Helloπ, I am a PhD student (expected to begin my studies in Spring 2025) in Research Center for Social Computing and Information Retrieval (SCIR), at Harbin Institute of Technology (HIT, China). My advisor is Prof. Wanxiang Che. Previously, my primary research interests were centered on deep learning for natural language generation (NLG), such as grammatical error correction. Recently, I have shifted my focus to studying efficient inference for large language models, particularly in the area of speculative decoding.
My main research interest is efficient LLMs, including pruning, inference acceleration, and synthetic data. If you are interested in my research or potential collaborations, please feel free to reach out to me at yixuanwang@ir.hit.edu.cn.
If you like the template of this homepage, welcome to star and fork Yi Renβs open-sourced template version AcadHomepage .
π₯ News
- 2024.09: Β ππ Our Make-Some-Noise is accepted by EMNLP 2024..
- 2024.09: Β ππ Celebrate the birth of the homepage.
π Publications
πSpeculative Decoding
EMNLP2024
Make Some Noise: Unlocking Language Model Parallel Inference Capability through Noisy Training, Yixuan Wang*, Xianzhen Luo*, Fuxuan Wei, Yijun Liu, Qingfu Zhu, Xuanyu Zhang, Qing Yang, Dongliang Xu, Wanxiang Che.Arxiv
Turning Trash into Treasure: Accelerating Inference of Large Language Models with Token Recycling, Xianzhen Luo, Yixuan Wang, Qingfu Zhu, Zhiming Zhang, Xuanyu Zhang, Qing Yang, Dongliang Xu, Wanxiang Che.
πGrammatical Error Correction
ACL2024(Findings)
Improving Grammatical Error Correction via Contextual Data Augmentation, Yixuan Wang, Baoxin Wang, Yijun Liu, Qingfu Zhu, Dayong Wu, Wanxiang Che. [code]LREC-COLING2024
LM-Combiner: A Contextual Rewriting Model for Chinese Grammatical Error Correction, Yixuan Wang, Baoxin Wang, Yijun Liu, Dayong Wu, Wanxiang Che. [code]COLING2022
(Oral) Adaptive Unsupervised Self training for Disfluency Detection, Zhongyuan Wang, Yixuan Wang, Shaolei Wang, Wanxiang Che. [code]
π Honors and Awards
- National Scholarship (2023)
- Academic Scholarship (First Class 2022)
- Peopleβs Scholarship (2018, 2019, 2020)
- 1st place in Chinese Essay Fluency Evaluation, CCL2023
π Educations
- 2022.09 - Now, Master, Harbin Institute of Technology, Harbin.
- 2018.09 - 2022.06, Undergraduate, Harbin Institute of Technology, Harbin.
π» Internships
- 2023.06 - 2023.09, Joint Laboratory of HIT and iFLYTEK Research (HFL), China.