Longyue Wang

Research Fellow @ NLP Centre, Tencent AI Lab

Longyue is a senior research fellow at Tencent AI Lab. He has received the B.Sc. degree in network engineering in 2011, and the M.Sc. degree in software engineering in 2014. From 2015 to 2018, he pursued Ph.D. at Dublin City University, supervised under Prof. Qun Liu and Prof. Andy Way. In 2018, he was awarded the Ph.D. degree in computer applications, and achieved the Best Thesis Award by the European Association for Machine Translation (EAMT).

Longyue has studied and practiced in a broad field of Artificial Intelligence especially on Large Language Model, Multimodal, Language Agent, Natural Language Processing, Machine Translation, Deep Learning and AI for Science. He has published 60 papers in leading NLP journals and conferences. He has filed for 50 U.S., HK, Japan and China patents. In academic competitions, he has secured 6 championships and 8 runner-up positions. Besides, he has leveraged technical innovations to develop popular AI products.

Research Interests

News

  • 2023/10: Area Chair 🎖EACL2023
  • 2023/10: Paper Accept 🎉 EMNLP2023 x3
  • 2023/04: Paper Accept 🎉 ACL2023 x2
  • 2023/04: Senior Area Chair 🎖AACL2023
  • 2023/04: Organization 🏆 CWMT2023
  • 2023/04: Organization 🏆 WMT2023
  • 2023/03: Update 🚀 TranSmart Zh-En
  • 2023/02: Honor 🎖 IEEE Senior Member

Academic Qualifications

2015 - 2018

Ph.D. in Computer Applications
Dublin City University (DCU)
Supervisor: Prof. Qun Liu and Prof. Andy Way
Thesis: Discourse-Aware Neural Machine Translation

2011 - 2014

M.Sc. in Software Engineering
University of Macau (UM)
Supervisor: Prof. Derek F. Wong and Prof. Lidia S. Chao
Thesis: Domain Adaptation for Statistical Machine Translation

2007 - 2011

B.Sc. in Network Engineering
Shandong University of Science and Technology (SUST)
Supervisor: Prof. Qingtian Zeng

Academic Experience

Work

Project

Teaching

  • 2018/02-2018/06 Teaching Assistant at DCU Statistical Machine Translation (CA4012)
  • 2017/01-2017/06 Teaching Assistantat DCU Introduction to Programming (CA146)
  • 2017/01-2017/06 Teaching Assistant at DCU Statistical Machine Translation (CA4012)
  • 2016/02-2016/06 Teaching Assistant at DCU Introduction to Programming (CA146)
  • 2014/09-2014/10 Teaching Assistant at UM Natural Language Processing (SFTW462)
  • [Full List]

Research Topics & Representative Publications

Please go to [Full List] or [Google Scholar] to see the full publication list (*  is co-first and † is corresponding author).

Large Language Model & Multimodal

Benchmarking LLMs via Uncertainty Quantification

Fanghua Ye, Mingming Yang, Jianhui Pang, Longyue Wang†, Derek F. Wong, Emine Yilmaz, Shuming Shi, Zhaopeng Tu
EMNLP 2023 [pdf] [code] [video]

Document-Level Machine Translation with Large Language Models

Longyue Wang*, Chenyang Lyu*, Tianbo Ji*, Zhirui Zhang*, Dian Yu, Shuming Shi, Zhaopeng Tu
EMNLP 2023 [pdf] [code]

Macaw-LLM: Multi-Modal Language Modeling with Image, Audio, Video, and Text Integration

Chenyang Lyu, Minghao Wu, Longyue Wang†, Xinting Huang, Bingshuai Liu, Zefeng Du, Shuming Shi, Zhaopeng Tu
Arxiv 2023 [pdf] [code] [video] [media]

GPT4Video: A Unified Multimodal Large Language Model for Instruction-Followed Understanding and Safety-Aware Generation

Zhanyu Wang, Longyue Wang†, Zhen Zhao, Minghao Wu, Chenyang Lyu, Huayang Li, Deng Cai, Luping Zhou, Shuming Shi, Zhaopeng Tu
Arxiv 2023 [pdf] [code] [video] [media]

Natural Language Processing & Machine Translation

Salute the Classic: Revisiting Challenges of Machine Translation in the Age of Large Language Models

Jianhui Pang, Fanghua Ye, Longyue Wang†, Dian Yu, Derek F Wong, Shuming Shi, Zhaopeng Tu
Arxiv 2024 [pdf] [code] [media]

New Trends in Machine Translation using Large Language Models

Chenyang Lyu, Jitao Xu, Longyue Wang
Arxiv 2023 [pdf] [blog] [media]

Understanding and Improving Lexical Choice in Non-Autoregressive Translation

Liang Ding, Longyue Wang, Xuebo Liu, Derek F. Wong, Dacheng Tao, Zhaopeng Tu
ICLR 2021 [pdf] [video] [media]

Exploiting Cross-Sentence Context for Neural Machine Translation

Longyue Wang, Zhaopeng Tu, Andy Way, Qun Liu
EMNLP 2017 [pdf] [code] [slides] [video]

Deep Learning

Understanding and Improving Encoder Layer Fusion in Sequence-to-Sequence Learning

Xuebo Liu, Longyue Wang, Derek F. Wong, Liang Ding, Lidia S. Chao, Zhaopeng Tu
ICLR 2021 [pdf] [code] [video]

Convolutional Self-Attention Networks

Baosong Yang, Longyue Wang, Derek Wong, Lidia S. Chao, and Zhaopeng Tu
NAACL 2019 [pdf] [code]

Assessing the Ability of Self-Attention Networks to Learn Word Order

Baosong Yang, Longyue Wang, Derek Wong, Lidia S. Chao, and Zhaopeng Tu
ACL 2019 [pdf] [code] [video]

Computational Linguistics

Translating Pro-Drop Languages with Reconstruction Models

AAAI 2018 [pdf] [poster] [media]

A Survey on Zero Pronoun Translation

Longyue Wang*, Siyou Liu*, Mingzhou Xu, Linfeng Song, Shuming Shi, Zhaopeng Tu
ACL 2023 [pdf] [media]

AI for Science

DrugAssist: A Large Language Model for Molecule Optimization

Geyan Ye, Xibao Cai, Houtim Lai, Xing Wang, Junhong Huang, Longyue Wang†,, Wei Liu, Xiangxiang Zeng
Arxiv 2023 [pdf] [code] [media]

Awards & Campaign

Honors and Awards

  • 2023/02 IEEE Senior Member
  • 2022/12 2022 Industrial Development and Innovation Talent Award
  • 2022/07 NAACL2022 Outstanding Action Editior
  • 2021/12 2021 Industrial Development and Innovation Talent Award
  • 2021/06 Tencent Outstanding Contributor × 2
  • 2019/06 2018 EAMT Best Thesis Award (1 person/year)
  • 2018/10 Dublin City University Research Day Winner
  • 2017/07 Chinese Government Award for Outstanding Students Abroad (nominated)
  • 2016/04 Dublin City University Award for Engagement with Business/Industry
  • 2016/04 NAACL 2016 Student Travel Awards
  • 2015/06 Dublin City University Studentship
  • 2014/10 Excellent Graduate Student of University of Macau
  • 2014/05 ACL 2014 Student Travel Awards
  • 2013/09 Enterprise Ireland Commercialisation Fund Award
  • 2011/09 University of Macau Graduate Assistantship
  • 2011/09 University of Macau Student Fellowship
  • 2011/06 Excellent Graduate Student of Shandong University of Science and Technology
  • 2011/05 Excellent Graduate Student of Shandong Province
  • 2007/12-2010/05 Outstanding Undergraduate Scholarship (First Prize × 3, Second Prize × 2)

Academic Competitions

Year Name Result
2021 WMT: News Translation Task  (Zh-En, De-En) 1st Rank
2020 WMT: Chat Translation Task (De-En) 2nd Rank
2020 WMT: News Translation Task (Zh-En, En-Zh) 2nd Rank
2020 WMT: Biomedical Translation Task (En-De) 1st Rank
2020 WMT: Biomedical Translation Task (De-En) 2nd Rank
2017 AI Challenger: English-Chinese Machine Translation (Bi-weekly Interim) 2nd Rank
2015 CoNLL : Shallow Discourse Parsing 11st Rank
2014 CoNLL : Grammatical Error Correction 5th Rank
2014 WMT : Medical Translation Task (En-De, Cz-En, Fr-En) 1st Rank
2014 WMT : Medical Translation Task (De-En, En-Cz, En-Fr) 2nd Rank
2013 CoNLL : Grammatical Error Correction 3rd Rank
2012 CLP Bake-off: Micro-blog Word Segmentation 4th Rank
2012 CLP Bake-off: Chinese Name Disambiguation 6th Rank
2011 National Post-Graduate Mathematic Contest in Modeling 2nd Prize
2010 US Mathematical Contest in Modeling SP

Resources

Corpora

Toolkits & Systems

Macaw-LLM

Multi-Modal Language Modeling with Image, Video, Audio, and Text Integration.
GitHub Repo stars

Tencent Translate: Chinese-English Translation

The system is designed to be a general-domain translation system. Choose "Chinese-English" language and select "General" domain.

Others

Professional Services

Journal
  • 2021 Transactions of Association for Computational Linguistics Action Editor
  • 2021 Computational Linguistics Standing Reviewer
  • 2017 Machine Translation Standing Reviewer
Conference
  • 2023 EACL Area Chair; AACL Senior Area Chair; EAMT Best Thesis Award PC Member; ACL Reviewer
  • 2022 ACL Rolling Review Action Editor
  • 2021 ACL Area Chair
  • 2021 IJCAI/AAAI Senior PC Member
  • 2020 ACL Area Chair
Organization
  • Chinese Information Processing Society (YSSNLP) Member
  • China Computer Federation (CCF) Member
  • Institute of Electrical and Electronics Engineers (IEEE) Senior Member

Natural/Programming Languages

  • English: IELTS 6.5 (writing 7.0)
  • Mandarin Chinese: native speaker
  • Cantonese Chinese: studying
  • Python & Shell: 5 years
  • Java & C++: 1 year

Events

Social Experiences

  • 2010/08-2011/09 Deputy, 25th National Congress of the All-China Students’ Federation, Beijing
  • 2010/07-2010/09 Intern, Labor and Social Security Bureau, Tsingtao, China
  • 2009/05-2011/05 University Leader, Google Caring for China, Tsingtao, China
  • 2009/04-2010/05 President of Student Union of Shandong University Science and Technology
  • 2008/07-2008/09 Volunteer, Beijing 2008 Olympic Games
  • 2007/08-2007/10 Volunteer, Research Center for Contemporary China

Interns

For inquiries about internships, please send your resume to vincentwang0229 AT gmail.com.

  • 2023/10 ~ present Zhen Zhao, Ph.D. Student The University of Sydney
  • 2023/08 ~ present Fanghua Ye, Ph.D. Student University College London
  • 2023/08 ~ present Jianhui Pang, Ph.D. Student University of Macau
  • 2023/07 ~ present Zhanyu Wang, Ph.D. Student The University of Sydney
  • 2023/08 ~ 2023/10 Minghao Wu, Ph.D. Student Monash University
  • 2023/04 ~ 2023/08 Chenyang Lyu, Ph.D. Student Dublin City University (now PostDoc., Mohamed bin Zayed University of Artificial Intelligence)
  • 2022/03 ~ 2023/08 Zefeng Du, M.Sc. Student University of Macau
  • 2022/07 ~ 2023/08 Bingshuai Liu, M.Sc. Student Xiamen University (now Ph.D., Xiamen University)
  • 2021/05 ~ 2023/04 Zhihao Wang, Ph.D. Student Xiamen University
  • 2021/10 ~ 2022/07 Donghuai Liu, M.Sc. Student Xiamen University (now government)
  • 2021/08 ~ 2022/07 Kangjie Zheng, Ph.D. Student Peking University
  • 2021/02 ~ 2021/12 Mingzhou Xu, Ph.D. Student University of Macau (now Hithink RoyalFlush)
  • 2020/09 ~ 2021/09 Hongye Liu, B.A. Student Beijing Institute of Technology (M.Sc., Imperial College London, now Ph.D. King Abdullah University of Science and Technology
  • 2020/02 ~ 2020/06 Li Ding, M.Sc. Student Hong Kong Polytechnic University (now Research Fellow, OPPO Academy)
  • 2019/12 ~ 2021/07 Liang Ding, Ph.D. Student The University of Sydney (now TET Research Fellow, JD Explore Academy)
  • 2019/12 ~ 2021/02 Xuebo Liu, Ph.D. Student University of Macau (now Assistant Professor, Harbin Institute of Technology Shenzhen)
  • 2019/03 ~ 2020/02 Yilin Yang, Ph.D. Student Oregon State University
  • 2019/03 ~ 2020/02 Xinwei Geng, Ph.D. Student Harbin Institute of Technology
  • 2019/02 ~ 2020/02 Yong Wang, Ph.D. Student University of Hong Kong (now Senior Research Fellow, Lightspeed & Quantum Studios, Tencent)
  • 2018/12 ~ 2019/12 Bo He (co-supervise), M.Sc. Student Nanjing University of Aeronautics and Astronautics (now Engineer, Pingduoduo)
  • 2018/08 ~ 2019/02 Baosong Yang (co-supervise), Ph.D. Student University of Macau (now Algorithm Expert, Alibaba DAMO Academy)

Connect with Longyue

Contact
Infomation
Email: vincentwang0229 [AT] gmail [DOT] com
Tel: +86 755 86013388 - 57508
Address: Block B, Viseen, Shenzhen Bay Sci & Tech Ecological Park, Yuehai Subdistrict, Nanshan District, Shenzhen, China