Summarization

Measuring the Effect of Transcription Noise on Downstream Language Understanding Tasks ACL 2025 Medifact at PerAnsSumm 2025: Leveraging Lightweight Models for Perspective-Specific Summarization of Clinical Q&A Forums NAACL 2025 MedQwen-PE: Medical Qwen for Parameter-Efficient Multilingual Patient-Centric Summarization, Question Answering and Information Extraction AACL 2025 MEDSAGE: Enhancing Robustness of Medical Dialogue Summarization to ASR Errors with LLM-generated Synthetic Dialogues AAAI 2025 MedSummRAG: Domain-Specific Retrieval for Medical Summarization ACL 2025 Meetalk: Retrieval-Augmented and Adaptively Personalized Meeting Summarization with Knowledge Learning from User Corrections ACL 2025 MetninOzU at BioLaySumm2025: Text Summarization with Reverse Data Augmentation and Injecting Salient Sentences ACL 2025 MFinMeeting: A Multilingual, Multi-Sector, and Multi-Task Financial Meeting Understanding Evaluation Dataset ACL 2025 MIRAGES at BioLaySumm2025: The Impact of Search Terms and Data Curation for Biomedical Lay Summarization ACL 2025 MISP-Meeting: A Real-World Dataset with Multimodal Cues for Long-form Meeting Transcription and Summarization ACL 2025 Mixture of Knowledge Minigraph Agents for Literature Review Generation AAAI 2025 MNLP at PerAnsSumm: A Classifier-Refiner Architecture for Improving the Classification of Consumer Health User Responses NAACL 2025 Modeling Motivated Reasoning in Law: Evaluating Strategic Role Conditioning in LLM Summarization EMNLP 2025 Multi2: Multi-Agent Test-Time Scalable Framework for Multi-Document Processing EMNLP 2025 Multi-document Summarization through Multi-document Event Relation Graph Reasoning in LLMs: a case study in Framing Bias Mitigation ACL 2025 Multi-Level Explanations for Generative Language Models ACL 2025 Multilingual Clinical Dialogue Summarization and Information Extraction with Qwen-1.5B LoRA AACL 2025 Mutual Reinforcement of LLM Dialogue Synthesis and Summarization Capabilities for Few-Shot Dialogue Summarization NAACL 2025 Natural Language Processing in Support of Evidence-based Medicine: A Scoping Review ACL 2025 NBDESCRIB: A Dataset for Text Description Generation from Tables and Code in Jupyter Notebooks with Guidelines ACL 2025 NexusSum: Hierarchical LLM Agents for Long-Form Narrative Summarization ACL 2025 NIT-Surat@L-Sum: A Semantic Retrieval-Based Framework for Summarizing Indian Judicial Documents AACL 2025 NLP4Health: Multilingual Clinical Dialogue Summarization and QA with mT5 and LoRA AACL 2025 NLP for Counterspeech against Hate and Misinformation (CSHAM) ACL 2025 Not Lost After All: How Cross-Encoder Attribution Challenges Position Bias Assumptions in LLM Summarization EMNLP 2025