multi-document summarization

Leveraging Digitized Newspapers to Collect Summarization Data in Low-Resource Languages EACL 2026 A Mixed-Language Multi-Document News Summarization Dataset and a Graphs-Based Extract-Generate Model NAACL 2025 Benchmarking LLMs on Semantic Overlap Summarization EMNLP 2025 Chain of Knowledge Graph: Information-Preserving Multi-Document Summarization for Noisy Documents COLING 2025 Coverage-based Fairness in Multi-document Summarization NAACL 2025 EventSum: A Large-Scale Event-Centric Summarization Dataset for Chinese Multi-News Documents AAAI 2025 Fair Summarization: Bridging Quality and Diversity in Extractive Summaries NAACL 2025 From Single to Multi: How LLMs Hallucinate in Multi-Document Summarization NAACL 2025 Graph-Augmented Open-Domain Multi-Document Summarization COLING 2025 Improving Fairness of Large Language Models in Multi-document Summarization ACL 2025 Language Models of Code Are Few-Shot Planners and Reasoners for Multi-Document Summarization with Attribution AAAI 2025 LAQuer: Localized Attribution Queries in Content-grounded Generation ACL 2025 MoDS: Moderating a Mixture of Document Speakers to Summarize Debatable Queries in Document Collections NAACL 2025 Multi2: Multi-Agent Test-Time Scalable Framework for Multi-Document Processing EMNLP 2025 Multi-document Summarization through Multi-document Event Relation Graph Reasoning in LLMs: a case study in Framing Bias Mitigation ACL 2025 Principled Content Selection to Generate Diverse and Personalized Multi-Document Summaries ACL 2025 Scaling Multi-Document Event Summarization: Evaluating Compression vs. Full-Text Approaches NAACL 2025 Topic-Guided Reinforcement Learning with LLMs for Enhancing Multi-Document Summarization EMNLP 2025 Attribute First, then Generate: Locally-attributable Grounded Text Generation ACL 2024 Embrace Divergence for Richer Insights: A Multi-document Summarization Benchmark and a Case Study on Summarizing Diverse Information from News Articles NAACL 2024 GLIMPSE: Pragmatically Informative Multi-Document Summarization for Scholarly Reviews ACL 2024 GlobeSumm: A Challenging Benchmark Towards Unifying Multi-lingual, Cross-lingual and Multi-document News Summarization EMNLP 2024 Improving Factuality in Clinical Abstractive Multi-Document Summarization by Guided Continued Pre-training NAACL 2024 MetaSumPerceiver: Multimodal Multi-Document Evidence Summarization for Fact-Checking ACL 2024 Multi-News+: Cost-efficient Dataset Cleansing via LLM-based Data Annotation EMNLP 2024