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A Systematic Survey of Text Summarization: From Statistical Methods to Large Language Models

https://doi.org/10.1145/3731445
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SummaC : Re-Visiting NLI-based Models for Inconsistency Detection in Summarization
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Sherlock
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Determinantal Point Processes for Machine Learning
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ProphetNet: Predicting Future N-gram for Sequence-to-SequencePre-training
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XL-Sum: Large-Scale Multilingual Abstractive Summarization for 44 Languages
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Latent Dirichlet Allocation

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REFLEX: Reference-Free Evaluation of Log Summarization via Large Language Model Judgment
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System Design for Automating Incident Update Responses Using Large Language Models
inferred← citeshttps://doi.org/10.1109/icicv64824.2025.11086003openalex-snapshot
Fair Summarization in the Age of Large Language Models: A Comprehensive Survey
inferred← citeshttps://doi.org/10.1109/icm66518.2025.11322529openalex-snapshot
End-to-End Transformer Acceleration Through Processing-in-Memory Architectures
inferred← citeshttps://doi.org/10.1109/icmi68585.2026.11539816openalex-snapshot
Code Summarizer: A Deep Learning Transformer-Based Model (CS-DLT)
inferred← citeshttps://doi.org/10.1109/iconscept66142.2025.11437317openalex-snapshot
Evaluating Transformer-Based Models for Abstractive Text Summarization Across Multiple Datasets with Hallucination Analysis
inferred← citeshttps://doi.org/10.1109/icpcsn68523.2026.11543770openalex-snapshot
Hybrid Fuzzy–Deep Neural Network Framework for Accurate and Interpretable Hindi Text Summarization
inferred← citeshttps://doi.org/10.1109/icrtcst68392.2026.11545386openalex-snapshot
A Comparative Study of Automatic Text Summarization: From Statistical Baselines to Transformers and Large Language Models
inferred← citeshttps://doi.org/10.1109/idaacs68557.2025.11322398openalex-snapshot
Intelligent System for Referencing Ukrainian Language News in Detecting Disinformation
inferred← citeshttps://doi.org/10.1109/ifuzzy67152.2025.11287845openalex-snapshot
Fuzzy Gated CNN-Based Speech Conversion and Generative AI Long Text Summarization Technology for a Telephone Subtitle Assistance System
inferred← citeshttps://doi.org/10.1109/incosst69426.2026.11709688openalex-snapshot
Automatic Text Summarization of Indonesian Text with Contextual Top2Vec
inferred← citeshttps://doi.org/10.1109/ispa67752.2025.00180openalex-snapshot
Dual-Phase E-Commerce Consumer Review Summarization Based on Fine-Tuning of Large Language Models
inferred← citeshttps://doi.org/10.1109/kse68178.2025.11309631openalex-snapshot
CABENCH: Benchmarking Composable Ai for Solving Complex Tasks through Composing Ready-to-Use Models
inferred← citeshttps://doi.org/10.1109/noms57970.2025.11073611openalex-snapshot
Multi-Agent LLM System for Automatic Meeting Information Processing
inferred← citeshttps://doi.org/10.1109/ocit66168.2025.11400475openalex-snapshot
AI-Powered Document Summarization: Existing Technologies, Challenges, Proposed Solutions, and Future Prospects
inferred← citeshttps://doi.org/10.1109/roedunet68395.2025.11208478openalex-snapshot
Evaluating Large Language Models Security and Resilience: A Practical Testing Framework
inferred← citeshttps://doi.org/10.1109/sci68648.2025.11333851openalex-snapshot
A Comparative Study of ML Models for Predicting LLM Inference Latency on Cloud Accelerators
inferred← citeshttps://doi.org/10.1109/seeda-cecnsm68644.2025.11329930openalex-snapshot
Greek Automatic Text Summarization: From General Language Models to Legal Domain Challenges
inferred← citeshttps://doi.org/10.1109/slaai-icai68534.2025.11318480openalex-snapshot
Task-Specific Knowledge Distillation for Accurate and Efficient Text Summarization
inferred← citeshttps://doi.org/10.1109/tcyb.2025.3550203openalex-snapshot
LMCBert: An Automatic Academic Paper Rating Model Based on Large Language Models and Contrastive Learning
inferred← citeshttps://doi.org/10.1109/tvcg.2025.3634809openalex-snapshot
VA-Blueprint: Uncovering Building Blocks for Visual Analytics System Design
inferred← citeshttps://doi.org/10.1109/urtc68753.2025.11533014openalex-snapshot
Developing and Evaluating LLM-Powered Learning Companion
inferred← citeshttps://doi.org/10.1145/3696630.3728518openalex-snapshot
From Overload to Insight: Bridging Code Search and Code Review with LLMs
inferred← citeshttps://doi.org/10.1145/3711896.3737378openalex-snapshot
HiBench: Benchmarking LLMs Capability on Hierarchical Structure Reasoning
inferred← citeshttps://doi.org/10.1145/3716368.3735145openalex-snapshot
Titanus: Enabling KV Cache Pruning and Quantization On-the-Fly for LLM Acceleration
inferred← citeshttps://doi.org/10.1145/3742413.3789070openalex-snapshot
StepMIND: A Visual Framework for Stepwise, Multimodal, and Bidirectional Explanations of AI-Generated Data Analysis Pipeline
inferred← citeshttps://doi.org/10.1145/3742413.3789152openalex-snapshot
DiSCo: Making Absence Visible in Intelligent Summarization Interfaces
inferred← citeshttps://doi.org/10.1145/3743703openalex-snapshot
From Overwhelmed to Overview: Understanding Smartphone Users' Preferences and Expectations in Relieving Notification Overload via Text Summarization MHCI011
inferred← citeshttps://doi.org/10.1145/3767155openalex-snapshot
Website Owner Identification through Multi-level Contrastive Representation Learning
inferred← citeshttps://doi.org/10.1145/3770854.3780294openalex-snapshot
HumanLLM: Towards Personalized Understanding and Simulation of Human Nature
inferred← citeshttps://doi.org/10.1145/3772318.3791696openalex-snapshot
Designing Scaffolding Cards to Facilitate LLM-Based Socratic Instruction: An Exploratory Study of Response Strategies to Support Learning
inferred← citeshttps://doi.org/10.1145/3772318.3793386openalex-snapshot
LLM or Human? Perceptions of Trust and Quality in Research Summaries
inferred← citeshttps://doi.org/10.1145/3774905.3795601openalex-snapshot
Towards Automating Articles Screening Processes Using Chain-of-Thought Large Language Models
inferred← citeshttps://doi.org/10.1145/3774905.3795855openalex-snapshot
LLM-Enabled Participatory Platforms for People-Centric Smart Cities
inferred← citeshttps://doi.org/10.1145/3802089openalex-snapshot
MoDora: Tree-Based Semi-Structured Document Analysis System
inferred← citeshttps://doi.org/10.1145/3805712.3808491openalex-snapshot
Learning to Summarize for Search Relevance with Reinforcement Learning
inferred← citeshttps://doi.org/10.1145/3805712.3809913openalex-snapshot
Answer First, Evidence Second? Uncovering Hidden Risks in Well-Structured AI Search Summaries
inferred← citeshttps://doi.org/10.1145/3805862.3805894openalex-snapshot
FineSurE-VN: Semantic-Based Evaluation of Vietnamese Text Summarization
inferred← citeshttps://doi.org/10.1145/3828668openalex-snapshot
MU4Sum: Aspect Unlearning in LLM-based Document Summarization
inferred← citeshttps://doi.org/10.14778/3836663.3836665openalex-snapshot
Unified Static-Dynamic Pruning for Efficient LLM Inference
inferred← citeshttps://doi.org/10.2139/ssrn.7303098openalex-snapshot
Contesting the Rules of the Game: Organized Groups in Election Policymaking
inferred← citeshttps://doi.org/10.2196/68998openalex-snapshot
Scientific Evidence for Clinical Text Summarization Using Large Language Models: Scoping Review
inferred← citeshttps://doi.org/10.2196/70971openalex-snapshot
Using Natural Language Processing to Explore Patient Perspectives on AI Avatars in Support Materials for Patients With Breast Cancer: Survey Study
inferred← citeshttps://doi.org/10.2196/preprints.109011openalex-snapshot
From Findings to Impression: Development and Validation of a Section-Aware Framework for Concept Selection in Radiology Reports (Preprint)
inferred← citeshttps://doi.org/10.2298/fuee2503533ropenalex-snapshot
Improving extractive text summarization via efficient Coati Algorithm for single document
inferred← citeshttps://doi.org/10.32604/cmc.2025.061527openalex-snapshot
Multilingual Text Summarization in Healthcare Using Pre-Trained Transformer-Based Language Models
inferred← citeshttps://doi.org/10.33411/ijist/1777openalex-snapshot
LLM-Powered Framework to Explore Summarized Aggregated Multimedia Vertical Web Search Results
inferred← citeshttps://doi.org/10.3389/frai.2025.1604034openalex-snapshot
Divide and summarize: improve SLM text summarization
inferred← citeshttps://doi.org/10.3390/make7040116openalex-snapshot
Faithful Narratives from Complex Conceptual Models: Should Modelers or Large Language Models Simplify Causal Maps?
inferred← citeshttps://doi.org/10.3390/math13111760openalex-snapshot
ReceiptQA: A Question-Answering Dataset for Receipt Understanding
inferred← citeshttps://doi.org/10.3390/math13162552openalex-snapshot
Domain-Aware Reinforcement Learning for Prompt Optimization
inferred← citeshttps://doi.org/10.3390/smartcities8030096openalex-snapshot
Deep Multimodal-Interactive Document Summarization Network and Its Cross-Modal Text–Image Retrieval Application for Future Smart City Information Management Systems
inferred← citeshttps://doi.org/10.34248/bsengineering.1875755openalex-snapshot
Application of Text Summarization Methods to Articles in the Field of Agriculture
inferred← citeshttps://doi.org/10.36930/40360112openalex-snapshot
Інформаційна технологія автоматизованого реферування наукових текстів засобами великих мовних моделей
inferred← citeshttps://doi.org/10.5753/jbcs.2025.5811openalex-snapshot
Abstractive Summarization with LLMs for Texts in Brazilian Portuguese
inferred← citeshttps://doi.org/10.5753/sbsi.2026.248662openalex-snapshot
FREEsum: A Conceptual Framework for Evaluating Text Summarization Approaches
inferred← citeshttps://doi.org/10.64898/2026.01.09.697335openalex-snapshot
A systematic evaluation and benchmarking of text summarization methods for biomedical literature: From word-frequency methods to language models
inferred← citeshttps://doi.org/10.7717/peerj-cs.3906openalex-snapshot
Modeling polarization in public opinion through LLM-synthesized arguments and stance trees
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