I am a PhD student in National University of Singapore (NUS), supervised by Prof. Li Haizhou (李海洲) and Prof. Robby T. Tan. Prior to that, I received the Bachelor’s Degree from Southern University of Science and Technology (SUSTech) in 2020.
My research interests span the areas of natural language processing and machine learning. I am specifically interested in large language models, few-shot learning and representation learning. I am also interested in their applications to conversational AI.
🏫 Education
- 2020.08 - Present, Ph.D. in Electrical and Computer Engineering, National University of Singapore, Singapore.
- 2016.09 - 2020.06, B.Eng. in Computer Science and Engineering, Southern University of Science and Technology, Shenzhen, China.
📝 Publications
- Yiming Chen, Xianghu Yue, Xiaoxue Gao, Chen Zhang, Luis Fernando D’Haro, Robby T. Tan, Haizhou Li, Beyond Single-Audio: Advancing Multi-Audio Processing in Audio Large Language Models, EMNLP Findings, 2024. [Code]
- Xianghu Yue, Xueyi Zhang, Yiming Chen, Chengwei Zhang, Mingrui Lao, Huiping Zhuang, Xinyuan Qian, Haizhou Li, MMAL: Multi-Modal Analytic Learning for Exemplar-Free Audio-Visual Class Incremental Tasks, MM, 2024.
- Xiaoxue Gao, Zexin Li, Yiming Chen, Cong Liu, Haizhou Li, Transferable Adversarial Attacks against ASR, SPL, 2024.
- Yiming Chen, Chen Zhang, Danqing Luo, Luis Fernando D’Haro, Robby T. Tan, Haizhou Li, Unveiling the Achilles’ Heel of NLG Evaluators: A Unified Adversarial Framework Driven by Large Language Models, ACL Findings, 2024. [Code]
- Chen Zhang, Luis Fernando D’Haro, Yiming Chen, Malu Zhang, Haizhou Li, A Comprehensive Analysis of the Effectiveness of Large Language Models as Automatic Dialogue Evaluators, AAAI, 2024. [Code]
- Yiming Chen, Simin Chen, Zexin Li, Wei Yang, Cong Liu, Robby T. Tan, Haizhou Li, Dynamic Transformers Provide a False Sense of Efficiency, ACL, 2023. [Code]
- Yiming Chen, Yan Zhang, Bin Wang, Zuozhu Liu, Haizhou Li, Generate, Discriminate and Contrast: A Semi-Supervised Sentence Representation Learning Framework, EMNLP, 2022. [Code]
- Bin Wang, Chen Zhang, Yan Zhang, Yiming Chen, Haizhou Li, Analyzing and Evaluating Faithfulness in Dialogue Summarization, EMNLP, 2022. [Code]
- Chen Zhang, Luis Fernando D’Haro, Yiming Chen, Thomas Friedrichs, Haizhou Li, Investigating the Impact of Pre-trained Language Models on Dialog Evaluation, IWSDS, Best paper, 2021.
- Yiming Chen, Yan Zhang, Chen Zhang, Grandee Lee, Ran Cheng, Haizhou Li, Revisiting Self-Training for Few-Shot Learning of Language Model, EMNLP, 2021. [Code]
- Chen Zhang, Yiming Chen, Luis Fernando D’Haro, Yan Zhang, Thomas Friedrichs, Grandee Lee, Haizhou Li, DynaEval: Unifying Turn and Dialogue Level Evaluation, ACL, 2021. [Code]
🎖 Others
Reviewer
- Reviewer of ACL, EMNLP, NAACL, EACL, ICLR
Teaching
- Microcontroller Programming and Interfacing, Teaching Assistant, NUS undergraduate course.
- Visual Computing, Teaching Assistant, NUS graduate course.