I am a Ph.D. student at NUSNLP lab supervised by Hwee Tou Ng, in the School of Computing, National University of Singapore. I work on Natural Language Processing, with the current focus on Aligning Large Language Models and Agents.
Prior to my Ph.D. study, I received a Bachelor of Engineering (Computer Science) in 2020 from Nanyang Technological University, where I collaborated with Sinno Jialin Pan, Jianfei Cai and Jun Luo. During my bachelor’s study, I also had the opportunity to go on exchange programs at both TUM and UCLA. Additionally, I also did several internships at ByteDance AI Lab, Singapore-MIT Alliance for Research & Technology Centre (SMART), and Lazada, and collaborated with Yuchen Zhang, Alexander R. Cobb, and Jun Lang.
If you are interested in my CV, please drop an email at caomichael19@gmail.com :)
More about me: In my spare time, I love swimming, cycling, and playing tennis. Traveling and exploring diverse cultures also captivate me. I’ve had the pleasure of living for over a year in the charming city of Cambridge, UK (2006), and have also spent an enriching six-month in Los Angeles, USA (2016), and Munich, Germany (2018).
Under Review Papers
A Constrained Text Revision Agent via Iterative Planning and Searching
Hannan Cao, Hwee Tou Ng
Rationalize and Align: Enhancing Writing Assistance with Rationale via Self-Training for Improved Alignment
Hannan Cao, Hai Ye, Hwee Tou Ng
Peer-Reviewed Publications
A Unified Explanation for the Morphology and Carbon Storage of Raised Peatlands
Alexander R. Cobb, René Dommain, Kimberly Yeap, Hannan Cao, Nathan C. Dadap, Bodo Bookhagen, Paul H. Glaser, Charles F. Harvey
Nature, 2024
Unsupervised Grammatical Error Correction Rivaling Supervised Methods
Hannan Cao, Liping Yuan, Yuchen Zhang, Hwee Tou Ng
Proceedings of EMNLP, 2023
Mitigating Exposure Bias in Grammatical Error Correction with Data Augmentation and Reweighting
Hannan Cao, Wenmian Yang, Hwee Tou Ng
Proceedings of EACL, 2023
Grammatical Error Correction: A Survey of the State of the Art
Christopher Bryant, Zheng Yuan, Muhammad Reza Qorib, Hannan Cao, Hwee Tou Ng, Ted Briscoe
Computational Linguistics Journal, 2023
Grammatical Error Correction with Contrastive Learning in Low Error Density Domains
Hannan Cao, Wenmian Yang, Hwee Tou Ng
EMNLP findings, 2021
Educations
Ph.D. in Computer Science
National University of Singapore, 2020.08 - now
- Research Achievement Award
B.Eng. in School of Computer Science of Engineering
Nanyang Technological University, 2016.08 - 2020.06
- Degree with honors (Highest distinction)
- Minor in Mathematics
- CGPA: 4.78/5.0
- Dean’s List (top 5% of the cohort): 2017 - 2018, 2019 - 2020
- NTU President Research Scholar 2017 - 2018, 2018 - 2019
- NTU Science and Engineering Undergraduate Scholarship
💻 Internships
- 2022.07 - 2023.07, ByteDance AI Lab, Singapore.
- 2019.03 - 2019.08, Singapore-MIT Alliance for Research & Technology Centre, Singapore.
- 2018.05 - 2018.08, Lazada, Singapore.
Invited Talks
- The 2023 Singapore Symposium on Natural Language Processing (SSNLP)
Reviewer/PC member for:
- ACL Rolling Review (ARR), 2025
- International World Wide Web Conferences (WWW), 2024
- Workshop on Innovative Use of NLP for Building Educational Applications (BEA), 2023