Rui Wang
Also known as 王瑞
Rui Wang is a natural language processing researcher at Shanghai Jiao Tong University who has worked on machine translation for over ten years and now works on large language models. Born in Harbin, he earned a bachelor's degree from Harbin Institute of Technology in 2009 and pursued a joint doctoral program between Shanghai Jiao Tong University and CNRS in Lyon from 2012 to 2016. From 2016 to 2020, he was a researcher at Japan's NICT, where he coauthored an unsupervised system that ranked first for German-to-Czech translation at WMT 2019. After joining Shanghai Jiao Tong University in 2021, he coauthored the MAPS translation framework (TACL 2024), a study of overthinking in o1-like models (ICML 2025) and the DeepMath-103K dataset (ICLR 2026). He is a tenure-track associate professor in the Institute of Artificial General Intelligence and a senior area chair for NeurIPS 2026.
Timeline
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2009–2012
Harbin Institute of Technology degree
Born in Harbin in March 1985, he earns a bachelor's degree from Harbin Institute of Technology in 2009. From 2009 to 2012, he studies and works at the Xinjiang Branch of the Chinese Academy of Sciences.
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2012–2016
Joint PhD with CNRS in Lyon
From 2012 to 2016, he pursues a joint PhD program between Shanghai Jiao Tong University and the French National Centre for Scientific Research (CNRS) in Lyon, France.
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2013
Converting continuous-space language models
He begins researching language models in 2013, when the field shifts from n-gram approaches to neural networks. The EMNLP 2013 paper 'Converting Continuous-Space Language Models into N-Gram Language Models for Statistical Machine Translation' lists him as first author.
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2016–2020
Researcher at NICT in Kyoto
From 2016 to 2020, he is a researcher at Japan's National Institute of Information and Communications Technology (NICT) in Kyoto. NICT's unsupervised system, which he coauthors, ranks first for German-to-Czech translation at WMT 2019 using only the organizers' data. At WMT 2020, the joint SJTU-NICT team's primary systems win first place on English to Chinese, Polish to English and German to Upper Sorbian.
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2021
Joining Shanghai Jiao Tong University
In 2021, he joins Shanghai Jiao Tong University. At EMNLP 2021, the tutorial 'Syntax in End-to-End Natural Language Processing' by Hai Zhao, Rui Wang and Kehai Chen surveys syntactic parsing and the role of syntax in semantic role labeling and machine translation.
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2024
The MAPS translation framework
He coauthors 'Exploring Human-Like Translation Strategy with Large Language Models', published in TACL in 2024, which proposes the MAPS framework (Multi-Aspect Prompting and Selection). MAPS has a language model first induce keywords, topics and relevant demonstrations for the source sentence, then filters that knowledge with quality estimation before translating.
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2025–2026
Overthinking study and DeepMath-103K
In 2025, he coauthors 'Do NOT Think That Much for 2+3=?', which finds that o1-like models spend excessive computation on simple problems and proposes self-training strategies to reduce it; the paper appears at ICML 2025. He also coauthors DeepMath-103K, a mathematical dataset with verifiable answers for reinforcement learning, published at ICLR 2026.
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As of October 2026
Associate professor at Shanghai Jiao Tong
He is a tenure-track associate professor in the Institute of Artificial General Intelligence at Shanghai Jiao Tong University, where his Language Intelligence Lab (previously the MT Lab) works on language modeling, computational linguistics and machine translation. He has worked on machine translation for over ten years. In 2026, he serves as senior area chair for NeurIPS, ACL, EACL and EMNLP and as an action editor of TMLR.
Career
- NowShanghai Jiao Tong UniversityAssociate Professor
- 2016–2020National Institute of Information and Communications TechnologyResearcher
- 2009–2012Chinese Academy of Sciences
Education
- 2016Shanghai Jiao Tong UniversityPhD
- 2016CNRSPhD
- 2009Harbin Institute of TechnologyBachelor's degree
Sources and credits
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- Rui Wang, Language Intelligence
- Converting Continuous-Space Language Models into N-Gram Language Models for Statistical Machine Translation - ACL Anthology
- NICT's Unsupervised Neural and Statistical Machine Translation Systems for the WMT19 News Translation Task - ACL Anthology
- SJTU-NICT's Supervised and Unsupervised Neural Machine Translation Systems for the WMT20 News Translation Task - ACL Anthology
- Rui Wang-上海交通大学计算机学院(网络空间安全学院、密码学院)
- Syntax in End-to-End Natural Language Processing - ACL Anthology
- Exploring Human-Like Translation Strategy with Large Language Models - ACL Anthology
- Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs
- DeepMath-103K: A Large-Scale, Challenging, Decontaminated, and Verifiable Mathematical Dataset for Advancing Reasoning
- DeepMath-103K: A Large-Scale, Challenging, Decontaminated, and Verifiable Mathematical Dataset for Advancing Reasoning (ICLR 2026)




