Summarization

EventSum: A Large-Scale Event-Centric Summarization Dataset for Chinese Multi-News Documents AAAI 2025 Expertly Informed, Generatively Summarized: A Hybrid RAG Approach to Informed Consent Summarization with Auxiliary Expert Knowledge NAACL 2025 Exploring Temporal Event Cues for Dense Video Captioning in Cyclic Co-Learning AAAI 2025 Extract-Explain-Abstract: A Rhetorical Role-Driven Domain-Specific Summarisation Framework for Indian Legal Documents EMNLP 2025 Fact-Controlled Diagnosis of Hallucinations in Medical Text Summarization Interspeech 2025 Factual Dialogue Summarization via Learning from Large Language Models COLING 2025 Fair Summarization: Bridging Quality and Diversity in Extractive Summaries NAACL 2025 FaithBench: A Diverse Hallucination Benchmark for Summarization by Modern LLMs NAACL 2025 FaithfulPersona: Balancing Faithfulness and Personalization in Code Explanations through Self-Critique NAACL 2025 Faithful, Unfaithful or Ambiguous? Multi-Agent Debate with Initial Stance for Summary Evaluation NAACL 2025 FedSum: Data-Efficient Federated Learning Under Data Scarcity Scenario for Text Summarization AAAI 2025 FIDELITY: Fine-grained Interpretable Distillation for Effective Language Insights and Topic Yielding NAACL 2025 Findings of the JUST-NLP 2025 Shared Task on Summarization of Indian Court Judgments AACL 2025 FoodSafeSum: Enabling Natural Language Processing Applications for Food Safety Document Summarization and Analysis EMNLP 2025 FormosanBench: Benchmarking Low-Resource Austronesian Languages in the Era of Large Language Models EMNLP 2025 From Complexity to Clarity: Transforming Chest X-ray Reports with Chained Prompting (Student Abstract) AAAI 2025 From Information to Insight: Leveraging LLMs for Open Aspect-Based Educational Summarization ACL 2025 From Keyterms to Context: Exploring Topic Description Generation in Scientific Corpora EMNLP 2025 From Single to Multi: How LLMs Hallucinate in Multi-Document Summarization NAACL 2025 GPLSICORTEX at SemEval-2025 Task 10: Leveraging Intentions for Generating Narrative Extractions SemEval 2025 Graph-Augmented Open-Domain Multi-Document Summarization COLING 2025 Graph of Records: Boosting Retrieval Augmented Generation for Long-context Summarization with Graphs ACL 2025 GraphRAG Analysis for Financial Narrative Summarization and A Framework for Optimizing Domain Adaptation COLING 2025 G-VEval: A Versatile Metric for Evaluating Image and Video Captions Using GPT-4o AAAI 2025 HalluTree: Explainable Multi-Hop Hallucination Detection for Abstractive Summarization EMNLP 2025