SUMMARIZATION

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Multi-Head Encoder Shared Model Integrating Intent and Emotion for Dialogue Summarization
《Computers, Materials & Continua》2025年第2期2275-2292,共18页Xinlai Xing Junliang Chen Xiaochuan Zhang Shuran Zhou Runqing Zhang 
funded by the Science and Technology Foundation of Chongqing EducationCommission(GrantNo.KJQN202301153);the ScientificResearch Foundation of Chongqing University of Technology(Grant No.2021ZDZ025);the Postgraduate Innovation Foundation of Chongqing University of Technology(Grant No.gzlcx20243524).
In task-oriented dialogue systems, intent, emotion, and actions are crucial elements of user activity. Analyzing the relationships among these elements to control and manage task-oriented dialogue systems is a challen...
关键词：Dialogue summaries dialogue state tracking emotion recognition task-oriented dialogue system pre-trained language model 
Generating Abstractive Summaries from Social Media Discussions Using Transformers
《Open Journal of Applied Sciences》2025年第1期239-258,共20页Afrodite Papagiannopoulou Chrissanthi Angeli Mazida Ahmad 
The rise of social media platforms has revolutionized communication, enabling the exchange of vast amounts of data through text, audio, images, and videos. These platforms have become critical for sharing opinions and...
关键词：Abstractive Summarization TRANSFORMERS Social Media Summarization Transformer Language Models 
Enhanced Topic-Aware Summarization Using Statistical Graph Neural Networks
《Computers, Materials & Continua》2024年第8期3221-3242,共22页Ayesha Khaliq Salman Afsar Awan Fahad Ahmad Muhammad Azam Zia Muhammad Zafar Iqbal 
The rapid expansion of online content and big data has precipitated an urgent need for efficient summarization techniques to swiftly comprehend vast textual documents without compromising their original integrity.Curr...
关键词：SUMMARIZATION graph attention network bidirectional encoder representations from transformers Latent Dirichlet Allocation term frequency-inverse document frequency 
Segmented Summarization and Refinement:A Pipeline for Long-Document Analysis on Social Media
《Journal of Social Computing》2024年第2期132-144,共13页Guanghua Wang Priyanshi Garg Weili Wu 
Social media’s explosive growth has resulted in a massive influx of electronic documents influencing various facets of daily life.However,the enormous and complex nature of this content makes extracting valuable insi...
关键词：long document summarization abstractive summarization text segmentation text alignment rewrite model spectral embedding 
Enhancing low-resource cross-lingual summarization from noisy data with fine-grained reinforcement learning被引量：1
《Frontiers of Information Technology & Electronic Engineering》2024年第1期121-134,共14页Yuxin HUANG Huailing GU Zhengtao YU Yumeng GAO Tong PAN Jialong XU 
Project supported by the National Natural Science Foundation of China(Nos.U21B2027,62266027,61972186,62241604);the Yunnan Provincial Major Science and Technology Special Plan Projects,China(Nos.202302AD080003,202103AA080015,and 202202AD080003);the General Projects of Basic Research in Yunnan Province,China(Nos.202301AT070471 and 202301AT070393);the Kunming University of Science and Technology“Double First-Class”Joint Project,China(No.202201BE070001-021)。
Cross-lingual summarization(CLS)is the task of generating a summary in a target language from a document in a source language.Recently,end-to-end CLS models have achieved impressive results using large-scale,high-qual...
关键词：Cross-lingual summarization Low-resource language Noisy data Fine-grained reinforcement learning Word correlation Word missing degree 
Improve Code Summarization via Prompt-Tuning CodeT5
《Wuhan University Journal of Natural Sciences》2023年第6期474-482,共9页LI Huanzhen 
Code comments are crucial in software engineering, aiding in program maintenance and code reuse. The process of generating clear and descriptive code comments, outlining code functionality, is called code summarizatio...
关键词：code summarization transformer-based model prompt learning CodeT5 few-shot learning 
Abstractive Arabic Text Summarization Using Hyperparameter Tuned Denoising Deep Neural Network
《Intelligent Automation & Soft Computing》2023年第11期153-168,共16页Ibrahim M.Alwayle Hala J.Alshahrani Saud S.Alotaibi Khaled M.Alalayah Amira Sayed A.Aziz Khadija M.Alaidarous Ibrahim Abdulrab Ahmed Manar Ahmed Hamza 
Princess Nourah bint Abdulrahman University Researchers Supporting Project Number(PNURSP2022R281);Princess Nourah bint Abdulrahman University,Riyadh,Saudi Arabia;The authors would like to thank the Deanship of Scientific Research at Umm Al-Qura University for supporting this work by Grant Code:22UQU4210118DSR33;The authors are thankful to the Deanship of ScientificResearch atNajranUniversity for funding thiswork under theResearch Groups Funding Program Grant Code(NU/RG/SERC/11/7).
ive Arabic Text Summarization using Hyperparameter Tuned Denoising Deep Neural Network(AATS-HTDDNN)technique.The presented AATS-HTDDNN technique aims to generate summaries of Arabic text.In the presented AATS-HTDDNN t...
关键词：Text summarization deep learning denoising deep neural networks hyperparameter tuning Arabic language 
Tendencies of research and development in resources chemicals and materials -Summarization of a Youth’s topic forum被引量：1
《Resources Chemicals and Materials》2023年第3期215-222,共8页Dawei Zhao Rongguang Li Lei Shi Xi Zeng Wenli Zhang Ruizhi Wu Zhennan Han Yaguang Sun Gaungwen Xu 
supported by The Liaoning Industrial Technology Insti-tute,and organized by Shenyang University of Chemical Technology.
The 2022′s Youth Forum on Resources Chemicals and Materials was held on November 12-13,2022,in Shenyang,Liaoning Province.Panel discussions focus on the cutting-edge researches on“Fine chemicals and advanced alloy m...
关键词：Fine chemicals High-end alloys BIOMATERIALS Carbon resources Low-carbon green process 
Topic-Aware Abstractive Summarization Based on Heterogeneous Graph Attention Networks for Chinese Complaint Reports
《Computers, Materials & Continua》2023年第9期3691-3705,共15页Yan Li Xiaoguang Zhang Tianyu Gong Qi Dong Hailong Zhu Tianqiang Zhang Yanji Jiang 
supported byNationalNatural Science Foundation of China(52274205)and Project of Education Department of Liaoning Province(LJKZ0338).
Automatic text summarization(ATS)plays a significant role in Natural Language Processing(NLP).Abstractive summarization produces summaries by identifying and compressing the most important information in a document.Ho...
关键词：Text summarization TOPIC Chinese complaint report heterogeneous graph attention network 
Classification and Summarization of Solar Irradiance and Power Forecasting Methods:A Thorough Review被引量：7
《CSEE Journal of Power and Energy Systems》2023年第3期978-995,共18页Bo Yang Tianjiao Zhu Pulin Cao Zhengxun Guo Chunyuan Zeng Danyang Li Yijun Chen Haoyin Ye Ruining Shao Hongchun Shu Tao Yu 
supported by National Natural Science Foundation of China(61963020,52037003);Key Science and Technology Project of Yunnan Province(202002AF080001);Science and Technology Project of State Grid Corporation of China(Research on Demand Strategies of Multi-source Interconnected Distribution Network and Diversified Power Consumption in Energy Internet).
Solar forecasting is of great importance for ensuring safe and stable operations of the power system with increased solar power integration,thus numerous models have been presented and reviewed to predict solar irradi...
关键词：Hybrid methods physical methods preprocessing methods solar irradiance and power forecasting statistical methods 
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