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Summarization

1599 directly classified papers

Papers per year

Papers

LaySummX at BioLaySumm: Retrieval-Augmented Fine-Tuning for Biomedical Lay Summarization Using Abstracts and Retrieved Full-Text Context ACL 2025
5cNLP at BioLaySumm2025: Prompts, Retrieval, and Multimodal Fusion ACL 2025
MIRAGES at BioLaySumm2025: The Impact of Search Terms and Data Curation for Biomedical Lay Summarization ACL 2025
BDA-UC3M @ BioLaySumm: Efficient Lay Summarization with Small-Scale SoTA LLMs ACL 2025
Can Reasoning LLMs Synthesize Complex Climate Statements? ACL 2025
Correcting Hallucinations in News Summaries: Exploration of Self-Correcting LLM Methods with External Knowledge ACL 2025
IRSum: One Model to Rule Summarization and Retrieval ACL 2025
Meetalk: Retrieval-Augmented and Adaptively Personalized Meeting Summarization with Knowledge Learning from User Corrections ACL 2025
COGNAC at SemEval-2025 Task 10: Multi-level Narrative Classification with Summarization and Hierarchical Prompting ACL 2025
Theme-Explanation Structure for Table Summarization using Large Language Models: A Case Study on Korean Tabular Data ACL 2025
BookAsSumQA: An Evaluation Framework for Aspect-Based Book Summarization via Question Answering IJCNLP 2025
LLMs as Architects and Critics for Multi-Source Opinion Summarization IJCNLP 2025
PosterSum: A Multimodal Benchmark for Scientific Poster Summarization IJCNLP 2025
VTechAGP: An Academic-to-General-Audience Text Paraphrase Dataset and Benchmark Models NAACL 2025
Distilling Structured Rationale from Large Language Models to Small Language Models for Abstractive Summarization AAAI 2025
Automatic Summarization of Long Documents (Student Abstract) AAAI 2025
Automatic Legal Judgment Summarization Using Large Language Models: A Case Study for the JUST-NLP 2025 Shared Task IJCNLP 2025
A Comprehensive Text Optimization Approach to Bangla Summarization IJCNLP 2025
Hierarchical Long-Document Summarization using LED for Legal Judgments IJCNLP 2025
Findings of the JUST-NLP 2025 Shared Task on Summarization of Indian Court Judgments IJCNLP 2025
Tutorial on Trustworthy Legal Text Processing with LLMs: Retrieval, Rhetorical Roles, Summarization, and Trustworthy Generation IJCNLP 2025
Factual Dialogue Summarization via Learning from Large Language Models COLING 2025
The State and Fate of Summarization Datasets: A Survey NAACL 2025
Is my Meeting Summary Good? Estimating Quality with a Multi-LLM Evaluator COLING 2025
Learning to Summarize from LLM-generated Feedback NAACL 2025