Advanced Text Summarization Model Incorporating NLP Techniques and Feature-Based Scoring
The most common traditional approaches to summarizing large texts while retaining their importance are TF-IDF and TextRank. However, these methods often fail to retain narrative coherence and accuracy. This study’s improved summarization methodology overcomes these limitations by combinin...
| 發表在: | IEEE Access |
|---|---|
| Main Authors: | Estabraq Abdulreda Kadhim, Mohammad-Reza Feizi-Derakhshi, Hadi S. Aghdasi |
| 格式: | Article |
| 語言: | 英语 |
| 出版: |
IEEE
2025-01-01
|
| 主題: | |
| 在線閱讀: | https://ieeexplore.ieee.org/document/10838534/ |
相似書籍
NIASM: Non-Idiomatic Abstractive Summarization Model to Reduce Hallucination and Factual Inconsistency Problem in Text Generation
由: Estabraq Abdulreda Kadhim, et al.
出版: (2026-01-01)
由: Estabraq Abdulreda Kadhim, et al.
出版: (2026-01-01)
A novel unsupervised fine-tuning method for text summarization, and highlighting the limitations of ROUGE score
由: Ala Alam Falaki, et al.
出版: (2025-06-01)
由: Ala Alam Falaki, et al.
出版: (2025-06-01)
Evaluation-Focused Multidimensional Score for Turkish Abstractive Text Summarization
由: Sevinç İlhan Omurca, et al.
出版: (2024-12-01)
由: Sevinç İlhan Omurca, et al.
出版: (2024-12-01)
Feature Interaction and Performance Analysis of RankSum-Based Extractive Summarization in Indonesian Scientific Articles
由: Verrino Adityya, et al.
出版: (2026-03-01)
由: Verrino Adityya, et al.
出版: (2026-03-01)
Multi-document extractive text summarization based on firefly algorithm
由: Minakshi Tomer, et al.
出版: (2022-09-01)
由: Minakshi Tomer, et al.
出版: (2022-09-01)
Multi-Document News Web Page Summarization Using Content Extraction and Lexical Chain Based Key Phrase Extraction
由: Chandrakala Arya, et al.
出版: (2023-04-01)
由: Chandrakala Arya, et al.
出版: (2023-04-01)
An Extractive Text News Summarization: A Hybrid Optimization with Ensemble Learning Approach
由: Mohammad Reza Feizi Derakhshi, et al.
出版: (2025-10-01)
由: Mohammad Reza Feizi Derakhshi, et al.
出版: (2025-10-01)
Text summarization for pharmaceutical sciences using hierarchical clustering with a weighted evaluation methodology
由: Avinash Dalal, et al.
出版: (2024-08-01)
由: Avinash Dalal, et al.
出版: (2024-08-01)
Summarizing long scientific documents through hierarchical structure extraction
由: Grishma Sharma, et al.
出版: (2024-09-01)
由: Grishma Sharma, et al.
出版: (2024-09-01)
Comparative Analysis of T5 Model Performance for Indonesian Abstractive Text Summarization
由: Mohammad Wahyu Bagus Dwi Satya, et al.
出版: (2025-05-01)
由: Mohammad Wahyu Bagus Dwi Satya, et al.
出版: (2025-05-01)
HybridEval: An Improved Novel Hybrid Metric for Evaluation of Text Summarization
由: Raheem Sarwar, et al.
出版: (2024-10-01)
由: Raheem Sarwar, et al.
出版: (2024-10-01)
Abstractive text summarization using Pre-Trained Language Model "Text-to-Text Transfer Transformer (T5)"
由: Qurrota A’yuna Itsnaini, et al.
出版: (2023-04-01)
由: Qurrota A’yuna Itsnaini, et al.
出版: (2023-04-01)
Automatic Short Text Summarization Techniques in Social Media Platforms
由: Fahd A. Ghanem, et al.
出版: (2023-09-01)
由: Fahd A. Ghanem, et al.
出版: (2023-09-01)
Arabic Abstractive Text Summarization Using an Ant Colony System
由: Amal M. Al-Numai, et al.
出版: (2025-08-01)
由: Amal M. Al-Numai, et al.
出版: (2025-08-01)
Experiences with and Reflections on Text Summarization Tools
由: Shuha Liu
出版: (2009-12-01)
由: Shuha Liu
出版: (2009-12-01)
Exploring the Landscape of Automatic Text Summarization: A Comprehensive Survey
由: Bilal Khan, et al.
出版: (2023-01-01)
由: Bilal Khan, et al.
出版: (2023-01-01)
The power of graphs in medicine: Introducing BioGraphSum for effective text summarization
由: Cengiz Hark
出版: (2024-06-01)
由: Cengiz Hark
出版: (2024-06-01)
Natural Language Processing For Automatic text summarization [Datasets] - Survey
由: Alaa Ahmed AL-Banna, et al.
出版: (2022-12-01)
由: Alaa Ahmed AL-Banna, et al.
出版: (2022-12-01)
Automatic text summarization based on extractive-abstractive method
由: Md. Ahsan Habib, et al.
出版: (2023-05-01)
由: Md. Ahsan Habib, et al.
出版: (2023-05-01)
Hybrid LexRank-LDA-MMR for Indonesian Text Summarization
由: Nasrul Amin Muis, et al.
出版: (2026-05-01)
由: Nasrul Amin Muis, et al.
出版: (2026-05-01)
Two New Datasets for Italian-Language Abstractive Text Summarization
由: Nicola Landro, et al.
出版: (2022-04-01)
由: Nicola Landro, et al.
出版: (2022-04-01)
AUTOMATED SUMMARIZATION OF RESTAURANT REVIEWS USING HYBRID APPROACHES
由: Shini George, et al.
出版: (2022-07-01)
由: Shini George, et al.
出版: (2022-07-01)
Persian Text Summarization using Sparse Coding with Neural Text Representation
由: Ramin Fatourechi, et al.
出版: (2021-04-01)
由: Ramin Fatourechi, et al.
出版: (2021-04-01)
From web to SMS: A text summarization of Wikipedia pages with character limitation
由: J.L.E.K Fendji, et al.
出版: (2020-06-01)
由: J.L.E.K Fendji, et al.
出版: (2020-06-01)
A Review of Arabic Text Summarization: Methods, Datasets, and Evaluation Metrics, With a Proposed Solution
由: Zeyad Ezzat, et al.
出版: (2025-01-01)
由: Zeyad Ezzat, et al.
出版: (2025-01-01)
Effective deep learning approaches for summarization of legal texts
由: Deepa Anand, et al.
出版: (2022-05-01)
由: Deepa Anand, et al.
出版: (2022-05-01)
Supplementing elearning systems with adaptive content generation elements
由: Alexandr Parahonco, et al.
出版: (2023-12-01)
由: Alexandr Parahonco, et al.
出版: (2023-12-01)
A survey on Automatic Text Summarization
由: N. Nazari, et al.
出版: (2019-03-01)
由: N. Nazari, et al.
出版: (2019-03-01)
A Framework for Word Embedding Based Automatic Text Summarization and Evaluation
由: Tulu Tilahun Hailu, et al.
出版: (2020-01-01)
由: Tulu Tilahun Hailu, et al.
出版: (2020-01-01)
Personal Text Summarization in Mobile Device
由: Alaa Kadhim
出版: (2012-03-01)
由: Alaa Kadhim
出版: (2012-03-01)
Leveraging Deep Learning and NLP for Automated Text Summarization in Healthcare
由: Usha Rani Rella, et al.
出版: (2025-01-01)
由: Usha Rani Rella, et al.
出版: (2025-01-01)
Current Trends and Advances in Extractive Text Summarization: A Comprehensive Review
由: Maryam Azam, et al.
出版: (2025-01-01)
由: Maryam Azam, et al.
出版: (2025-01-01)
Minimum redundancy and maximum relevance for single and multi-document Arabic text summarization
由: Houda Oufaida, et al.
出版: (2014-12-01)
由: Houda Oufaida, et al.
出版: (2014-12-01)
Text Summarizing In Polish
由: Emilia Branny, et al.
出版: (2005-01-01)
由: Emilia Branny, et al.
出版: (2005-01-01)
News Text Summarization Based on Multi-Feature and Fuzzy Logic
由: Yan Du, et al.
出版: (2020-01-01)
由: Yan Du, et al.
出版: (2020-01-01)
End to End Urdu Abstractive Text Summarization With Dataset and Improvement in Evaluation Metric
由: Hassan Raza, et al.
出版: (2024-01-01)
由: Hassan Raza, et al.
出版: (2024-01-01)
Text Summarization and Translation of Summarized Outcome in French
由: Vetriselvi T., et al.
出版: (2023-01-01)
由: Vetriselvi T., et al.
出版: (2023-01-01)
Abstractive Summarizers Become Emotional on News Summarization
由: Vicent Ahuir, et al.
出版: (2024-01-01)
由: Vicent Ahuir, et al.
出版: (2024-01-01)
Graph-Based Extractive Text Summarization Sentence Scoring Scheme for Big Data Applications
由: Jai Prakash Verma, et al.
出版: (2023-08-01)
由: Jai Prakash Verma, et al.
出版: (2023-08-01)
A Novel Gravity Optimization Algorithm for Extractive Arabic Text Summarization
由: Mustafa J. Hadi, et al.
出版: (2024-02-01)
由: Mustafa J. Hadi, et al.
出版: (2024-02-01)
相似書籍
-
NIASM: Non-Idiomatic Abstractive Summarization Model to Reduce Hallucination and Factual Inconsistency Problem in Text Generation
由: Estabraq Abdulreda Kadhim, et al.
出版: (2026-01-01) -
A novel unsupervised fine-tuning method for text summarization, and highlighting the limitations of ROUGE score
由: Ala Alam Falaki, et al.
出版: (2025-06-01) -
Evaluation-Focused Multidimensional Score for Turkish Abstractive Text Summarization
由: Sevinç İlhan Omurca, et al.
出版: (2024-12-01) -
Feature Interaction and Performance Analysis of RankSum-Based Extractive Summarization in Indonesian Scientific Articles
由: Verrino Adityya, et al.
出版: (2026-03-01) -
Multi-document extractive text summarization based on firefly algorithm
由: Minakshi Tomer, et al.
出版: (2022-09-01)
