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Summarization

873 directly classified papers

Papers per year

Papers

Cross-Document Event-Keyed Summarization ACL 2025
MIRAGES at BioLaySumm2025: The Impact of Search Terms and Data Curation for Biomedical Lay Summarization ACL 2025
Distilling Structured Rationale from Large Language Models to Small Language Models for Abstractive Summarization AAAI 2025
MetninOzU at BioLaySumm2025: Text Summarization with Reverse Data Augmentation and Injecting Salient Sentences ACL 2025
ALiiCE: Evaluating Positional Fine-grained Citation Generation NAACL 2025
Shared Task at Biolaysumm2025 : Extract then summarize approach Augmented with UMLS based Definition Retrieval for Lay Summary generation. ACL 2025
NusaDialogue: Dialogue Summarization and Generation for Underrepresented and Extremely Low-Resource Languages COLING 2025
Towards compact and efficient Slovak summarization models ACL 2025
TMATH A Dataset for Evaluating Large Language Models in Generating Educational Hints for Math Word Problems COLING 2025
An Analysis of Datasets, Metrics and Models in Keyphrase Generation ACL 2025
Learning to Summarize from LLM-generated Feedback NAACL 2025
Meetalk: Retrieval-Augmented and Adaptively Personalized Meeting Summarization with Knowledge Learning from User Corrections ACL 2025
Empirical Evaluation of Pre-trained Language Models for Summarizing Moroccan Darija News Articles COLING 2025
Patient-Centric Question Answering- Overview of the Shared Task at the Second Workshop on NLP and AI for Multilingual and Healthcare Communication IJCNLP 2025
Multilingual Clinical Dialogue Summarization and Information Extraction with Qwen-1.5B LoRA IJCNLP 2025
MedQwen-PE: Medical Qwen for Parameter-Efficient Multilingual Patient-Centric Summarization, Question Answering and Information Extraction IJCNLP 2025
CIOL at CLPsych 2025: Using Large Lanuage Models for Understanding and Summarizing Clinical Texts NAACL 2025
Decomposed Opinion Summarization with Verified Aspect-Aware Modules ACL 2025
uMedSum: A Unified Framework for Clinical Abstractive Summarization ACL 2025
An Empirical Study of Many-to-Many Summarization with Large Language Models ACL 2025
DREsS: Dataset for Rubric-based Essay Scoring on EFL Writing ACL 2025
BMIKE-53: Investigating Cross-Lingual Knowledge Editing with In-Context Learning ACL 2025
What Matters in Evaluating Book-Length Stories? A Systematic Study of Long Story Evaluation ACL 2025
Multi-Level Explanations for Generative Language Models ACL 2025
From Information to Insight: Leveraging LLMs for Open Aspect-Based Educational Summarization ACL 2025