity in Content-Grounded Datasets Generation ICLR 2024 ACLSum: A New Dataset for Aspect-based Summarization of Scientific Publications NAACL 2024 A Community-Driven Data-to-Text Platform for Football Match Summaries COLING 2024 Active Learning for Abstractive Text Summarization via LLM-Determined Curriculum and Certainty Gain Maximization EMNLP 2024 ACUEval: Fine-grained Hallucination Evaluation and Correction for Abstractive Summarization ACL 2024 AdaptEval: Evaluating Large Language Models on Domain Adaptation for Text Summarization EMNLP 2024 Adding Argumentation into Human Evaluation of Long Document Abstractive Summarization: A Case Study on Legal Opinions COLING 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 A Fairness Analysis of Human and AI-Generated Student Reflection Summaries ACL 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 Alleviating Exposure Bias in Abstractive Summarization via Sequentially Generating and Revising COLING 2024