Contact

Email: yawenouyang1996(at)gmail(dot)com
Wechat: oyyyyyw

Research

  • AI for Materials science
  • Open-environment natural language processing

Education / Experience

  • 2023/10-2025/10, Postdoc, AIR, Tsinghua University (Host: Weiying Ma and Hao Zhou)
  • 2021/12-2022/3, Intern, AI Lab, Bytedance (Mentor: Hongning Wang and Haoran Huang)
  • 2018/9-2023/9, Ph.D., NLP Lab, Nanjing University (Advisor: Xinyu Dai)
  • 2017/9-2018/6, Undergraduate Intern, NLP Lab, Nanjing University (Advisor: Xinyu Dai)

Publication

  • M2DF: Multi-grained Multi-curriculum Denoising Framework for Multimodal Aspect-based Sentiment Analysis
    Fei Zhao, Chunhui li, Zhen Wu, Yawen Ouyang, Jianbing Zhang, Xinyu Dai
    Accepted by EMNLP 2023
    [code] [pdf]

  • Debias NLU Datasets via Training-free Perturbations
    Qi Guo#, Yuanhang Tang, Yawen Ouyang, Zhen Wu, Xinyu Dai
    Accepted by EMNLP 2023: Findings
    [code] [pdf]

  • On Prefix-tuning for Lightweight Out-of-distribution Detection
    Yawen Ouyang, Yongchang Cao, Yuan Gao, Zhen Wu, Jianbing Zhang and Xinyu Dai
    Accpeted by ACL 2023
    [code] [pdf]

  • IDOS: A Unified Debiasing Framework via Word Shuffling
    Yuanhang Tang, Yawen Ouyang, Zhen Wu, Baohua Zhang, Jiaying Zhang and Xinyu Dai
    Accepted by NLPCC 2023
    [code] [pdf]

  • Out-of-Distribution Generalization Challenge in Dialog State Tracking
    Jiasheng Ye, Yawen Ouyang, Zhen Wu, Xinyu Dai
    Accepted by NeurIPS 2022 Workshop on Distribution Shifts
    [code] [pdf]

  • Towards Multi-label Unknown Intent Detection
    Yawen Ouyang, Zhen Wu, Xinyu Dai, Shujian Huang, Jiajun Chen
    Accpeted by COLING 2022
    [code] [pdf]

  • Energy-based Unknown Intent Detection with Data Manipulation
    Yawen Ouyang, Jiasheng Ye, Yu Chen, Xinyu Dai, Shujian Huang, Jiajun Chen
    Accpeted by ACL 2021: Findings
    [code] [pdf]

  • Dialogue State Tracking with Explicit Slot Connection Modeling
    Yawen Ouyang, Moxin Chen, Xinyu Dai, Yinggong Zhao, Shujian Huang, Jiajun Chen
    Accpeted by ACL 2020
    [code] [pdf]