PolyBERT: Fine-Tuned Poly Encoder BERT-Based Model for Word Sense Disambiguation
Linhan Xia et al. (2025). PolyBERT: Fine-Tuned Poly Encoder BERT-Based Model for Word Sense Disambiguation; Artificial Intelligence and Statistics 2025
Curriculum Vitae of Linhan XIA
Education
- B.S. in Computer Science and Technology, Beijing Normal-Hong Kong Baptist University, from 2020 to 2024.
- Ph.D. in Industrial Engineering, University of Oklahoma, strat by 2025.
Work experience
Peking University | Research Assistant | Shenzhen | 06/2024 – Present
- Took the role of research assistant as a member of Shenzhen Graduate School, Peking University, and undertook research in the field of Text-based data mining and data analysis.
- Finished the research on word sense disambiguation from June to now, and submitted the research results to 28th International Conference on Artificial Intelligence and Statistics (AISTATS 2025). And the other two researches are ongoing.
- As an enrolled RA of Peking University, I take the responsibility of peer reviewing. Up to now, I have reviewed three manuscripts from IEEE Transactions on Systems, Man and Cybernetics: System and Decision Support Systems.
Xiaoyu Yilian Technology Co., Ltd. | Android Intern | Shenzhen | 12/2022 – 02/2023
- Worked as the membership of client app development department and undertook the job of developing a Face Recognition model and deploying it. Through collaboration with team colleagues, the First-generation face recognition model was successfully deployed in the client.
- Learned the deployment of deep learning models and deepened my understanding of Android application development.
Anjia VISION Information Technology Co., Ltd | Java Intern | Shenzhen | 06/2022 – 09/2022
- Took the role of developing API as membership of Backend server department. During my internship, I completed the development of three APIs, which provided users with video signal processing and interaction functions respectively.
- Assisted with analyzing with TCP stream and located performance bottlenecks, which enhanced my comprehension of Internet protocol.
Publications
Quantification and Validation for Degree of Understanding in M2M Semantic Communications
Xia, Linhan, et al. "Quantification and Validation for Degree of Understanding in M2M Semantic Communications." arXiv preprint arXiv:2408.00767 (2024).
Movie Recommendation with Poster Attention via Multi-modal Transformer Feature Fusion
Xia, Linhan, et al. "Movie Recommendation with Poster Attention via Multi-modal Transformer Feature Fusion." arXiv preprint arXiv:2407.09157 (2024).
Depth Estimation Algorithm Based on Transformer-Encoder and Feature Fusion
Xia, Linhan, Junbang Liu, and Tong Wu. "Depth Estimation Algorithm Based on Transformer-Encoder and Feature Fusion." 2024 7th International Conference on Advanced Algorithms and Control Engineering (ICAACE). IEEE, 2024.
Optimization decision model of vegetable stock and pricing based on TCN-Attention and genetic algorithm
Xia, Linhan, Jinyuan Zhang, and Bohan Wen. "Optimization decision model of vegetable stock and pricing based on TCN-Attention and genetic algorithm." Proceedings of the 2023 4th International Conference on Computer Science and Management Technology. 2023.