Summarization

Benchmarking LLMs on Semantic Overlap Summarization EMNLP 2025 Bengali ChartSumm: A Benchmark Dataset and study on feasibility of Large Language Models on Bengali Chart to Text Summarization COLING 2025 Beyond N-Grams: Rethinking Evaluation Metrics and Strategies for Multilingual Abstractive Summarization ACL 2025 BMIKE-53: Investigating Cross-Lingual Knowledge Editing with In-Context Learning ACL 2025 BookAsSumQA: An Evaluation Framework for Aspect-Based Book Summarization via Question Answering IJCNLP 2025 Boundary Matters: Leveraging Structured Text Plots for Long Text Outline Generation EMNLP 2025 Bridging Health Literacy Gaps in Indian Languages: Multilingual LLMs for Clinical Text Simplification AACL 2025 BriefMe: A Legal NLP Benchmark for Assisting with Legal Briefs ACL 2025 CADS: A Systematic Literature Review on the Challenges of Abstractive Dialogue Summarization (Abstract Reprint) IJCAI 2025 Can Language Models Capture Human Writing Preferences for Domain-Specific Text Summarization? ACL 2025 Can LLMs Narrate Tabular Data? An Evaluation Framework for Natural Language Representations of Text-to-SQL System Outputs EMNLP 2025 Can Reasoning LLMs Synthesize Complex Climate Statements? ACL 2025 Capturing the Dynamics of Mental Well-Being: Adaptive and Maladaptive States in Social Media NAACL 2025 CaseSumm: A Large-Scale Dataset for Long-Context Summarization from U.S. Supreme Court Opinions NAACL 2025 Chain-of-Interactions: Multi-step Iterative ICL Framework for Abstractive Task-Oriented Dialogue Summarization of Conversational AI Interactions EMNLP 2025 Chain of Knowledge Graph: Information-Preserving Multi-Document Summarization for Noisy Documents COLING 2025 Chapter-Llama: Efficient Chaptering in Hour-Long Videos with LLMs CVPR 2025 ChartCap: Mitigating Hallucination of Dense Chart Captioning ICCV 2025 ChartPoint: Guiding MLLMs with Grounding Reflection for Chart Reasoning ICCV 2025 CIOL at CLPsych 2025: Using Large Lanuage Models for Understanding and Summarizing Clinical Texts NAACL 2025 CiteFix: Enhancing RAG Accuracy Through Post-Processing Citation Correction ACL 2025 CMHG: A Dataset and Benchmark for Headline Generation of Minority Languages in China EMNLP 2025 CNNSum: Exploring Long-Context Summarization with Large Language Models in Chinese Novels ACL 2025 COGNAC at SemEval-2025 Task 10: Multi-level Narrative Classification with Summarization and Hierarchical Prompting SemEval 2025 CoKe: Customizable Fine-Grained Story Evaluation via Chain-of-Keyword Rationalization ACL 2025