Summarization

DiscoGraMS: Enhancing Movie Screen-Play Summarization using Movie Character-Aware Discourse Graph NAACL 2025 Discourse-Driven Evaluation: Unveiling Factual Inconsistency in Long Document Summarization NAACL 2025 Discrete Diffusion Language Model for Efficient Text Summarization NAACL 2025 Distilling Structured Rationale from Large Language Models to Small Language Models for Abstractive Summarization AAAI 2025 Doc2Chart: Intent-Driven Zero-Shot Chart Generation from Documents EMNLP 2025 Document-level Simplification and Illustration Generation Multimodal Coherence EMNLP 2025 DomainSum: A Hierarchical Benchmark for Fine-Grained Domain Shift in Abstractive Text Summarization NAACL 2025 DREsS: Dataset for Rubric-based Essay Scoring on EFL Writing ACL 2025 DTCRS: Dynamic Tree Construction for Recursive Summarization ACL 2025 E2LLM: Encoder Elongated Large Language Models for Long-Context Understanding and Reasoning EMNLP 2025 Empirical Evaluation of Pre-trained Language Models for Summarizing Moroccan Darija News Articles COLING 2025 End-to-End Aspect-Guided Review Summarization at Scale EMNLP 2025 Enhancing Criminal Investigation Analysis with Summarization and Memory-based Retrieval-Augmented Generation: A Comprehensive Evaluation of Real Case Data COLING 2025 Enhancing Event-centric News Cluster Summarization via Data Sharpening and Localization Insights ACL 2025 Enhancing Large Language Models for Scientific Multimodal Summarization with Multimodal Output COLING 2025 Enhancing Long Document Long Form Summarisation with Self-Planning IJCNLP 2025 Enhancing the Comprehensibility of Text Explanations via Unsupervised Concept Discovery ACL 2025 Evaluating LLMs’ Assessment of Mixed-Context Hallucination Through the Lens of Summarization ACL 2025 Evaluating LLMs for Portuguese Sentence Simplification with Linguistic Insights ACL 2025 Evaluating Small Language Models for News Summarization: Implications and Factors Influencing Performance NAACL 2025 Evaluating the Evaluators: Are readability metrics good measures of readability? EMNLP 2025 Evaluation of LLMs in Medical Text Summarization: The Role of Vocabulary Adaptation in High OOV Settings ACL 2025 Evaluation of Multilingual Image Captioning: How far can we get with CLIP models? NAACL 2025 Evaluation Sheet for Deep Research: A Use Case for Academic Survey Writing EMNLP 2025 Event-based evaluation of abstractive news summarization ACL 2025