Publications & Pre-Prints

* = equal contribution. Please refer to my Google Scholar for papers to date.

CUDA-L2: Surpassing cuBLAS Performance for Matrix Multiplication through Reinforcement Learning
Songqiao Su, Xiaofei Sun, Xiaoya Li, Albert Wang, Jiwei Li and Chris Shum
arXiv 2025
CUDA-L1: Improving CUDA Optimization via Contrastive Reinforcement Learning
Xiaoya Li, Xiaofei Sun, Albert Wang, Jiwei Li and Chris Shum
arXiv 2025
Instruction Tuning for Large Language Models: A Survey
Shengyu Zhang, Linfeng Dong, Xiaoya Li, Sen Zhang, Xiaofei Sun, Shuhe Wang, Jiwei Li, Runyi Hu, Tianwei Zhang, Fei Wu and Guoyin Wang
ACM Computing Surveys
GPT-NER: Named Entity Recognition via Large Language Models
Shuhe Wang, Xiaofei Sun, Xiaoya Li, Rongbin Ouyang, Fei Wu, Tianwei Zhang, Jiwei Li and Guoyin Wang
Findings of NAACL 2025
Defending against Backdoor Attacks in Natural Language Generation
Xiaofei Sun, Xiaoya Li, Yuxian Meng, Xiang Ao, Lingjuan Lyu, Jiwei Li and Tianwei Zhang
AAAI 2023
Text Classification via Large Language Models
Xiaofei Sun*, Xiaoya Li*, Jiwei Li, Fei Wu, Shangwei Guo, Tianwei Zhang and Guoyin Wang
Findings of EMNLP 2023
GNN-LM: Language Modeling based on Global Contexts via GNN
Yuxian Meng, Shi Zong, Xiaoya Li, Xiaofei Sun, Tianwei Zhang, Fei Wu and Jiwei Li
ICLR 2022 (Spotlight)
Triggerless Backdoor Attack for NLP Tasks with Clean Labels
Leilei Gan, Jiwei Li, Tianwei Zhang, Xiaoya Li, Yuxian Meng, Fei Wu, Shangwei Guo and Chun Fan
NAACL 2022
Fast Nearest Neighbor Machine Translation
Yuxian Meng, Xiaoya Li, Xiayu Zheng, Fei Wu, Xiaofei Sun, Tianwei Zhang and Jiwei Li
Findings of ACL 2022
ChineseBERT: Chinese Pretraining Enhanced by Glyph and Pinyin Information
Zijun Sun, Xiaoya Li, Xiaofei Sun, Yuxian Meng, Xiang Ao, Qing He, Fei Wu and Jiwei Li
ACL 2021 (Oral)
kFolden: k-Fold Ensemble for Out-Of-Distribution Detection
Xiaoya Li, Jiwei Li, Xiaofei Sun, Chun Fan, Tianwei Zhang, Fei Wu, Yuxian Meng and Jun Zhang
EMNLP 2021
A Unified MRC Framework for Named Entity Recognition
Xiaoya Li, Jingrong Feng, Yuxian Meng, Qinghong Han, Fei Wu and Jiwei Li
ACL 2020
ACL 2020's Most Influential Papers (Rank #11).
Dice Loss for Data-imbalanced NLP Tasks
Xiaoya Li, Xiaofei Sun, Yuxian Meng, Junjun Liang, Fei Wu and Jiwei Li
ACL 2020
SAC: Accelerating and Structuring Self-Attention via Sparse Adaptive Connection
Xiaoya Li*, Yuxian Meng*, Qinghong Han, Fei Wu and Jiwei Li
NeurIPS 2020
Glyce: Glyph-vectors for Chinese Character Representations
Yuxian Meng*, Wei Wu*, Fei Wang*, Xiaoya Li*, Ping Nie, Fan Yin, Muyu Li, Qinghong Han, Xiaofei Sun and Jiwei Li
NeurIPS 2019
Is Word Segmentation Necessary for Deep Learning of Chinese Representations?
Xiaoya Li*, Yuxian Meng*, Xiaofei Sun, Qinghong Han, Arianna Yuan and Jiwei Li
ACL 2019
Entity-Relation Extraction as Multi-Turn Question Answering
Xiaoya Li, Fan Yin, Zijun Sun, Xiayu Li, Arianna Yuan, Duo Chai, Mingxin Zhou and Jiwei Li
ACL 2019

Services

  • Reviewer: ACL 2021, 2024; EMNLP 2023; ICLR 2024, 2026.