Tao Yang

Tao Yang

Final-year PhD Student

Sun Yat-sen University

About me

I am a Ph.D. student in Computer Technology at School of Computer Science and Engineering, Sun Yat-sen University. I received my M.E. degree in Control Engineering and B.E. degree in Electronic Information Engineering from Civil Aviation University of China. My research primarily focuses on Natural Language Processing. I am delighted to share that I have been accepted into the 2023 Tencent Rhino-Bird Research Elite Program at Tencent AI Lab. During this program, I will be conducting research on trustworthy generative AI.

My research areas currently include Alignment of LLMs, Attribution Analysis, Text-based Personality Detection, etc.

Interests
  • Natural Language Processing
  • Interpretability
  • Psycholinguistic

Experience

 
 
 
 
 
Tencent AI Lab
Research Intern
May 2023 – Oct 2023 Shenzhen, China
2023 Tencent Rhino-Bird Research Elite Program

Publications

(2023). PsyCoT: Psychological Questionnaire as Powerful Chain-of-Thought for Personality Detection. In EMNLP 2023, Findings, 2023.

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(2023). Dual-Feedback Knowledge Retrieval for Task-Oriented Dialogue Systems. In EMNLP 2023, Main Conference, 2023.

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(2023). Explore-Instruct: Enhancing Domain-Specific Instruction Coverage through Active Exploration. In EMNLP 2023, Main Conference, 2023.

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(2023). Clustering-Aware Negative Sampling for Unsupervised Sentence Representation. In ACL 2023, Findings, 2023.

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(2022). Orders Are Unwanted: Dynamic Deep Graph Convolutional Network for Personality Detection. In AAAI 2023, Main Track, pages 13896-13904, 2022.

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(2022). AD-DROP: Attribution-Driven Dropout for Robust Language Model Fine-Tuning. In NeurIPS 2022, pages 12310-12324, 2022.

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(2021). Learning to Answer Psychological Questionnaire for Personality Detection. In EMNLP 2021, Findings, pages 1131–1142, 2021.

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(2021). Psycholinguistic Tripartite Graph Network for Personality Detection. In ACL 2021, Main Conference, Pages 4229–4239, 2021.

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(2020). Two-Level LSTM for Sentiment Analysis With Lexicon Embedding and Polar Flipping. IEEE Transactions on Cybernetics, 2020.

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(2020). Mitigating Sentimental Bias via A Polar Attention Mechanism. International Journal of Data Science and Analytics, 2021, 11(1): 27-36.

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(2019). Aspect-based Sentiment Analysis with New Target Representation and Dependency Attention. IEEE Transactions on Affective Computing, 2019.

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(2019). Feature extraction and prediction of QAR data based on CNN-LSTM. Appl. Res. Comput, 2019.

Education

 
 
 
 
 
Sun Yat-sen University
Ph.D. in Computer Technology
Sep 2020 – Present Guangzhou, China
 
 
 
 
 
Civil Aviation University of China
M.E. in Control Engineering
Sep 2016 – Jul 2019 Tianjin, China
 
 
 
 
 
Civil Aviation University of China
B.E. in Electronic Information Engineering (CDIO)
Sep 2012 – Jul 2016 Tianjin, China