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extractive summarization

310 papers

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Co-occurring keywords

text summarization (889) abstractive summarization (631) document summarization (139) unsupervised learning (3255) multi-document summarization (160) neural network (6616) sentence extraction (36) text generation (2903) graph neural network (3945) scientific document (90)

Papers

StrucSum: Graph-Structured Reasoning for Long Document Extractive Summarization with LLMs EACL 2026
Fair Summarization: Bridging Quality and Diversity in Extractive Summaries NAACL 2025
MIRAGES at BioLaySumm2025: The Impact of Search Terms and Data Curation for Biomedical Lay Summarization 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
EXIT: Context-Aware Extractive Compression for Enhancing Retrieval-Augmented Generation ACL 2025
Context-Aware Hierarchical Merging for Long Document Summarization ACL 2025
A Mixed-Language Multi-Document News Summarization Dataset and a Graphs-Based Extract-Generate Model NAACL 2025
ReproHum #0729-04: Partial reproduction of the human evaluation of the MemSum and NeuSum summarisation systems ACL 2025
Combining Extractive and Generative Methods for Legal Summarization: Tayronas Trigrams at JUST-NLP 2025 AACL 2025
TermDiffuSum: A Term-guided Diffusion Model for Extractive Summarization of Legal Documents COLING 2025
RainCityNLP at BioLaySumm2025: Extract then Summarize at Home ACL 2025
SUWMIT at BioLaySumm2025: Instruction-based Summarization with Contrastive Decoding ACL 2025
GraphLSS: Integrating Lexical, Structural, and Semantic Features for Long Document Extractive Summarization NAACL 2025
Plutus: Benchmarking Large Language Models in Low-Resource Greek Finance EMNLP 2025
Shared Task at Biolaysumm2025 : Extract then summarize approach Augmented with UMLS based Definition Retrieval for Lay Summary generation. ACL 2025
Rationale-based Opinion Summarization NAACL 2024
Two-Stage Graph-Augmented Summarization of Scientific Documents EMNLP 2024
Enhancing Scientific Document Summarization with Research Community Perspective and Background Knowledge COLING 2024
Towards Enhancing Coherence in Extractive Summarization: Dataset and Experiments with LLMs EMNLP 2024
MultiSum: A Multi-Facet Approach for Extractive Social Summarization Utilizing Semantic and Sociological Relationships AAAI 2024
Document-level Claim Extraction and Decontextualisation for Fact-Checking ACL 2024
InstructCMP: Length Control in Sentence Compression through Instruction-based Large Language Models ACL 2024
Title-based Extractive Summarization via MRC Framework COLING 2024
Unsupervised Extractive Summarization with Learnable Length Control Strategies AAAI 2024
A Survey on Extractive Knowledge Graph Summarization: Applications, Approaches, Evaluation, and Future Directions IJCAI 2024