{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,21]],"date-time":"2025-12-21T06:25:50Z","timestamp":1766298350893,"version":"3.41.0"},"publisher-location":"New York, NY, USA","reference-count":49,"publisher":"ACM","license":[{"start":{"date-parts":[[2022,2,11]],"date-time":"2022-02-11T00:00:00Z","timestamp":1644537600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.acm.org\/publications\/policies\/copyright_policy#Background"}],"funder":[{"name":"ICBC Technology"}],"content-domain":{"domain":["dl.acm.org"],"crossmark-restriction":true},"short-container-title":[],"published-print":{"date-parts":[[2022,2,11]]},"DOI":"10.1145\/3488560.3498393","type":"proceedings-article","created":{"date-parts":[[2022,2,15]],"date-time":"2022-02-15T21:42:57Z","timestamp":1644961377000},"page":"1149-1157","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":14,"title":["Improving the Applicability of Knowledge-Enhanced Dialogue Generation Systems by Using Heterogeneous Knowledge from Multiple Sources"],"prefix":"10.1145","author":[{"given":"Sixing","family":"Wu","sequence":"first","affiliation":[{"name":"Peking University, Beijing, China"}]},{"given":"Minghui","family":"Wang","sequence":"additional","affiliation":[{"name":"Peking University, Beijing, China"}]},{"given":"Ying","family":"Li","sequence":"additional","affiliation":[{"name":"Peking University, Beijing, China"}]},{"given":"Dawei","family":"Zhang","sequence":"additional","affiliation":[{"name":"Peking University, Beijing, China"}]},{"given":"Zhonghai","family":"Wu","sequence":"additional","affiliation":[{"name":"Peking University, Beijing, China"}]}],"member":"320","published-online":{"date-parts":[[2022,2,15]]},"reference":[{"key":"e_1_3_2_2_1_1","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2020\/522"},{"key":"e_1_3_2_2_2_1","volume-title":"Longformer: The longdocument transformer. arXiv preprint arXiv:2004.05150","author":"Beltagy Iz","year":"2020","unstructured":"Iz Beltagy, Matthew E Peters, and Arman Cohan. 2020. Longformer: The longdocument transformer. arXiv preprint arXiv:2004.05150 (2020)."},{"key":"e_1_3_2_2_3_1","doi-asserted-by":"publisher","DOI":"10.1145\/1376616.1376746"},{"key":"e_1_3_2_2_4_1","doi-asserted-by":"publisher","unstructured":"Antoine Bordes Nicolas Usunier Jason Weston and Oksana Yakhnenko. 2013. Translating Embeddings for Modeling Multi-Relational Data. In NIPS. 2787--2795. https:\/\/doi.org\/10.1007\/s13398-014-0173--7.2 arXiv:arXiv:1011.1669v3","DOI":"10.1007\/s13398-014-0173--7.2"},{"key":"e_1_3_2_2_5_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1"},{"key":"e_1_3_2_2_6_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1"},{"key":"e_1_3_2_2_7_1","doi-asserted-by":"publisher","DOI":"10.1145\/3166054.3166058"},{"key":"e_1_3_2_2_8_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2020.acl-main.708"},{"key":"e_1_3_2_2_9_1","doi-asserted-by":"publisher","unstructured":"Kyunghyun Cho Bart van Merrienboer \u00c7aglar G\u00fcl\u00e7ehre Dzmitry Bahdanau Fethi Bougares Holger Schwenk and Yoshua Bengio. 2014. Learning Phrase Representations using RNN Encoder-Decoder for Statistical Machine Translation. In EMNLP. 1724--1734. https:\/\/doi.org\/10.3115\/v1\/d14--1179","DOI":"10.3115\/v1"},{"key":"e_1_3_2_2_10_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1"},{"key":"e_1_3_2_2_11_1","volume-title":"Wizard of Wikipedia: Knowledge-Powered Conversational Agents. In ICLR","author":"Dinan Emily","year":"2019","unstructured":"Emily Dinan, Stephen Roller, Kurt Shuster, Angela Fan, Michael Auli, and Jason Weston. 2019. Wizard of Wikipedia: Knowledge-Powered Conversational Agents. In ICLR 2019."},{"key":"e_1_3_2_2_12_1","doi-asserted-by":"publisher","unstructured":"Jun Gao Wei Bi Xiaojiang Liu Junhui Li Guodong Zhou and Shuming Shi. 2019. A Discrete CVAE for Response Generation on Short-Text Conversation. In EMNLP. 1898--1908. https:\/\/doi.org\/10.18653\/v1\/D19--1198","DOI":"10.18653\/v1"},{"key":"e_1_3_2_2_13_1","doi-asserted-by":"crossref","unstructured":"Marjan Ghazvininejad Chris Brockett Ming-Wei Chang Bill Dolan Jianfeng Gao Wen-tau Yih and Michel Galley. 2018. A Knowledge-Grounded Neural Conversation Model. In AAAI. 5110--5117.","DOI":"10.1609\/aaai.v32i1.11977"},{"key":"e_1_3_2_2_14_1","doi-asserted-by":"publisher","unstructured":"Wenpeng Hu Ran Le Bing Liu Jinwen Ma Dongyan Zhao and Rui Yan. 2020. Translation vs. Dialogue: A Comparative Analysis of Sequence-to-Sequence Modeling. In COLING. https:\/\/doi.org\/10.18653\/v1\/2020.coling-main.363","DOI":"10.18653\/v1"},{"key":"e_1_3_2_2_15_1","doi-asserted-by":"publisher","DOI":"10.1001\/jama.291.21.2555"},{"key":"e_1_3_2_2_16_1","doi-asserted-by":"publisher","unstructured":"Jiwei Li Michel Galley Chris Brockett Jianfeng Gao and Bill Dolan. 2016. A Diversity-Promoting Objective Function for Neural Conversation Models. In NAACL. 110--119. https:\/\/doi.org\/10.18653\/v1\/n16--1014","DOI":"10.18653\/v1"},{"key":"e_1_3_2_2_17_1","volume-title":"Infusing Multi-Source Knowledge with Heterogeneous Graph Neural Network for Emotional Conversation Generation. CoRR abs\/2012.04882","author":"Liang Yunlong","year":"2020","unstructured":"Yunlong Liang, Fandong Meng, Ying Zhang, Jinan Xu, Yufeng Chen, and Jie Zhou. 2020. Infusing Multi-Source Knowledge with Heterogeneous Graph Neural Network for Emotional Conversation Generation. CoRR abs\/2012.04882 (2020). arXiv:2012.04882 https:\/\/arxiv.org\/abs\/2012.04882"},{"key":"e_1_3_2_2_18_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. Association for Computational Linguistics, Barcelona, Spain, 74--81."},{"key":"e_1_3_2_2_19_1","volume-title":"A Survey of Transformers. CoRR abs\/2106.04554","author":"Lin Tianyang","year":"2021","unstructured":"Tianyang Lin, Yuxin Wang, Xiangyang Liu, and Xipeng Qiu. 2021. A Survey of Transformers. CoRR abs\/2106.04554 (2021)."},{"key":"e_1_3_2_2_20_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2020.acl-main.6"},{"key":"e_1_3_2_2_21_1","doi-asserted-by":"publisher","unstructured":"Chia-Wei Liu Ryan Lowe Iulian Serban Michael Noseworthy Laurent Charlin and Joelle Pineau. 2016. How NOT To Evaluate Your Dialogue System: An Empirical Study of Unsupervised Evaluation Metrics for Dialogue Response Generation. In EMNLP. 2122--2132. https:\/\/doi.org\/10.18653\/v1\/d16--1230","DOI":"10.18653\/v1"},{"key":"e_1_3_2_2_22_1","volume-title":"AAAI","author":"Liu Tianyu","year":"2018","unstructured":"Tianyu Liu, Kexiang Wang, Lei Sha, Baobao Chang, and Zhifang Sui. 2018. Tableto- Text Generation by Structure-Aware Seq2seq Learning. In AAAI 2018. 4881-- 4888. https:\/\/www.aaai.org\/ocs\/index.php\/AAAI\/AAAI18\/paper\/view\/16599"},{"key":"e_1_3_2_2_23_1","doi-asserted-by":"publisher","unstructured":"Zhibin Liu Zheng-Yu Niu Hua Wu and Haifeng Wang. 2019. Knowledge Aware Conversation Generation with Explainable Reasoning over Augmented Graphs. In EMNLP. 1782--1792. https:\/\/doi.org\/10.18653\/v1\/D19--1187","DOI":"10.18653\/v1"},{"key":"e_1_3_2_2_24_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1"},{"key":"e_1_3_2_2_25_1","doi-asserted-by":"crossref","unstructured":"Chuan Meng Pengjie Ren Zhumin Chen Christof Monz Jun Ma and Maarten de Rijke. 2020. RefNet: A Reference-Aware Network for Background Based Conversation. (2020) 8496--8503.","DOI":"10.1609\/aaai.v34i05.6370"},{"key":"e_1_3_2_2_26_1","doi-asserted-by":"publisher","DOI":"10.3115\/1073083.1073135"},{"key":"e_1_3_2_2_27_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1"},{"key":"e_1_3_2_2_28_1","unstructured":"Alec Radford Jeff Wu Rewon Child David Luan Dario Amodei and Ilya Sutskever. 2019. Language Models are Unsupervised Multitask Learners. (2019)."},{"key":"e_1_3_2_2_29_1","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v34i05.6395"},{"key":"e_1_3_2_2_30_1","volume-title":"Get To The Point: Summarization with Pointer-Generator Networks. In ACL 2017","author":"Liu Peter J.","year":"1865","unstructured":"Abigail See, Peter J. Liu, and Christopher D. Manning. 2017. Get To The Point: Summarization with Pointer-Generator Networks. In ACL 2017. Association for Computational Linguistics, Stroudsburg, PA, USA, 1073--1083. https:\/\/doi.org\/10. 18653\/v1\/P17--1099"},{"key":"e_1_3_2_2_31_1","doi-asserted-by":"publisher","unstructured":"Lifeng Shang Zhengdong Lu and Hang Li. 2015. Neural Responding Machine for Short-Text Conversation. In ACL. 1577--1586. https:\/\/doi.org\/10.3115\/v1\/P15- 1152 arXiv:arXiv:1503.02364v2","DOI":"10.3115\/v1"},{"key":"e_1_3_2_2_32_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1"},{"key":"e_1_3_2_2_33_1","doi-asserted-by":"crossref","unstructured":"Robyn Speer Joshua Chin and Catherine Havasi. 2017. ConceptNet 5.5: An Open Multilingual Graph of General Knowledge. In AAAI. 4444--4451.","DOI":"10.1609\/aaai.v31i1.11164"},{"key":"e_1_3_2_2_34_1","volume-title":"Diversifying Dialogue Generation with Non- Conversational Text. In ACL","author":"Su Hui","year":"2020","unstructured":"Hui Su, Xiaoyu Shen, Sanqiang Zhao, Xiao Zhou, Pengwei Hu, Randy Zhong, Cheng Niu, and Jie Zhou. 2020. Diversifying Dialogue Generation with Non- Conversational Text. In ACL 2020. 7087--7097."},{"key":"e_1_3_2_2_35_1","volume-title":"Le","author":"Sutskever Ilya","year":"2014","unstructured":"Ilya Sutskever, Oriol Vinyals, and Quoc V. Le. 2014. Sequence to Sequence Learning with Neural Networks. In NIPS. 3104--3112. http:\/\/papers.nips.cc\/ paper\/5346-sequence-to-sequence-learning-with-neural-networks"},{"key":"e_1_3_2_2_36_1","volume-title":"CoRR abs\/1706.03762","author":"Vaswani Ashish","year":"2017","unstructured":"Ashish Vaswani, Noam Shazeer, Niki Parmar, Jakob Uszkoreit, Llion Jones, Aidan N. Gomez, Lukasz Kaiser, and Illia Polosukhin. 2017. Attention Is All You Need. CoRR abs\/1706.03762 (2017). arXiv:1706.03762 http:\/\/arxiv.org\/abs\/ 1706.03762"},{"key":"e_1_3_2_2_37_1","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v34i05.6453"},{"key":"e_1_3_2_2_38_1","doi-asserted-by":"crossref","unstructured":"Yida Wang Pei Ke Yinhe Zheng Kaili Huang Yong Jiang Xiaoyan Zhu and Minlie Huang. 2020. A Large-Scale Chinese Short-Text Conversation Dataset. In NLPCC. https:\/\/arxiv.org\/abs\/2008.03946","DOI":"10.1007\/978-3-030-60450-9_8"},{"key":"e_1_3_2_2_39_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2021.emnlp-main.175"},{"key":"e_1_3_2_2_40_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2020.findings-emnlp.12"},{"key":"e_1_3_2_2_41_1","doi-asserted-by":"crossref","unstructured":"Sixing Wu Ying Li Dawei Zhang Yang Zhou and Zhonghai Wu. 2020. Diverse and Informative Dialogue Generation with Context-Specific Commonsense Knowledge Awareness. In ACL. Online 5811--5820.","DOI":"10.18653\/v1\/2020.acl-main.515"},{"key":"e_1_3_2_2_42_1","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2020"},{"key":"e_1_3_2_2_43_1","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2021"},{"key":"e_1_3_2_2_44_1","first-page":"845","article-title":"HL-EncDec","volume":"2018","author":"Zhang Dawei","year":"2018","unstructured":"SixingWu, Dawei Zhang, Ying Li, Xing Xie, and ZhonghaiWu. 2018. HL-EncDec: A Hybrid-Level Encoder-Decoder for Neural Response Generation. In COLING 2018. 845--856. https:\/\/aclanthology.org\/C18--1072\/","journal-title":"A Hybrid-Level Encoder-Decoder for Neural Response Generation. In COLING"},{"key":"e_1_3_2_2_45_1","doi-asserted-by":"crossref","unstructured":"Can Xu Wei Wu Chongyang Tao Huang Hu Matt Schuerman and Ying Wang. 2019. Neural Response Generation with Meta-words. In ACL. 5416--5426. https: \/\/www.aclweb.org\/anthology\/P19--1538\/","DOI":"10.18653\/v1\/P19-1538"},{"key":"e_1_3_2_2_46_1","volume-title":"A Survey of Knowledge-Enhanced Text Generation. CoRR abs\/2010.04389","author":"Yu Wenhao","year":"2020","unstructured":"Wenhao Yu, Chenguang Zhu, Zaitang Li, Zhiting Hu, Qingyun Wang, Heng Ji, and Meng Jiang. 2020. A Survey of Knowledge-Enhanced Text Generation. CoRR abs\/2010.04389 (2020). arXiv:2010.04389 https:\/\/arxiv.org\/abs\/2010.04389"},{"key":"e_1_3_2_2_47_1","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2020.acl-main.184"},{"key":"e_1_3_2_2_48_1","volume-title":"Low-Resource Knowledge-Grounded Dialogue Generation. In ICLR","author":"Zhao Xueliang","year":"2020","unstructured":"Xueliang Zhao, Wei Wu, Chongyang Tao, Can Xu, Dongyan Zhao, and Rui Yan. 2020. Low-Resource Knowledge-Grounded Dialogue Generation. In ICLR 2020."},{"key":"e_1_3_2_2_49_1","volume-title":"Commonsense Knowledge Aware Conversation Generation with Graph Attention. In IJCAI","author":"Zhou Hao","year":"2018","unstructured":"Hao Zhou, Tom Young, Minlie Huang, Haizhou Zhao, Jingfang Xu, and Xiaoyan Zhu. 2018. Commonsense Knowledge Aware Conversation Generation with Graph Attention. In IJCAI 2018. 4623--4629."}],"event":{"name":"WSDM '22: The Fifteenth ACM International Conference on Web Search and Data Mining","sponsor":["SIGMOD ACM Special Interest Group on Management of Data","SIGWEB ACM Special Interest Group on Hypertext, Hypermedia, and Web","SIGKDD ACM Special Interest Group on Knowledge Discovery in Data","SIGIR ACM Special Interest Group on Information Retrieval"],"location":"Virtual Event AZ USA","acronym":"WSDM '22"},"container-title":["Proceedings of the Fifteenth ACM International Conference on Web Search and Data Mining"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3488560.3498393","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/dl.acm.org\/doi\/pdf\/10.1145\/3488560.3498393","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,17]],"date-time":"2025-06-17T20:18:51Z","timestamp":1750191531000},"score":1,"resource":{"primary":{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3488560.3498393"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,2,11]]},"references-count":49,"alternative-id":["10.1145\/3488560.3498393","10.1145\/3488560"],"URL":"https:\/\/doi.org\/10.1145\/3488560.3498393","relation":{},"subject":[],"published":{"date-parts":[[2022,2,11]]},"assertion":[{"value":"2022-02-15","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}