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Multi-Head Encoder Shared Model Integrating Intent and Emotion for Dialogue Summarization
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作者 Xinlai Xing Junliang Chen +2 位作者 Xiaochuan Zhang Shuran Zhou Runqing Zhang 《Computers, Materials & Continua》 2025年第2期2275-2292,共18页
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... 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 challenging task. However, previous work has primarily focused on the independent recognition of user intent and emotion, making it difficult to simultaneously track both aspects in the dialogue tracking module and to effectively utilize user emotions in subsequent dialogue strategies. We propose a Multi-Head Encoder Shared Model (MESM) that dynamically integrates features from emotion and intent encoders through a feature fusioner. Addressing the scarcity of datasets containing both emotion and intent labels, we designed a multi-dataset learning approach enabling the model to generate dialogue summaries encompassing both user intent and emotion. Experiments conducted on the MultiWoZ and MELD datasets demonstrate that our model effectively captures user intent and emotion, achieving extremely competitive results in dialogue state tracking tasks. 展开更多
关键词 dialogue summaries dialogue state tracking emotion recognition task-oriented dialogue system pre-trained language model
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Dialogue on Exchanges,Mutual Learningg among Civilisations Held in Dunhuang
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作者 Deng Zhangyu 《International Understanding》 2025年第2期12-13,共2页
The Fourth Dialogue on Exchanges and Mutual Learning Among Civilisations was held in Dunhuang in Northwest China's Gansu Province on Friday,bringing together politicians,heads of international organisations,schola... The Fourth Dialogue on Exchanges and Mutual Learning Among Civilisations was held in Dunhuang in Northwest China's Gansu Province on Friday,bringing together politicians,heads of international organisations,scholars and experts to discuss the significance of exchanges and dialogues between different civilisations in a world facing many conflicts. 展开更多
关键词 mutual learning China dialogue EXCHANGES civilisations GansuProvince Dunhuang exchanges dialogues
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An Empirical Study of the Impact of AI-Based Reflective Dialogue Model on EFL Students’Oral Expression Skills
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作者 Yu Zhao You-You Zhang +2 位作者 Xiao-Nan Luo Dan-Ting Deng Qun-Fang Zeng 《教育技术与创新》 2025年第3期9-20,共12页
Oral expression skills play an essential role in the development of EFL students’language abilities,and how to improve EFL students’oral expression skills is an essential and challenging task.This study adopts a qua... Oral expression skills play an essential role in the development of EFL students’language abilities,and how to improve EFL students’oral expression skills is an essential and challenging task.This study adopts a quasi-experimental research method to carry out the research and proposes an AI-based reflective dialogue model.Based on this,an analysis of the impact brought by this model on EFL students’oral expression performance and learning anxiety levels.The results show that students in the experimental group have significantly higher oral expression performance than those in the control group in the three dimensions of grammatical accuracy,expressive fluency,and word accuracy.In addition,the students in the experimental group produced facilitated anxiety after using the AI-based reflective dialogue model for oral expression learning,which prompted the students to learn more diligently. 展开更多
关键词 human-computer dialogue model oral expression reflective dialogue AI EFL student
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A Canal That Leads to Dialogue
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作者 ZHAO YANG 《China Today》 2025年第9期60-63,共4页
Agroup of young representatives and scholars from more than 10 foreign countries had great fun collecting water samples from the Grand Canal in Sanwan Park,Yangzhou City,east China’s Jiangsu Province,on June 3,2025.T... Agroup of young representatives and scholars from more than 10 foreign countries had great fun collecting water samples from the Grand Canal in Sanwan Park,Yangzhou City,east China’s Jiangsu Province,on June 3,2025.The samples were poured into a“pot of civilization,”which symbolized the integration of cultures.In addition to the canal,the young people also visited places such as Yangzhou University,China Grand Canal Museum,and the Slender West Lake,learning the culture of the Grand Canal and the canal city of Yangzhou. 展开更多
关键词 grand canal young representatives integration culturesin dialogue sanwan park water samples SCHOLARS CANAL
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A Dialogue of Sino-French Arts
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作者 MA LI 《China Today》 2025年第7期72-74,共3页
France’s Barbizon School of art finds commonalities in China’s landscape painting and rural art,showcasing the universality of creativity.THE village of Barbizon in north-cenral France,located on the outskirts of th... France’s Barbizon School of art finds commonalities in China’s landscape painting and rural art,showcasing the universality of creativity.THE village of Barbizon in north-cenral France,located on the outskirts of the stunning Fontainebleu Forest,became famous in art history for giving rise to a school of painting that sought realism in nature painting,based on deep observation and love for nature.Lishui is a city in Zhejiang Province in east China known as the green valley due to its extensive forest cover.Today,it has also become a channel of intercultural dialogue between China and France. 展开更多
关键词 Landscape Painting school painting Cultural dialogue Lishui CREATIVITY landscape painting Rural Art Sino French Arts
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A Pragmatic Study of Dialogues in Flipped in Light of Speech Act Theory
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作者 JI Ming-ming 《Journal of Literature and Art Studies》 2025年第10期769-774,共6页
Flipped is a book written by American author Wendelin Van Draanen. It is a novel about young teenagers and was adapted into the famous film of the same name in 2010. The thesis employs speech acts, as pioneered by Joh... Flipped is a book written by American author Wendelin Van Draanen. It is a novel about young teenagers and was adapted into the famous film of the same name in 2010. The thesis employs speech acts, as pioneered by John Austin and further developed by John Searle, to investigate the influence of dialogues on characterization and plot development in Flipped. By exploring the theory of speech acts presented in dialogues between characters, the author deciphers the underlying intentions embodied in the dialogues and demonstrates the importance of the use of speech acts in dialogues in revealing the characters, driving the development of the plot and expressing the theme of the text. 展开更多
关键词 PRAGMATICS speech act theory Flipped dialogue literary effect
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Global Dialogue on Civilisational Inheritance and the Digital Silk Road
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《International Understanding》 2025年第2期16-17,共2页
On the afternoon of May 30,the parallel forum"Global Dialogue on Civilisational Inheritance and the Digital Silk Road,"as part of the 4th Dialogue on Exchanges and Mutual Learning among Civilisations,was hel... On the afternoon of May 30,the parallel forum"Global Dialogue on Civilisational Inheritance and the Digital Silk Road,"as part of the 4th Dialogue on Exchanges and Mutual Learning among Civilisations,was held in Dunhuang.The forum focused on key areas of Silk Road civilisation studies in the new era under the theme"Carrying Forward the Silk Road Spirit and Pooling Strength for the Implementation of the Global Civilisation Initiative."Discussions centred on topics such as humanistic research on the Digital Silk Road,translation studies of cultural heritage,and archaeological studies of Silk Road sites,providing a platform for experts and scholars to exchange ideas and share achievements,and working to build a strong synergy for exchanges and mutual learning among civilisations. 展开更多
关键词 Digital Silk Road silk road global dialogue civilisational inheritance exchanges mutual learning humanistic research parallel forumglobal Dunhuang
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Youth Power in Dialogue among Civilisations
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《International Understanding》 2025年第2期22-23,共2页
On the evening of May 30th,the parallel forum"Youth Power in Dialogue among Civilisations,"as part of the 4th Dialogue on Exchanges and Mutual Learning among Civilisations,was held in Dunhuang.The forum was ... On the evening of May 30th,the parallel forum"Youth Power in Dialogue among Civilisations,"as part of the 4th Dialogue on Exchanges and Mutual Learning among Civilisations,was held in Dunhuang.The forum was hosted by the Chinese Association for International Understanding and organised by the Schwarzman College of Tsinghua University.More than 30 youth representatives from the Schwarzman Scholars international delegation and a delegation of European,American and African NGO friends came together under the theme"The Youth Power of Cross-Civilisation Dialogue.Discussions focused on topics such as cultural inheritance and innovation,and cross-cultural collaboration.The sessions were co-chaired by Professor Pan Qingzhong,Executive Dean of the Schwarzman College,and Joshua Woodard,a Schwarzman Scholar from the United States of America. 展开更多
关键词 cultural inheritance dialogue civilizations cross cultural collaboration parallel forumyouth exchanges mutual learning youth power innovation
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CNIE Delegation Attended Africa-China People-to-People Dialogue in Zambia
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《International Understanding》 2025年第2期48-51,共4页
At the invitation of the Economic,Social and Cultural Council(ECOSOCC)of the African Union,Li Jun,Vice-President of China NGO Network for International Exchanges(CNIE)and former Vice-Minister of the International Depa... At the invitation of the Economic,Social and Cultural Council(ECOSOCC)of the African Union,Li Jun,Vice-President of China NGO Network for International Exchanges(CNIE)and former Vice-Minister of the International Department of the CPC Central Committee,led a six-member delegation to Zambia from May 7th to 9th to attend the Africa-China People-to-People Dialogue.The event brought together over 150 participants,including Han Jing,Chinese Ambassador to Zambia and representatives from all walks of life in China and Africa. 展开更多
关键词 people people dialogue African Union China Economic Social Cultural Council Africa Chinese Ambassador Zambia China NGO Network International Exchanges
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Art Promotes Dialogue:The First International Day for Dialogue Among Civilizations
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作者 Xin Wen 《China & The World Cultural Exchange》 2025年第8期6-15,共10页
In June 2024,the 78th session of the United Nations General Assembly unanimously adopted a resolution proposed by China,designating June 10 of each year as the International Day for Dialogue Among Civilizations.This i... In June 2024,the 78th session of the United Nations General Assembly unanimously adopted a resolution proposed by China,designating June 10 of each year as the International Day for Dialogue Among Civilizations.This initiative aimed to deepen global appreciation for the value of civilizational diversity,promote dialogue and mutual respect,and advance the construction of a more harmonious and interconnected world. 展开更多
关键词 cultural diversity harmonious world CIVILIZATIONS deepen global appreciation value civilizational diversitypromote dialogue United Nations mutual respect interconnected world
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Foreign Representatives Gather in Dunhuang for Civilisation Dialogue
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作者 Zhang Changyue 《International Understanding》 2025年第2期14-15,共2页
In late May,the city of Dunhuang,a key historical hub of Eastern and Western cultures in Northwest China's Gansu Province,basked in clear and refreshing weather under a brilliant blue sky.The rugged Mingsha Mounta... In late May,the city of Dunhuang,a key historical hub of Eastern and Western cultures in Northwest China's Gansu Province,basked in clear and refreshing weather under a brilliant blue sky.The rugged Mingsha Mountain,renowned for the musical sounds produced by wind-blown sands when the wind blows,stood in silent majesty.To the close north of the mountain's massive golden dunes stood the city's international convention centre,where some 400 vips from 60 countries host cultural exchanges and mutual learning. 展开更多
关键词 Gansu province foreign representatives civilisation dialogue mingsha mountainrenowned Dunhuang clear refreshing weather historical hub eastern western cultures
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Beijing Declaration Global Civilizations Dialogue Ministerial Meeting
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《Contemporary World》 2025年第4期F0003-F0003,共1页
Ⅰ.We,political party leaders,government ministers and representatives of various sectors from over 140 countries held the Global Civilizations Dialogue Ministerial Meeting from 10 to 11 July 2025 in Beijing,China.Foc... Ⅰ.We,political party leaders,government ministers and representatives of various sectors from over 140 countries held the Global Civilizations Dialogue Ministerial Meeting from 10 to 11 July 2025 in Beijing,China.Focusing on the theme Safeguarding Diversity of Human Civilizations for World Peace and Development,we engaged in in-depth exchanges and reached broad consensus. 展开更多
关键词 global civilizations dialogue safeguarding diversity human civilizations world peace development ministerial meeting diversity human civilizations
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Dialogue Relation Extraction Enhanced with Trigger:A Multi-Feature Filtering and Fusion Model
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作者 Haitao Wang Yuanzhao Guo +1 位作者 Xiaotong Han Yuan Tian 《Computers, Materials & Continua》 2025年第4期137-155,共19页
Relation extraction plays a crucial role in numerous downstream tasks.Dialogue relation extraction focuses on identifying relations between two arguments within a given dialogue.To tackle the problem of low informatio... Relation extraction plays a crucial role in numerous downstream tasks.Dialogue relation extraction focuses on identifying relations between two arguments within a given dialogue.To tackle the problem of low information density in dialogues,methods based on trigger enhancement have been proposed,yielding positive results.However,trigger enhancement faces challenges,which cause suboptimal model performance.First,the proportion of annotated triggers is low in DialogRE.Second,feature representations of triggers and arguments often contain conflicting information.In this paper,we propose a novel Multi-Feature Filtering and Fusion trigger enhancement approach to overcome these limitations.We first obtain representations of arguments,and triggers that contain rich semantic information through attention and gate methods.Then,we design a feature filtering mechanism that eliminates conflicting features in the encoding of trigger prototype representations and their corresponding argument pairs.Additionally,we utilize large language models to create prompts based on Chain-of-Thought and In-context Learning for automated trigger extraction.Experiments show that our model increases the average F1 score by 1.3%in the dialogue relation extraction task.Ablation and case studies confirm the effectiveness of our model.Furthermore,the feature filtering method effectively integrates with other trigger enhancement models,enhancing overall performance and demonstrating its ability to resolve feature conflicts. 展开更多
关键词 dialogue relation extraction feature filtering chain-of-thought
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The Power of Global Dialogues
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作者 Zhang Hui 《China Today》 2025年第8期2-2,共1页
At a time when humanity grapples with intersecting deficits in peace,development,security and governance,civilizations stand at a crossroads.As traditional Western-led solutions falter,China’s Global Civilization Ini... At a time when humanity grapples with intersecting deficits in peace,development,security and governance,civilizations stand at a crossroads.As traditional Western-led solutions falter,China’s Global Civilization Initiative(GCI)emerges as a transformative framework,translating historical wisdom into actionable strategies.Recent forums like the 11th Nishan Forum on World Civilizations and the Global Civilizations Dialogue Ministerial Meeting underscore growing consensus on core principles:equality,mutual learning,inclusive dialogue,and collaborative response to global challenges.As Chinese President Xi Jinping pointed out in his congratulatory letter to the Global Civilizations Dialogue Ministerial Meeting,“History shows that exchanges and mutual learning among civilizations are essential for civilizations to flourish and for human progress to be made.” 展开更多
关键词 security global civilizations GOVERNANCE global civilization initiative gci emerges development global dialogues Chinas Global Civilization Initiative intersecting deficits
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One-step quantum dialogue
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作者 朱鹏辉 钟伟 +3 位作者 杜明明 李喜云 周澜 盛宇波 《Chinese Physics B》 SCIE EI CAS CSCD 2024年第3期95-104,共10页
Quantum dialogue(QD)enables two communication parties to directly exchange secret messages simultaneously.In conventional QD protocols,photons need to transmit in the quantum channel for two rounds.In this paper,we pr... Quantum dialogue(QD)enables two communication parties to directly exchange secret messages simultaneously.In conventional QD protocols,photons need to transmit in the quantum channel for two rounds.In this paper,we propose a one-step QD protocol based on the hyperentanglement.With the help of the non-local hyperentanglement-assisted Bell state measurement(BSM),the photons only need to transmit in the quantum channel once.We prove that our one-step QD protocol is secure in theory and numerically simulate its secret message capacity under practical experimental condition.Compared with previous QD protocols,the one-step QD protocol can effectively simplify the experiment operations and reduce the message loss caused by the photon transmission loss.Meanwhile,the non-local hyperentanglement-assisted BSM has a success probability of 100%and is feasible with linear optical elements.Moreover,combined with the hyperentanglement heralded amplification and purification,our protocol is possible to realize long-distance one-step QD. 展开更多
关键词 one-step quantum dialogue hyperentanglement hyperentanglement distribution non-local Bell-state measurement
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The"Decoding Zhonghua"International Conference on Dialogue among Civilisations Held in Beijing
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《International Understanding》 2024年第1期42-42,共1页
The"Decoding Zhonghua"International Conference on Dialogue among Civilisations,hosted by China International Public Relations Association,China Ethnic News and Academy of Contemporary China and World Studies... The"Decoding Zhonghua"International Conference on Dialogue among Civilisations,hosted by China International Public Relations Association,China Ethnic News and Academy of Contemporary China and World Studies was held in Beijing on January 17th.With the theme"Pursing Harmonious Coexistence of Civilisations through Dialogue". 展开更多
关键词 dialogue DECODING AMONG
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An Appraisal of the Major National Dialogue as a Panacea to the Anglophone Crisis in Cameroon
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作者 Ngonjo Victor Fuh 《Journalism and Mass Communication》 2024年第1期31-51,共21页
This paper explores the Major National Dialogue organised by Paul Biya from the 30th of September to the 4th of October,2019 as a panacea to the Anglophone.The paper also seeks to find out if this dialogue has been th... This paper explores the Major National Dialogue organised by Paul Biya from the 30th of September to the 4th of October,2019 as a panacea to the Anglophone.The paper also seeks to find out if this dialogue has been the panacea Cameroonians as a whole and the people of Southern Cameroons in particular have been waiting for to end this conflict.This research uses a qualitative research design.This is because the researcher culled information from Jeune Afrique Economie(2019a),Cameroon Tribune,and from Phoenix.Descriptive analysis was used to analyse the collected data.Descriptive analysis is used to get the views of the public whether the Major National Dialogue was really a panacea to the Anglophone crisis.The analysis revealed that there were two opposing opinions on the holding of this dialogue.The government thinks the dialogue was a panacea to put an end to this crisis because there is ongoing construction work in the war zones,and economic activities have witnessed an increase in the regions as the various production units of the Cameroon Development Corporation(CDC)and Pamol plantations have regained agricultural activities.The Ndawara tea estate now functions without problems.Trans-border trade is on the rise and transportation is fluid,except in the rural areas where the state of the road network is poor to name but these.On the other hand,politicians,political parties like the Social Democratic Front,activists,religious leaders,the affected populations,and Cameroonians at large think that the Major National Dialogue was a monologue and therefore was bound to fail because first,key actors arrested and detained in connection to this crisis were not part of this dialogue.For this reason,they are calling for a genuine and an inclusive dialogue.In addition,they argue that we cannot be talking of peace when fighting is still raging on and people are being killed,houses and schools are being burnt,and people are being kidnapped every day for ransom to mention but these. 展开更多
关键词 APPRAISAL major national dialogue panacea Anglophone CRISIS Cameroon
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Problems and Ingenuity of Nurses in Supporting Dialogue between Patients with Terminal Cancer and Their Families in the Post-COVID-19 Phase
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作者 Shiho Asano Midori Furuse 《Open Journal of Nursing》 2024年第12期657-672,共16页
Purpose: This study aimed to identify the challenges and strategies of nurses in facilitating dialogue between patients with terminal cancer and their families in the post-COVID-19 phase. Methods: An online questionna... Purpose: This study aimed to identify the challenges and strategies of nurses in facilitating dialogue between patients with terminal cancer and their families in the post-COVID-19 phase. Methods: An online questionnaire was administered to 839 nurses with at least two years of clinical experience. The questionnaire included items on challenges and strategies in supporting dialogue between patients with terminal cancer and their families, as well as free-response statements. All responses were subjected to inductive qualitative analysis. Results: A total of 193 responses were received and analyzed. The difficulties faced by nurses in supporting dialogue were classified into six categories: “environmental restrictions on visits and dialogue due to infection control” on the organizational side, “inability to be fully involved in dialogue support due to COVID-19,” “influence of nurses’ values regarding death and family,” “insufficient skills of nurses in supporting dialogue,” “lack of cooperation within the team,” and “differences in how the patient and family perceive the disease, hindering dialogue” on the patient and family side. Conversely, five effective strategies for dialogue support were identified: “building trust by understanding the family daily,” “facilitating dialogue between the patient and family despite visitation restrictions,” “assessing the patient and family to guide dialogue,” “encouraging the patient and family to share their thoughts,” and “improving team quality in dialogue support.” Conclusion: The findings suggest that when facing difficulties in dialogue support, a system enabling nurses to reflect on and learn from their practice is needed. 展开更多
关键词 dialogue End of Life Patients with Cancer Family Nursing
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The Auxiliary Role of Large Language Models in Clinical Dialogues
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作者 Haipeng Luo Yuchu Zhang 《Journal of Electronic Research and Application》 2024年第6期72-78,共7页
In recent years,large language models(LLMs)have made significant progress in natural language processing(NLP).These models not only perform well in a variety of language tasks but also show great potential in the medi... In recent years,large language models(LLMs)have made significant progress in natural language processing(NLP).These models not only perform well in a variety of language tasks but also show great potential in the medical field.This paper aims to explore the application of LLMs in clinical dialogues,analyzing their role in improving the efficiency of doctor-patient communication,aiding in diagnosis and treatment,and providing emotional support.The paper also discusses the challenges and limitations of the model in terms of privacy protection,ethical issues,and practical applications.Through comprehensive analysis,we conclude that applying LLMs in clinical dialogues is promising.However,it requires careful consideration and caution by practitioners in practice. 展开更多
关键词 Large language models Clinical dialogues Natural language processing Healthcare assistance Ethical issues
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Recent Advances on Human-Computer Dialogue 被引量:6
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作者 Xiaojie Wang Caixia Yuan 《CAAI Transactions on Intelligence Technology》 2016年第4期303-312,共10页
Human-Computer dialogue systems provide a natural language based interface between human and computers. They are widely demanded in network information services, intelligent accompanying robots, and so on. A Human-Com... Human-Computer dialogue systems provide a natural language based interface between human and computers. They are widely demanded in network information services, intelligent accompanying robots, and so on. A Human-Computer dialogue system typically consists of three parts, namely Natural Language Understanding (NLU), Dialogue Management (DM) and Natural Language Generation (NLG). Each part has several different subtasks. Each subtask has been received lots of attentions, many improvements have been achieved on each subtask, respectively. But systems built in traditional pipeline way, where different subtasks are assembled sequently, suffered from some problems such as error accu- mulation and expanding, domain transferring. Therefore, researches on jointly modeling several subtasks in one part or cross different parts have been prompted greatly in recent years, especially the rapid developments on deep neural networks based joint models. There is even a few work aiming to integrate all subtasks of a dialogue system in a single model, namely end-to-end models. This paper introduces two basic frames of current dialogue systems and gives a brief survey on recent advances on variety subtasks at first, and then focuses on joint models for multiple subtasks of dialogues. We review several different joint models including integration of several subtasks inside NLU or NLG, jointly modeling cross NLG and DM, and jointly modeling through NLU, DM and NLG. Both advantages and problems of those joint models are discussed. We consider that the joint models, or end-to-end models, will be one important trend for developing Human-Computer dialogue systems. 展开更多
关键词 Human-Computer dialogue system Natural Language Understanding dialogue Management Natural Language Generation Joint model
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