I am a third-year CS PhD student at Yale University supervised by Rex Ying and Arman Cohan. My research interests are in machine reasoning. I was a PhD student of the late Dragomir Radev.
I completed my B.Eng Computer Science degree in Nanyang Technological University, Singapore where I worked with Prof. Shafiq Rayhan Joty on text summarization and text generation.
At NTU, I was awarded the Best Final Year Thesis Gold Medal.
I am open to academic collaborations and mentoring motivated undergrad/master’s students. Drop me an email if you are interested in having a discussion about research, Ph.D. life, summer internships and etc.
Experiences
- 5/2023 - 8/2023: Student Researcher, Google DeepMind.
- 5/2022 - 8/2022: Applied Scientist Intern, Amazon Web Services.
- 3/2019 - 7/2021: Research Assistant under Shafiq Rayhan Joty
- 1/2020 - 6/2020: Scientist II, A*Star
- 5/2020 - 11/2020: Research Intern (WFH) under Dragomir Radev
Publications
2023
- Eliminating Reasoning via Inferring with Planning: A New Framework to Guide LLMs’ Non-linear Thinking
Yongqi Tong, Yifan Wang, Dawei Li, Sizhe Wang, Zi Lin, Simeng Han, Jingbo Shang arxiv preprint - Revisiting the Gold Standard: Grounding Summarization Evaluation with Robust Human Evaluation
Yixin Liu, Alexander R. Fabbri, Pengfei Liu, Yilun Zhao, Linyong Nan, Ruilin Han, Simeng Han, Shafiq Joty, Chien-Sheng Wu, Caiming Xiong, Dragomir Radev
ACL 2023
2022
- FOLIO: Natural Language Reasoning with First-Order Logic
Simeng Han, Hailey Schoelkopf, Yilun Zhao, Zhenting Qi, Martin Riddell, Luke Benson, Lucy Sun, Ekaterina Zubova, Yujie Qiao, Matthew Burtell, David Peng, Jonathan Fan, Yixin Liu, Brian Wong, Malcolm Sailor, Ansong Ni, Linyong Nan, Jungo Kasai, Tao Yu, Rui Zhang, Shafiq Joty, Alexander R. Fabbri, Wojciech Kryscinski, Xi Victoria Lin, Caiming Xiong, Dragomir Radev
arxiv preprint - CREATIVESUMM: Shared Task on Automatic Summarization for Creative Writing
Divyansh Agarwal, Alexander R. Fabbri, Simeng Han, Wojciech Kryscinski, Faisal Ladhak, Bryan Li, Kathleen McKeown, Dragomir Radev, Tianyi Zhang, Sam Wiseman
Automatic Summarization for Creative Writing Workshop at COLING 22
2021
- Straight to the Gradient: Learning to Use Novel Tokens for Neural Text Generation
Xiang Lin, Simeng Han, Shafiq Joty
ICML’21 (as long talk ~3%) - Improving Zero and Few-Shot Abstractive Summarization with Intermediate Fine-tuning and Data Augmentation
Alexander Fabbri, Simeng Han, Haoyuan Li, Haoran Li, Marjan Ghazvininejad, Shafiq Joty, Dragomir Radev, Yashar Mehdad
NAACL’21
2020
- Resurrecting Submodularity for Neural Text Generation
Simeng Han*, Xiang Lin* and Shafiq Joty
arxiv preprint
2019
- Hierarchical Pointer Net Parsing
Linlin Liu*, Xiang Lin*, Shafiq Joty, Simeng Han, and Lidong Bing
EMNLP’19
Services and Organization
- Program Committee: Automatic Summarization for Creative Writing Workshop at COLING 22
- Reviewer: NAACL 2024.
- Member: Yale Women in SEAS (School of Engineering & Applied Science)
Mentorship
- Yilun Zhao (now at Yale CS)
- Zhenting Qi (now at Harvard Data Science)
- Hailey Schoelkopf (now at EleutherAI)
- Wenfei Zhou (now at Nvidia)
Awards
- SM2 Scholarship, a full scholarship issued by Ministry of Education and Nanyang Technological University, Singapore
- National Physics Olympiad Second Prize, China.
- Terrainier NUS Hackathon Top-8
- Climate Oracle Yale-NUS hack4climate Datathon 2nd Place in the Data Science Category
- Blinkception NTU Hackathon 2nd Prize
Miscellaneous
- I have lived in Luoyang, Tianjin, Guangzhou, Shenzhen, Los Angeles, Singapore, New Haven, New York, Mountain View and San Diego.
- I am a portrait photographer. My photos.
- I am a multi-instrumentalist (Piano/Guzheng). My recent Guzheng performance.
- NTU Open Source Society Technical Director, Hackers for Charity Subcommittee