Dr Yang Ruosong
Research Assistant Professor
- Y817-02
- +852 3400 8730
- rsong.yang@polyu.edu.hk
- Personal Website
Research Overview
My research mainly focuses on Natural Language Processing and Machine Learning. More specifically, my previous work attempted to enhance pre-trained models in Natural Language Processing including word embedding and large pre-trained language models. Besides, I am also interested in how to adapt these pre-trained models to real-world applications, especially in educational text assessment.
Research Interests
Achievements
- Ruosong Yang, Jiannong Cao, Zhiyuan Wen, Jiaxing Shen, “Automated Post Scoring: Evaluating Posts with Topics and Quoted Posts in Online Forum”, World Wide Web Journal, 2022
- Ruosong Yang, Jiannong Cao, Zhiyuan Wen, Youzheng Wu, Xiaodong He, “Enhancing Automated Essay Scoring Performance via Fine-tuning Pre-trained Language Models with Combination of Regression and Ranking”, findings of EMNLP, 2020
- Ruosong Yang, Jiannong Cao, Zhiyuan Wen, “GGP: Glossary Guided Post-processing for Word Embedding Learning”, LREC, 2020
- Shuaiqi Liu, Jiannong Cao, Ruosong Yang, Zhiyuan Wen, "Key Phrase Aware Transformer for Abstractive Summarization", Journal of Information Processing and Management, 2022
- Zhiyuan Wen, Jiannong Cao, Ruosong Yang, Shuaiqi Liu, Jiaxing Shen, "Automatically Select Emotion for Response via Personality-affected Emotion Transition", in The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing: Findings (2021).
- Shuaiqi Liu, Jiannong Cao, Ruosong Yang, Zhiyuan Wen, "Highlight-Transformer: Leveraging Key Phrase Aware Attention to Improve Abstractive Multi-Document Summarization", in The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing: Findings (2021).
- Zhiyuan Wen, Jiannong Cao, Ruosong Yang, Senzhang Wang, "Decode with Template: Content Preserving Sentiment Transfer", in 12th Edition of its Language Resources and Evaluation Conference (2020).
- Yu Yang, Jiannong Cao, Jiaxing Shen, Ruosong Yang, Zhiyuan Wen, "Learning Analytics based on Multilayer Behavior Fusion", in 13th Internation Conference on Blended Learning (2020).
