Xiaoya Li 李晓雅

I am a research engineer at Shannon.AI, working with Dr.Jiwei Li. My research interests lie at the intersection of machine learning and natural language processing. Topics that I focus on include: 1) information extraction, 2) representation learning, and 3) model robustness.

Email: xiaoya_li at shannonai.com

Google Scholar  /  Github

Publications

* indicates equal contributions.

Text Classification via Large Language Models
Xiaofei Sun*, Xiaoya Li*, Jiwei Li, Fei Wu, Shangwei Guo, Tianwei Zhang and Guoyin Wang
In EMNLP 2023 Findings.
Paper / Code

Defending Against Backdoor Attacks in Natural Language Generation
Xiaofei Sun, Xiaoya Li, Yuxian Meng, Xiang Ao, Lingjuan Lyu, Jiwei Li and Tianwei Zhang
In AAAI 2023.
Paper / Code

Fast Nearest Neighbor Machine Translation
Yuxian Meng, Xiaoya Li, Xiayu Zheng, Fei Wu, Xiaofei Sun, Tianwei Zhang and Jiwei Li
In ACL 2022 Findings.
Paper / Code

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
In NAACL 2022.
Paper / Code

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
In ICLR 2022. (Spotlight)
Paper / Code

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
In EMNLP 2021.
Paper / Code

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
In ACL 2021.
Paper / Code

SAC: Accelerating and Structuring Self-Attention via Sparse Adaptive Connection
Xiaoya Li*, Yuxian Meng*, Qinghong Han, Fei Wu and Jiwei Li
In NeurIPS 2020.
Paper

Dice Loss for Data-imbalanced NLP Tasks
Xiaoya Li, Xiaofei Sun, Yuxian Meng, Junjun Liang, Fei Wu and Jiwei Li
In ACL 2020.
Paper / Code

A Unified MRC Framework for Named Entity Recognition
Xiaoya Li, Jingrong Feng, Yuxian Meng, Qinghong Han, Fei Wu and Jiwei Li
In ACL 2020.
Paper / Code

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
In NeurIPS 2019.
Paper / Code

Is Word Segmentation Necessary for Deep Learning of Chinese Representations?
Yuxian Meng*, Xiaoya Li*, Xiaofei Sun, Qinghong Han, Arianna Yuan and Jiwei Li
In ACL 2019.
Paper

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
In ACL 2019.
Paper / Code


Service

Reviewer: ACL-IJCNLP 2021, ACL Rolling Review



Misc.

I am a big fan of folk music and like taking photographs.