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Topic-Aware Abstractive Summarization Based on Heterogeneous Graph Attention Networks for Chinese Complaint Reports
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作者 Yan Li Xiaoguang Zhang +4 位作者 Tianyu Gong Qi Dong Hailong Zhu Tianqiang Zhang Yanji Jiang 《Computers, Materials & Continua》 SCIE EI 2023年第9期3691-3705,共15页
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... 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.However,there are only relatively several comprehensively evaluated abstractive summarization models that work well for specific types of reports due to their unstructured and oral language text characteristics.In particular,Chinese complaint reports,generated by urban complainers and collected by government employees,describe existing resident problems in daily life.Meanwhile,the reflected problems are required to respond speedily.Therefore,automatic summarization tasks for these reports have been developed.However,similar to traditional summarization models,the generated summaries still exist problems of informativeness and conciseness.To address these issues and generate suitably informative and less redundant summaries,a topic-based abstractive summarization method is proposed to obtain global and local features.Additionally,a heterogeneous graph of the original document is constructed using word-level and topic-level features.Experiments and analyses on public review datasets(Yelp and Amazon)and our constructed dataset(Chinese complaint reports)show that the proposed framework effectively improves the performance of the abstractive summarization model for Chinese complaint reports. 展开更多
关键词 Text summarization TOPIC chinese complaint report heterogeneous graph attention network
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XO"of the Chinese A report on Jinma Group of Botou City, Hebei Province
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《China's Foreign Trade》 2002年第6期62-62,共1页
Jinma XO: Uprising from China's Wine-making Industry With its Novelty Purity and Pecnliar
关键词 卜门山 In CI OI XO"of the chinese A report on Jinma Group of Botou City Hebei Province
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Report of HLA distribution of Chinese Bone Marrow Bank (Shanghai)
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《中国输血杂志》 CAS CSCD 2001年第S1期383-,共1页
关键词 HLA report of HLA distribution of chinese Bone Marrow Bank
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Report on Progress in Implementation by the Chinese Government of the 1995 United Nations World Summiton Social Development(Part I) 被引量:1
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《International Understanding》 2000年第3期6-12,共7页
关键词 Part I report on Progress in Implementation by the chinese Government of the 1995 United Nations World Summiton Social Development World
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Chinese Experts and Scholars On US Human Rights Report
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作者 STAFF REPORTER 《The Journal of Human Rights》 2002年第2期12-16,共5页
A dozen human rights experts and scholars from institutions of higher learning and research organizations attended a forum hem by the China Society for Human Rights Studies (CSHRS) in Beijing in early March. With a la... A dozen human rights experts and scholars from institutions of higher learning and research organizations attended a forum hem by the China Society for Human Rights Studies (CSHRS) in Beijing in early March. With a large amount of facts, they refuted the 2001 country reports on human rights issued on March 4 by the US Department of State for its vicious distortion and attacks on China's human rights. Following are excerpts of their speeches. 展开更多
关键词 US MORE chinese Experts and Scholars On US Human Rights report THAN
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Report on the Work of the Chinese Association for International Understanding at the 8th Council Conference(excerpts)
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《International Understanding》 1999年第1期5-9,共5页
关键词 WORK report on the Work of the chinese Association for International Understanding at the 8th Council Conference excerpts
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Report on Progress in Implementation by the Chinese Government of the 1995 United Nations World Summit on Social Development (Part II)
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《International Understanding》 2000年第4期8-14,共7页
关键词 OVER report on Progress in Implementation by the chinese Government of the 1995 United Nations World Summit on Social Development World
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Chinese Religious Leaders and Human Rights Experts on US Religious Freedom Report
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作者 BY OUR STAFF REPORTER 《The Journal of Human Rights》 2003年第4期24-29,共6页
The US Commission on International Religious Freedom (USCIRF) issued its 2003 annual report on May 13, uttering irresponsible criticisms of religious affairs of many countries, including China, and listed China among ... The US Commission on International Religious Freedom (USCIRF) issued its 2003 annual report on May 13, uttering irresponsible criticisms of religious affairs of many countries, including China, and listed China among the 'countries of particular concerns.' This has aroused strong protests from Chinese religious leaders. On May 22, the China Society for Human Rights Studies and the China Religious Research Center held a forum in Beijing. The participating religious leaders and human rights experts gave the lie to the US report. Published below are the excerpts of the speeches by some religious leaders and human rights experts: 展开更多
关键词 on in of US chinese Religious Leaders and Human Rights Experts on US Religious Freedom report HAVE that or
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WORKING REPORT AT THE NINTH GENERAL ASSEMBLY OF THE CHINESE ACADEMY OF SCIENCES
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作者 Lu Yongxiang CAS president and Member. 《Bulletin of the Chinese Academy of Sciences》 1998年第3期157-164,共8页
Today, the 9th General Assembly of the CAS andthe 4th General Assembly of the CAE arejointly held here. This is a very important event forChinese S&T community at the turn of the centuries.Nearly 2,000 CAS and CAE... Today, the 9th General Assembly of the CAS andthe 4th General Assembly of the CAE arejointly held here. This is a very important event forChinese S&T community at the turn of the centuries.Nearly 2,000 CAS and CAE Members get togetherto discuss issues of great importance to 展开更多
关键词 CAS WORKING report AT THE NINTH GENERAL ASSEMBLY OF THE chinese ACADEMY OF SCIENCES AT
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Usage of traditional Chinese medicine in treating intractable hiccups: a case report 被引量:1
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作者 Zhen-xian Zhang 《Journal of Integrative Medicine》 SCIE CAS CSCD 2014年第6期520-523,共4页
1 Introduction A hiccup is a sudden involuntary contraction of the diaphragm with a sharp gulp-like sound,often recurring at short intervals[1].Traditional Chinese medicine(TCM)states there is a wide range of reason... 1 Introduction A hiccup is a sudden involuntary contraction of the diaphragm with a sharp gulp-like sound,often recurring at short intervals[1].Traditional Chinese medicine(TCM)states there is a wide range of reasons for why hiccups occur.From the view of TCM,the requirement of stomach qi or the vital energy of body is thought to fade when it comes to the patients who are severely weak,and when the illness 展开更多
关键词 traditional chinese medicine intractable hiccup case report
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Survey and Practice of Reporting Quality of Randomized Controlled Clinical Trials on Traditional Chinese Medicine 被引量:1
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作者 李廷谦 毛兵 +2 位作者 王刚 常静 王蕾 《Chinese Journal of Integrative Medicine》 SCIE CAS 2008年第1期6-9,共4页
Evidence obtained from randomized controlled trials (RCTs) has been generally accepted as the gold standard in the evaluation of clinical effectiveness. Readers need to understand the trial design, implement... Evidence obtained from randomized controlled trials (RCTs) has been generally accepted as the gold standard in the evaluation of clinical effectiveness. Readers need to understand the trial design, implementation, results, analysis and interpretation, so as to fully Jnderstand the results of RCTs. Thus, the investigators of RCTs have to report these items in a complete, accurate and clear manner. Since 1998, we have conducted several evaluations on the reporting quality of RCTs published in Chinese journals on traditional Chinese medicine (TCM) and results have shown that there is an urgent need for higher quality RCTs on TCM. 展开更多
关键词 TCM In Survey and Practice of reporting Quality of Randomized Controlled Clinical Trials on Traditional chinese Medicine CONSORT
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New Journal Citation Report of Chinese Medical Journal
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《Chinese Medical Journal》 SCIE CAS CSCD 2007年第15期1380-1380,共1页
According to the recently released Journal Citation Report(JCR),Chinese Medical Journal’s impact factor(IF)increasedyear by year.The new IF in 2006 is 0.615,increased by 9.6% compared to 2005(0.561),meanwhile the tot... According to the recently released Journal Citation Report(JCR),Chinese Medical Journal’s impact factor(IF)increasedyear by year.The new IF in 2006 is 0.615,increased by 9.6% compared to 2005(0.561),meanwhile the total cite in 2006is 1948,increased by 12.2% compared with 2005(1736).The top cited papers published in our journal from 2004 to2006 are listed as follows.We would like to present our acknowledgements to all the authors and reviewers. 展开更多
关键词 New Journal Citation report of chinese Medical Journal Chen JCR
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