{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,15]],"date-time":"2025-11-15T10:27:11Z","timestamp":1763202431843,"version":"3.41.0"},"publisher-location":"New York, NY, USA","reference-count":37,"publisher":"ACM","license":[{"start":{"date-parts":[[2020,10,19]],"date-time":"2020-10-19T00:00:00Z","timestamp":1603065600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2020,10,19]]},"DOI":"10.1145\/3340531.3411893","type":"proceedings-article","created":{"date-parts":[[2020,10,19]],"date-time":"2020-10-19T05:31:06Z","timestamp":1603085466000},"page":"735-744","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":25,"title":["Knowledge-Enhanced Personalized Review Generation with Capsule Graph Neural Network"],"prefix":"10.1145","author":[{"given":"Junyi","family":"Li","sequence":"first","affiliation":[{"name":"Renmin University of China & Beijing Key Laboratory of Big Data Management and Analysis Methods, Beijing, China"}]},{"given":"Siqing","family":"Li","sequence":"additional","affiliation":[{"name":"Renmin University of China, Beijing, China"}]},{"given":"Wayne Xin","family":"Zhao","sequence":"additional","affiliation":[{"name":"Renmin University of China & Beijing Key Laboratory of Big Data Management and Analysis Methods, Beijing, China"}]},{"given":"Gaole","family":"He","sequence":"additional","affiliation":[{"name":"Renmin University of China, Beijing, China"}]},{"given":"Zhicheng","family":"Wei","sequence":"additional","affiliation":[{"name":"Huawei Cloud & AI, Shenzhen, China"}]},{"given":"Nicholas Jing","family":"Yuan","sequence":"additional","affiliation":[{"name":"Huawei Cloud & AI, Shenzhen, China"}]},{"given":"Ji-Rong","family":"Wen","sequence":"additional","affiliation":[{"name":"Renmin University of China & Beijing Key Laboratory of Big Data Management and Analysis Methods, Beijing, China"}]}],"member":"320","published-online":{"date-parts":[[2020,10,19]]},"reference":[{"volume-title":"An Unsupervised Aspect-Sentiment Model for Online Reviews","author":"Brody Samuel","key":"e_1_3_2_2_1_1","unstructured":"Samuel Brody and Noemie Elhadad . 2010. An Unsupervised Aspect-Sentiment Model for Online Reviews . In NAACL. The Association for Computational Linguistics , 804--812. Samuel Brody and Noemie Elhadad. 2010. An Unsupervised Aspect-Sentiment Model for Online Reviews. In NAACL. The Association for Computational Linguistics, 804--812."},{"key":"e_1_3_2_2_2_1","volume-title":"Cohen","author":"Catherine Rose","year":"2017","unstructured":"Rose Catherine and William W . Cohen . 2017 . TransNets: Learning to Transform for Recommendation. In RecSys . 288--296. Rose Catherine and William W. Cohen. 2017. TransNets: Learning to Transform for Recommendation. In RecSys. 288--296."},{"key":"e_1_3_2_2_3_1","doi-asserted-by":"crossref","unstructured":"Zhuang Chen and Tieyun Qian. 2019. Transfer Capsule Network for Aspect Level Sentiment Classification. In ACL. 547--556. Zhuang Chen and Tieyun Qian. 2019. Transfer Capsule Network for Aspect Level Sentiment Classification. In ACL. 547--556.","DOI":"10.18653\/v1\/P19-1052"},{"key":"e_1_3_2_2_4_1","doi-asserted-by":"crossref","unstructured":"Li Dong Shaohan Huang Furu Wei Mirella Lapata Ming Zhou and Ke Xu. 2017. Learning to generate product reviews from attributes. In EACL. 623--632. Li Dong Shaohan Huang Furu Wei Mirella Lapata Ming Zhou and Ke Xu. 2017. Learning to generate product reviews from attributes. In EACL. 623--632.","DOI":"10.18653\/v1\/E17-1059"},{"key":"e_1_3_2_2_5_1","unstructured":"Chunning Du Haifeng Sun Jingyu Wang Qi Qi Jianxin Liao Tong Xu and Ming Liu. 2019. Capsule Network with Interactive Attention for Aspect-Level Sentiment Classification. In EMNLP-IJCNLP. 5488--5497. Chunning Du Haifeng Sun Jingyu Wang Qi Qi Jianxin Liao Tong Xu and Ming Liu. 2019. Capsule Network with Interactive Attention for Aspect-Level Sentiment Classification. In EMNLP-IJCNLP. 5488--5497."},{"key":"e_1_3_2_2_6_1","unstructured":"Angela Fan Mike Lewis and Yann Dauphin. 2018. Hierarchical Neural Story Generation. In ACL. 889--898. Angela Fan Mike Lewis and Yann Dauphin. 2018. Hierarchical Neural Story Generation. In ACL. 889--898."},{"key":"e_1_3_2_2_7_1","unstructured":"Google. 2016. Freebase Data Dumps. https:\/\/developers.google.com\/freebase\/data. Google. 2016. Freebase Data Dumps. https:\/\/developers.google.com\/freebase\/data."},{"key":"e_1_3_2_2_8_1","unstructured":"Jiaxian Guo Sidi Lu Han Cai Weinan Zhang Yong Yu and Jun Wang. 2018. Long text generation via adversarial training with leaked information. In AAAI. Jiaxian Guo Sidi Lu Han Cai Weinan Zhang Yong Yu and Jun Wang. 2018. Long text generation via adversarial training with leaked information. In AAAI."},{"key":"e_1_3_2_2_9_1","unstructured":"William L. Hamilton Zhitao Ying and Jure Leskovec. 2017. Inductive Representation Learning on Large Graphs. In NIPS. 1024--1034. William L. Hamilton Zhitao Ying and Jure Leskovec. 2017. Inductive Representation Learning on Large Graphs. In NIPS. 1024--1034."},{"key":"e_1_3_2_2_10_1","unstructured":"Ruining He and Julian McAuley. 2016. Ups and Downs: Modeling the Visual Evolution of Fashion Trends with One-Class Collaborative Filtering. In WWW. 507--517. Ruining He and Julian McAuley. 2016. Ups and Downs: Modeling the Visual Evolution of Fashion Trends with One-Class Collaborative Filtering. In WWW. 507--517."},{"key":"e_1_3_2_2_11_1","volume-title":"Hongjian Dou, Ji-Rong Wen, and Edward Y. Chang.","author":"Huang Jin","year":"2018","unstructured":"Jin Huang , Wayne Xin Zhao , Hongjian Dou, Ji-Rong Wen, and Edward Y. Chang. 2018 . Improving Sequential Recommendation with Knowledge-Enhanced Memory Networks. In SIGIR. 505--514. Jin Huang, Wayne Xin Zhao, Hongjian Dou, Ji-Rong Wen, and Edward Y. Chang. 2018. Improving Sequential Recommendation with Knowledge-Enhanced Memory Networks. In SIGIR. 505--514."},{"key":"e_1_3_2_2_12_1","volume-title":"Oh","author":"Jo Yohan","year":"2011","unstructured":"Yohan Jo and Alice H . Oh . 2011 . Aspect and sentiment unification model for online review analysis. In WSDM. ACM , 815--824. Yohan Jo and Alice H. Oh. 2011. Aspect and sentiment unification model for online review analysis. In WSDM. ACM, 815--824."},{"key":"e_1_3_2_2_13_1","volume-title":"Ji-Rong Wen, and Yang Song.","author":"Li Junyi","year":"2019","unstructured":"Junyi Li , Wayne Xin Zhao , Ji-Rong Wen, and Yang Song. 2019 . Generating Long and Informative Reviews with Aspect-Aware Coarse-to-Fine Decoding. In ACL. 1969--1979. Junyi Li, Wayne Xin Zhao, Ji-Rong Wen, and Yang Song. 2019. Generating Long and Informative Reviews with Aspect-Aware Coarse-to-Fine Decoding. In ACL. 1969--1979."},{"key":"e_1_3_2_2_14_1","doi-asserted-by":"crossref","unstructured":"Pan Li and Alexander Tuzhilin. 2019. Towards Controllable and Personalized Review Generation. In EMNLP-IJCNLP. 3235--3243. Pan Li and Alexander Tuzhilin. 2019. Towards Controllable and Personalized Review Generation. In EMNLP-IJCNLP. 3235--3243.","DOI":"10.18653\/v1\/D19-1319"},{"key":"e_1_3_2_2_15_1","volume-title":"A technique for the measurement of attitudes. Archives of psychology","author":"Likert Rensis","year":"1932","unstructured":"Rensis Likert . 1932. A technique for the measurement of attitudes. Archives of psychology ( 1932 ). Rensis Likert. 1932. A technique for the measurement of attitudes. Archives of psychology (1932)."},{"key":"e_1_3_2_2_16_1","volume-title":"ROUGE: A Package for Automatic Evaluation of Summaries. In Text Summarization Branches Out.","author":"Lin Chin-Yew","year":"2004","unstructured":"Chin-Yew Lin . 2004 . ROUGE: A Package for Automatic Evaluation of Summaries. In Text Summarization Branches Out. Chin-Yew Lin. 2004. ROUGE: A Package for Automatic Evaluation of Summaries. In Text Summarization Branches Out."},{"key":"e_1_3_2_2_17_1","volume-title":"Manning","author":"Luong Thang","year":"2015","unstructured":"Thang Luong , Hieu Pham , and Christopher D . Manning . 2015 . Effective Approaches to Attention-based Neural Machine Translation. In EMNLP. 1412--1421. Thang Luong, Hieu Pham, and Christopher D. Manning. 2015. Effective Approaches to Attention-based Neural Machine Translation. In EMNLP. 1412--1421."},{"key":"e_1_3_2_2_18_1","unstructured":"Tomas Mikolov Ilya Sutskever Kai Chen Gregory S. Corrado and Jeffrey Dean. 2013. Distributed Representations of Words and Phrases and their Compositionality. In NIPS. 3111--3119. Tomas Mikolov Ilya Sutskever Kai Chen Gregory S. Corrado and Jeffrey Dean. 2013. Distributed Representations of Words and Phrases and their Compositionality. In NIPS. 3111--3119."},{"key":"e_1_3_2_2_19_1","unstructured":"Jianmo Ni Jiacheng Li and Julian McAuley. 2019. Justifying Recommendations using Distantly-Labeled Reviews and Fine-Grained Aspects. In EMNLP-IJCNLP. Jianmo Ni Jiacheng Li and Julian McAuley. 2019. Justifying Recommendations using Distantly-Labeled Reviews and Fine-Grained Aspects. In EMNLP-IJCNLP."},{"key":"e_1_3_2_2_20_1","unstructured":"Jianmo Ni and Julian McAuley. 2018. Personalized Review Generation By Expanding Phrases and Attending on Aspect-Aware Representations. In ACL. 706--711. Jianmo Ni and Julian McAuley. 2018. Personalized Review Generation By Expanding Phrases and Attending on Aspect-Aware Representations. In ACL. 706--711."},{"key":"e_1_3_2_2_21_1","doi-asserted-by":"crossref","unstructured":"Kishore Papineni Salim Roukos Todd Ward and Wei-Jing Zhu. 2002. Bleu: a Method for Automatic Evaluation of Machine Translation. In ACL. 311--318. Kishore Papineni Salim Roukos Todd Ward and Wei-Jing Zhu. 2002. Bleu: a Method for Automatic Evaluation of Machine Translation. In ACL. 311--318.","DOI":"10.3115\/1073083.1073135"},{"key":"e_1_3_2_2_22_1","volume-title":"Opinion Word Expansion and Target Extraction through Double Propagation. Comput. Linguistics","author":"Qiu Guang","year":"2011","unstructured":"Guang Qiu , Bing Liu , Jiajun Bu , and Chun Chen . 2011. Opinion Word Expansion and Target Extraction through Double Propagation. Comput. Linguistics ( 2011 ). Guang Qiu, Bing Liu, Jiajun Bu, and Chun Chen. 2011. Opinion Word Expansion and Target Extraction through Double Propagation. Comput. Linguistics (2011)."},{"key":"e_1_3_2_2_23_1","unstructured":"Sara Sabour Nicholas Frosst and Geoffrey E Hinton. 2017. Dynamic routing between capsules. In NIPS. 3856--3866. Sara Sabour Nicholas Frosst and Geoffrey E Hinton. 2017. Dynamic routing between capsules. In NIPS. 3856--3866."},{"key":"e_1_3_2_2_24_1","doi-asserted-by":"crossref","unstructured":"Michael Sejr Schlichtkrull Thomas N. Kipf Peter Bloem Rianne van den Berg Ivan Titov and Max Welling. 2018. Modeling Relational Data with Graph Convolutional Networks. In ESWC. 593--607. Michael Sejr Schlichtkrull Thomas N. Kipf Peter Bloem Rianne van den Berg Ivan Titov and Max Welling. 2018. Modeling Relational Data with Graph Convolutional Networks. In ESWC. 593--607.","DOI":"10.1007\/978-3-319-93417-4_38"},{"key":"e_1_3_2_2_25_1","volume-title":"Cohen","author":"Sun Haitian","year":"2018","unstructured":"Haitian Sun , Bhuwan Dhingra , Manzil Zaheer , Kathryn Mazaitis , Ruslan Salakhutdinov , and William W . Cohen . 2018 . Open Domain Question Answering Using Early Fusion of Knowledge Bases and Text. In EMNLP. 4231--4242. Haitian Sun, Bhuwan Dhingra, Manzil Zaheer, Kathryn Mazaitis, Ruslan Salakhutdinov, and William W. Cohen. 2018. Open Domain Question Answering Using Early Fusion of Knowledge Bases and Text. In EMNLP. 4231--4242."},{"key":"e_1_3_2_2_26_1","volume-title":"Context-aware Natural Language Generation with Recurrent Neural Networks. CoRR","author":"Tang Jian","year":"2016","unstructured":"Jian Tang , Yifan Yang , Samuel Carton , Ming Zhang , and Qiaozhu Mei . 2016. Context-aware Natural Language Generation with Recurrent Neural Networks. CoRR , Vol. abs\/ 1611 .09900 ( 2016 ). Jian Tang, Yifan Yang, Samuel Carton, Ming Zhang, and Qiaozhu Mei. 2016. Context-aware Natural Language Generation with Recurrent Neural Networks. CoRR, Vol. abs\/1611.09900 (2016)."},{"key":"e_1_3_2_2_27_1","volume-title":"McDonald","author":"Titov Ivan","year":"2008","unstructured":"Ivan Titov and Ryan T . McDonald . 2008 . A Joint Model of Text and Aspect Ratings for Sentiment Summarization. In ACL, Kathleen R. McKeown, Johanna D. Moore, Simone Teufel, James Allan, and Sadaoki Furui (Eds.). ACL , 308--316. Ivan Titov and Ryan T. McDonald. 2008. A Joint Model of Text and Aspect Ratings for Sentiment Summarization. In ACL, Kathleen R. McKeown, Johanna D. Moore, Simone Teufel, James Allan, and Sadaoki Furui (Eds.). ACL, 308--316."},{"key":"e_1_3_2_2_28_1","unstructured":"Zhang Xinyi and Lihui Chen. 2019. Capsule Graph Neural Network. In ICLR. OpenReview.net. Zhang Xinyi and Lihui Chen. 2019. Capsule Graph Neural Network. In ICLR. OpenReview.net."},{"key":"e_1_3_2_2_29_1","unstructured":"Bishan Yang Wen-tau Yih Xiaodong He Jianfeng Gao and Li Deng. 2015. Embedding Entities and Relations for Learning and Inference in Knowledge Bases. In ICLR. Bishan Yang Wen-tau Yih Xiaodong He Jianfeng Gao and Li Deng. 2015. Embedding Entities and Relations for Learning and Inference in Knowledge Bases. In ICLR."},{"key":"e_1_3_2_2_30_1","unstructured":"Lantao Yu Weinan Zhang Jun Wang and Yong Yu. 2017. SeqGAN: Sequence Generative Adversarial Nets with Policy Gradient. In AAAI. 2852--2858. Lantao Yu Weinan Zhang Jun Wang and Yong Yu. 2017. SeqGAN: Sequence Generative Adversarial Nets with Policy Gradient. In AAAI. 2852--2858."},{"key":"e_1_3_2_2_31_1","doi-asserted-by":"crossref","unstructured":"Hongyu Zang and Xiaojun Wan. 2017. Towards Automatic Generation of Product Reviews from Aspect-Sentiment Scores. In INLG. 168--177. Hongyu Zang and Xiaojun Wan. 2017. Towards Automatic Generation of Product Reviews from Aspect-Sentiment Scores. In INLG. 168--177.","DOI":"10.18653\/v1\/W17-3526"},{"key":"e_1_3_2_2_32_1","doi-asserted-by":"crossref","unstructured":"Muhan Zhang Zhicheng Cui Marion Neumann and Yixin Chen. 2018a. An End-to-End Deep Learning Architecture for Graph Classification. In AAAI. 4438--4445. Muhan Zhang Zhicheng Cui Marion Neumann and Yixin Chen. 2018a. An End-to-End Deep Learning Architecture for Graph Classification. In AAAI. 4438--4445.","DOI":"10.1609\/aaai.v32i1.11782"},{"key":"e_1_3_2_2_33_1","unstructured":"Ruqing Zhang Jiafeng Guo Yixing Fan Yanyan Lan Jun Xu and Xueqi Cheng. 2018c. Learning to Control the Specificity in Neural Response Generation. In ACL. 1108--1117. Ruqing Zhang Jiafeng Guo Yixing Fan Yanyan Lan Jun Xu and Xueqi Cheng. 2018c. Learning to Control the Specificity in Neural Response Generation. In ACL. 1108--1117."},{"key":"e_1_3_2_2_34_1","doi-asserted-by":"crossref","unstructured":"Saizheng Zhang Emily Dinan Jack Urbanek Arthur Szlam Douwe Kiela and Jason Weston. 2018b. Personalizing Dialogue Agents: I have a dog do you have pets too?. In ACL. 2204--2213. Saizheng Zhang Emily Dinan Jack Urbanek Arthur Szlam Douwe Kiela and Jason Weston. 2018b. Personalizing Dialogue Agents: I have a dog do you have pets too?. In ACL. 2204--2213.","DOI":"10.18653\/v1\/P18-1205"},{"key":"e_1_3_2_2_35_1","doi-asserted-by":"publisher","DOI":"10.1162\/dint_a_00008"},{"key":"e_1_3_2_2_36_1","doi-asserted-by":"crossref","unstructured":"Wayne Xin Zhao Jing Jiang Jianshu Weng Jing He Ee-Peng Lim Hongfei Yan and Xiaoming Li. 2011. Comparing Twitter and Traditional Media Using Topic Models. In ECIR. 338--349. Wayne Xin Zhao Jing Jiang Jianshu Weng Jing He Ee-Peng Lim Hongfei Yan and Xiaoming Li. 2011. Comparing Twitter and Traditional Media Using Topic Models. In ECIR. 338--349.","DOI":"10.1007\/978-3-642-20161-5_34"},{"key":"e_1_3_2_2_37_1","doi-asserted-by":"crossref","unstructured":"Qingyu Zhou Nan Yang Furu Wei Shaohan Huang Ming Zhou and Tiejun Zhao. 2018. Neural Document Summarization by Jointly Learning to Score and Select Sentences. In ACL. 654--663. Qingyu Zhou Nan Yang Furu Wei Shaohan Huang Ming Zhou and Tiejun Zhao. 2018. Neural Document Summarization by Jointly Learning to Score and Select Sentences. In ACL. 654--663.","DOI":"10.18653\/v1\/P18-1061"}],"event":{"name":"CIKM '20: The 29th ACM International Conference on Information and Knowledge Management","sponsor":["SIGWEB ACM Special Interest Group on Hypertext, Hypermedia, and Web","SIGIR ACM Special Interest Group on Information Retrieval"],"location":"Virtual Event Ireland","acronym":"CIKM '20"},"container-title":["Proceedings of the 29th ACM International Conference on Information & Knowledge Management"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3340531.3411893","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3340531.3411893","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T22:01:21Z","timestamp":1750197681000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3340531.3411893"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,10,19]]},"references-count":37,"alternative-id":["10.1145\/3340531.3411893","10.1145\/3340531"],"URL":"https:\/\/doi.org\/10.1145\/3340531.3411893","relation":{},"subject":[],"published":{"date-parts":[[2020,10,19]]},"assertion":[{"value":"2020-10-19","order":2,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}