Publications

Conference Papers

  • Wentao Deng, Jiahuan Pei*, Keyi Kong, Zhe Chen, Furu Wei, Yujun Li, Zhaochun Ren, Zhumin Chen, Pengjie Ren, "Syllogistic Reasoning for Legal Judgment Analysis." In Empirical Methods in Natural Language Processing (EMNLP23, CCF B), 2023.
  • Jiahuan Pei*, Cheng Wang, Gyorgy Szarvas, "Transformer Uncertainty Estimation with Hierarchical Stochastic Attentions." In Proceedings of AAAI Conference on Artificial Intelligence (AAAI 2022, CCF A), 2022. [Paper] [Code]
  • Guojun Yan, Jiahuan Pei*, Pengjie Ren, Zhaochun Ren, Maarten Rijke, "ReMeDi: Resources for Multi-domain, Multi-service, Medical Dialogues." In Proceedings of International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2022, CCF A), 2022. [Paper] [Code] [Data]
  • Jiahuan Pei*, Danushka Bollegala, Omar Zaidan, "Learning Embeddings to Represent Information Retrieval Systems." In AMLC 2022 Deep Metric Learning and Semantic Similarity Search Workshop, 2022.
  • Jiahuan Pei*, Pengjie Ren, Maarten Rijke, "A Cooperative Memory Network for Personalized Task-oriented Dialogue Systems with Incomplete User Profiles." In Proceedings of The Web Conference 2021 (WWW 2021, CCF A), 2021. [Paper] [Code]
  • Jiahuan Pei*, Pengjie Ren, Christof Monz, Maarten Rijke, "Retrospective and Prospective Mixture-of-Generators for Task-oriented Dialogue Response Generation." In Proceedings of the 24th European Conference on Artificial Intelligence (ECAI 2020, CCF B), 2019. [Paper] [Code]
  • Jiahuan Pei*, Pengjie Ren, Maarten Rijke, "A Modular Task-oriented Dialogue System Using a Neural Mixture-of-Experts." In Proceedings of the 42nd International ACM SIGIR Workshop on Conversational Interaction Systems (SIGIR 2019 WCIS Workshop), 2019. [Paper]
  • Jiahuan Pei*, Arent Stienstra, Julia Kiseleva, Maarten Rijke, "SEntNet: Source-aware Recurrent Entity Network for Dialogue Response Selection." In Proceedings of the 28th International Joint Conference on Artificial Intelligence Workshop on Search-Oriented Conversational AI (IJCAI 2019 SCAI Workshop), 2019. [Paper]
  • Jianjun Ma, Mulangma Zhu, Degen Huang, Jiahuan Pei*, "Recognition of Syntactic Relationship between Clauses Using CRFs." In International Journal of Advanced Intelligence, 2018.
  • Jiahuan Pei*, Cong Zhang, Degen Huang, Jianjun Ma, "Combining Word Embedding and Semantic Lexicon for Chinese Word Similarity Computation." In Natural Language Understanding and Intelligent Applications (NLPCC 2016, CCF C), 2016. [Paper]
  • Jiahuan Pei*, Degen Huang, Jianjun Ma, Dingxin Song, Leyuan Sang, "DUT-NLP-CH @ NTCIR-12 Temporalia Temporal Intent Disambiguation Subtask." In Proceedings of the 12th NTCIR Conference on Evaluation of Information Access Technologies (NTCIR 2016), 2016. [Paper]
  • Journal Articles

  • Benyou Wang, Qianqian Xie, Jiahuan Pei*, Prayag Tiwari, Zhao Li, Jie Fu, "Pre-trained Language Models in Biomedical Domain: A Systematic Survey." Computing Surveys, 2023. [Paper]
  • Wentao Deng, Jiahuan Pei*, Zhaochun Ren, Zhumin Chen, Pengjie Ren, "Intent-calibrated Self-training for Answer Selection in Open-domain Dialogues." Transactions of the Association for Computational Linguistics (TACL, CCF B), 2023. [Paper] [Code]
  • Benyou Wang, Qianqian Xie, Jiahuan Pei*, Prayag Tiwari, Zhao Li, Jie Fu, "Pre-trained Language Models in Biomedical Domain: A Systematic Survey." Association for Computing Machinery, 2021. [Paper]
  • Jianjun Ma, Jiahuan Pei*, Degen Huang, Dingxin Song, "Syntactic parsing of clause constituents for statistical machine translation." International Journal of Computational Science and Engineering (IJCSE 2018, JCR-Q3), 2018. [Paper]
  • Degen Huang, Jiahuan Pei*, Cong Zhang, Kaiyu Huang, Jianjun Ma, "Incorporating Prior Knowledge into Word Embedding for Chinese Word Similarity Measurement." ACM Transactions on Asian and Low-Resource Language Information Processing (TALLIP 2018, SCI, JCR-Q2, IF=1.413), 2018. [Paper] [Code]
  • Cong Zhang, Jiahuan Pei*, Kaiyu Huang, Degen Huang, Zhangzhi Yin, "Semantic graph optimization algorithm based chinesemicroblog opinion summarization." Journal Of Shandong University (Natural Science), 2017. [Paper]
  • Jianjun Ma, Jiahuan Pei*, Degen Huang, "Identification of English Functional Noun Phrases by CRFs and the Semantic Information." Journal of Chinese Information Processing (CCF B, Chinese Journal), 2016. [Paper]
  • Books

  • Jiahuan Pei*, "Collaborative Agents for Task-oriented Dialogue Systems (Doctoral Thesis)." Univeristy of Amsterdam, 2022. [Paper]
  • Jiahuan Pei*, "Research on Chinese Word Semantic Similarity Computation (Master Thesis)." Dalian University of Technology, 2017. [Paper]
  • Jiahuan Pei*, "Chinese Functional Maximal-length Noun Phrase Recognition (Bachelor Thesis)." Dalian Maritime University, 2014. [Paper]