Summarization

Combining Extractive and Generative Methods for Legal Summarization: Tayronas Trigrams at JUST-NLP 2025 AACL 2025 Comparison-Based Automatic Evaluation for Meeting Summarization Interspeech 2025 Context-Aware Hierarchical Merging for Long Document Summarization ACL 2025 Contextors at L-SUMM: Retriever-Driven Multi-Generator Summarization AACL 2025 ConTextual: Improving Clinical Text Summarization in LLMs with Context-preserving Token Filtering and Knowledge Graphs MLHC 2025 ContrastScore: Towards Higher Quality, Less Biased, More Efficient Evaluation Metrics with Contrastive Evaluation IJCNLP 2025 Correcting Hallucinations in News Summaries: Exploration of Self-Correcting LLM Methods with External Knowledge ACL 2025 COSMMIC: Comment-Sensitive Multimodal Multilingual Indian Corpus for Summarization and Headline Generation ACL 2025 Coverage-based Fairness in Multi-document Summarization NAACL 2025 CriSPO: Multi-Aspect Critique-Suggestion-guided Automatic Prompt Optimization for Text Generation AAAI 2025 Cross-Document Event-Keyed Summarization ACL 2025 CS-Sum: A Benchmark for Code-Switching Dialogue Summarization and the Limits of Large Language Models EMNLP 2025 CSTRL: Context-Driven Sequential Transfer Learning for Abstractive Radiology Report Summarization ACL 2025 CUTN_Bio at BioLaySumm: Multi-Task Prompt Tuning with External Knowledge and Readability adaptation for Layman Summarization ACL 2025 DACIP-RC: Domain Adaptive Continual Instruction Pre-Training via Reading Comprehension on Business Conversations EMNLP 2025 DACP: Domain-Adaptive Continual Pre-Training of Large Language Models for Phone Conversation Summarization EMNLP 2025 DA-Pred: Performance Prediction for Text Summarization under Domain-Shift and Instruct-Tuning EMNLP 2025 DataHacks at PerAnsSumm 2025: LoRA-Driven Prompt Engineering for Perspective Aware Span Identification and Summarization NAACL 2025 Decomposed Opinion Summarization with Verified Aspect-Aware Modules ACL 2025 Deep Submodular Optimization and LLM for Multimodal Content Extraction and Automatic Poster Generation from Long Document AAAI 2025 Detecting and Mitigating Challenges in Zero-Shot Video Summarization with Video LLMs ACL 2025 Detecting Omissions in LLM-Generated Medical Summaries EMNLP 2025 DETQUS: Decomposition-Enhanced Transformers for QUery-focused Summarization NAACL 2025 DIAMOND: An LLM-Driven Agent for Context-Aware Baseball Highlight Summarization ACL 2025 DiffDVC: Accurate Event Detection for Dense Video Captioning via Diffusion Models AAAI 2025