Summarization

Learning Faster with Better Tokens: Parameter-Efficient Vocabulary Adaptation for Specialized Text Summarization ACL 2026 Let’s Simplify Step by Step: Guiding LLM Towards Multilingual Unsupervised Proficiency-Controlled Sentence Simplification EACL 2026 Leveraging Digitized Newspapers to Collect Summarization Data in Low-Resource Languages EACL 2026 Locate and Explain: Joint Multimodal Emotion Cause Extraction and Summarization in Conversation ACL 2026 Market-Aware Event Timeline Summarization: Integrating Price Signals to Improve Financial News Understanding AAAI 2026 Medical Summarization in Practice: Design, Deployment, and Analysis of a Clinical Summarization System for a German Hospital EACL 2026 ModalSyncSum: Synchronizing Image and Text for Reliable Summary Generation AAAI 2026 MULSUM: A Multimodal Summarization System with Vis-Aligner and Diversity-Aware Image Selection EACL 2026 Narrative License and Model Sycophancy in LLM Summaries of Scientific Work ACL 2026 NewsLensAI: NER-Guided Summarization for Mitigating Hallucination and Bias in LLM-Based News Summaries (Student Abstract) AAAI 2026 No Reader Left Behind: Multi-Agent Summaries Everyone Can Understand ACL 2026 PictureStories: Predicting the Task Adherence of Language Learner Answers to a Picture Story-Based Writing Task EACL 2026 ReFEree: Reference-Free and Fine-Grained Method for Evaluating Factual Consistency in Real-World Code Summarization ACL 2026 Revisiting Metric Reliability for Fine-grained Evaluation of Machine Translation and Summarization in Indian Languages ACL 2026 Stress Testing Factual Consistency Metrics for Long-Document Summarization ACL 2026 StrucSum: Graph-Structured Reasoning for Long Document Extractive Summarization with LLMs EACL 2026 ThreadSumm: Summarization of Nested Discourse Threads Using Tree of Thoughts ACL 2026 What Matters to an LLM? Behavioral and Computational Evidences from Summarization EACL 2026 When Bigger Isn’t Better: A Comprehensive Fairness Evaluation of Political Bias in Multi-News Summarisation ACL 2026 5cNLP at BioLaySumm2025: Prompts, Retrieval, and Multimodal Fusion ACL 2025 𝒜3: Automatic Alignment Framework for Attributed Text Generation ACL 2025 Abdelmalak at PerAnsSumm 2025: Leveraging a Domain-Specific BERT and LLaMA for Perspective-Aware Healthcare Answer Summarization NAACL 2025 Abstractive Summarization of Low resourced Nepali language using Multilingual Transformers COLING 2025 A Budget Recipe for Finetuning a Long-form Legal Summarization Model AACL 2025 A Comprehensive Text Optimization Approach to Bangla Summarization AACL 2025