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Summarization

1599 directly classified papers

Papers per year

Papers

DataHacks at PerAnsSumm 2025: LoRA-Driven Prompt Engineering for Perspective Aware Span Identification and Summarization NAACL 2025
Multi-document Summarization through Multi-document Event Relation Graph Reasoning in LLMs: a case study in Framing Bias Mitigation ACL 2025
Spot the BlindSpots: Systematic Identification and Quantification of Fine-Grained LLM Biases in Contact Center Call Summarization EMNLP 2025
CUTN_Bio at BioLaySumm: Multi-Task Prompt Tuning with External Knowledge and Readability adaptation for Layman Summarization ACL 2025
SPECS: Specificity-Enhanced CLIP-Score for Long Image Caption Evaluation EMNLP 2025
E2LLM: Encoder Elongated Large Language Models for Long-Context Understanding and Reasoning EMNLP 2025
CMHG: A Dataset and Benchmark for Headline Generation of Minority Languages in China EMNLP 2025
How Private are Language Models in Abstractive Summarization? EMNLP 2025
End-to-End Aspect-Guided Review Summarization at Scale EMNLP 2025
Theme-Explanation Structure for Table Summarization using Large Language Models: A Case Study on Korean Tabular Data ACL 2025
Evaluating the Evaluators: Are readability metrics good measures of readability? EMNLP 2025
Benchmarking LLMs on Semantic Overlap Summarization EMNLP 2025
LingConv: An Interactive Toolkit for Controlled Paraphrase Generation with Linguistic Attribute Control EMNLP 2025
Argument Summarization and its Evaluation in the Era of Large Language Models EMNLP 2025
Introducing Spotlight: A Novel Approach for Generating Captivating Key Information from Documents EMNLP 2025
Towards Trustworthy Summarization of Cardiovascular Articles: A Factuality-and-Uncertainty-Aware Biomedical LLM Approach EMNLP 2025
NBDESCRIB: A Dataset for Text Description Generation from Tables and Code in Jupyter Notebooks with Guidelines ACL 2025
MEDSAGE: Enhancing Robustness of Medical Dialogue Summarization to ASR Errors with LLM-generated Synthetic Dialogues AAAI 2025
Language Models of Code Are Few-Shot Planners and Reasoners for Multi-Document Summarization with Attribution AAAI 2025
Evaluating Small Language Models for News Summarization: Implications and Factors Influencing Performance NAACL 2025
TECHSSN at SemEval-2025 Task 10: A Comparative Analysis of Transformer Models for Dominant Narrative-Based News Summarization ACL 2025
Section-Level Simplification of Biomedical Abstracts EMNLP 2025
The State and Fate of Summarization Datasets: A Survey NAACL 2025
UMB@PerAnsSumm 2025: Enhancing Perspective-Aware Summarization with Prompt Optimization and Supervised Fine-Tuning NAACL 2025
Multilingual Clinical Dialogue Summarization and Information Extraction with Qwen-1.5B LoRA IJCNLP 2025