extractive summarization

SAHM: A Benchmark for Arabic Financial and Shari’ah-Compliant Reasoning ACL 2026 StrucSum: Graph-Structured Reasoning for Long Document Extractive Summarization with LLMs EACL 2026 A Mixed-Language Multi-Document News Summarization Dataset and a Graphs-Based Extract-Generate Model NAACL 2025 Combining Extractive and Generative Methods for Legal Summarization: Tayronas Trigrams at JUST-NLP 2025 AACL 2025 Context-Aware Hierarchical Merging for Long Document Summarization ACL 2025 EXIT: Context-Aware Extractive Compression for Enhancing Retrieval-Augmented Generation ACL 2025 Fair Summarization: Bridging Quality and Diversity in Extractive Summaries NAACL 2025 GraphLSS: Integrating Lexical, Structural, and Semantic Features for Long Document Extractive Summarization NAACL 2025 MIRAGES at BioLaySumm2025: The Impact of Search Terms and Data Curation for Biomedical Lay Summarization ACL 2025 Pick and Summarize: Integrating Extractive and Abstractive Speech Summarization Interspeech 2025 Plutus: Benchmarking Large Language Models in Low-Resource Greek Finance EMNLP 2025 RainCityNLP at BioLaySumm2025: Extract then Summarize at Home ACL 2025 ReproHum #0729-04: Human Evaluation Reproduction Report for “MemSum: Extractive Summarization of Long Documents Using Multi-Step Episodic Markov Decision Processes” ACL 2025 ReproHum #0729-04: Partial reproduction of the human evaluation of the MemSum and NeuSum summarisation systems ACL 2025 Shared Task at Biolaysumm2025 : Extract then summarize approach Augmented with UMLS based Definition Retrieval for Lay Summary generation. ACL 2025 SUWMIT at BioLaySumm2025: Instruction-based Summarization with Contrastive Decoding ACL 2025 TermDiffuSum: A Term-guided Diffusion Model for Extractive Summarization of Legal Documents COLING 2025 ACLSum: A New Dataset for Aspect-based Summarization of Scientific Publications NAACL 2024 A Survey on Extractive Knowledge Graph Summarization: Applications, Approaches, Evaluation, and Future Directions IJCAI 2024 Document-level Claim Extraction and Decontextualisation for Fact-Checking ACL 2024 Enhancing Scientific Document Summarization with Research Community Perspective and Background Knowledge COLING 2024 Extractive Summarization with Text Generator NAACL 2024 From News to Summaries: Building a Hungarian Corpus for Extractive and Abstractive Summarization COLING 2024 Hierarchical Attention Graph for Scientific Document Summarization in Global and Local Level NAACL 2024 InstructCMP: Length Control in Sentence Compression through Instruction-based Large Language Models ACL 2024