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Summarization

873 directly classified papers

Papers per year

Papers

Beyond Perplexity: Let the Reader Select Retrieval Summaries via Spectrum Projection Score AAAI 2026
Auto-PRE: An Automatic and Cost-Efficient Peer-Review Framework for Language Generation Evaluation AAAI 2026
Harmful Factuality: LLMs Correcting What They Shouldn’t EACL 2026
Towards compact and efficient Slovak summarization models ACL 2025
Temporal reasoning for timeline summarisation in social media ACL 2025
Shared Task at Biolaysumm2025 : Extract then summarize approach Augmented with UMLS based Definition Retrieval for Lay Summary generation. ACL 2025
An Analysis of Datasets, Metrics and Models in Keyphrase Generation ACL 2025
CSTRL: Context-Driven Sequential Transfer Learning for Abstractive Radiology Report Summarization ACL 2025
Overview of the BioLaySumm 2025 Shared Task on Lay Summarization of Biomedical Research Articles and Radiology Reports ACL 2025
Graph-Augmented Open-Domain Multi-Document Summarization COLING 2025
QQSUM: A Novel Task and Model of Quantitative Query-Focused Summarization for Review-based Product Question Answering ACL 2025
How to Compare Things Properly? A Study of Argument Relevance in Comparative Question Answering ACL 2025
Multi-document Summarization through Multi-document Event Relation Graph Reasoning in LLMs: a case study in Framing Bias Mitigation ACL 2025
MetninOzU at BioLaySumm2025: Text Summarization with Reverse Data Augmentation and Injecting Salient Sentences ACL 2025
From Complexity to Clarity: Transforming Chest X-ray Reports with Chained Prompting (Student Abstract) AAAI 2025
Natural Language Processing in Support of Evidence-based Medicine: A Scoping Review ACL 2025
AUTOSUMM: A Comprehensive Framework for LLM-Based Conversation Summarization ACL 2025
A Tale of Evaluating Factual Consistency: Case Study on Long Document Summarization Evaluation ACL 2025
LAQuer: Localized Attribution Queries in Content-grounded Generation ACL 2025
Paragraph-level Error Correction and Explanation Generation: Case Study for Estonian ACL 2025
LearnLens: LLM-Enabled Personalised, Curriculum-Grounded Feedback with Educators in the Loop EMNLP 2025
Unlocking Legal Knowledge: A Multilingual Dataset for Judicial Summarization in Switzerland EMNLP 2025
REVerSum: A Multi-staged Retrieval-Augmented Generation Method to Enhance Wikipedia Tail Biographies through Personal Narratives COLING 2025
Beyond N-Grams: Rethinking Evaluation Metrics and Strategies for Multilingual Abstractive Summarization ACL 2025
Enhancing Event-centric News Cluster Summarization via Data Sharpening and Localization Insights ACL 2025