Summarization

Scaling Multi-Document Event Summarization: Evaluating Compression vs. Full-Text Approaches NAACL 2025 SciRIFF: A Resource to Enhance Language Model Instruction-Following over Scientific Literature EMNLP 2025 Section-Level Simplification of Biomedical Abstracts EMNLP 2025 Select-then-Route : Taxonomy guided Routing for LLMs EMNLP 2025 Shared Task at Biolaysumm2025 : Extract then summarize approach Augmented with UMLS based Definition Retrieval for Lay Summary generation. ACL 2025 Shot2Story: A New Benchmark for Comprehensive Understanding of Multi-shot Videos ICLR 2025 Simplified Rewriting Improves Expert Summarization IJCNLP 2025 SlimLM: An Efficient Small Language Model for On-Device Document Assistance ACL 2025 SPECS: Specificity-Enhanced CLIP-Score for Long Image Caption Evaluation EMNLP 2025 Spot the BlindSpots: Systematic Identification and Quantification of Fine-Grained LLM Biases in Contact Center Call Summarization EMNLP 2025 SRS-Stories: Vocabulary-constrained multilingual story generation for language learning EMNLP 2025 Structure-Aware Chunking for Abstractive Summarization of Long Legal Documents AACL 2025 Structured Discourse Representation for Factual Consistency Verification ACL 2025 SUMIE: A Synthetic Benchmark for Incremental Entity Summarization COLING 2025 Summarization of Opinionated Political Documents with Varied Perspectives COLING 2025 Summarizing Speech: A Comprehensive Survey EMNLP 2025 Summary the Savior: Harmful Keyword and Query-based Summarization for LLM Jailbreak Defense NAACL 2025 SummPilot: Bridging Efficiency and Customization for Interactive Summarization System AAAI 2025 Supporting Plain Language Summarization of Psychological Meta-Analyses with Large Language Models IJCNLP 2025 SURVEYFORGE : On the Outline Heuristics, Memory-Driven Generation, and Multi-dimensional Evaluation for Automated Survey Writing ACL 2025 SurveyGen: Quality-Aware Scientific Survey Generation with Large Language Models EMNLP 2025 SUWMIT at BioLaySumm2025: Instruction-based Summarization with Contrastive Decoding ACL 2025 T2R-BENCH: A Benchmark for Real World Table-to-Report Task EMNLP 2025 TablePilot: Recommending Human-Preferred Tabular Data Analysis with Large Language Models ACL 2025 Teaching Large Language Models Number-Focused Headline Generation With Key Element Rationales NAACL 2025