Xiao Xu @ HIT-SCIR
I am Xiao Xu, a third-year Ph.D. student from Harbin Institute of Technology. Fortunately, I am advised by Prof. Wanxiang Che.
I am a member of Language Analysis Group at Research Center for Social Computing and Information Retrieval (HIT-SCIR).
Love music, singing, animation, and all good things in my life.
The Sun Also Rises.
More | Resume | Github | Google Scholar | Semantic Scholar |
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Contact | Zhihu |
Research Interests¶
- 2020 - 2021: Task-oriented Dialogue Systems, Natural Language Processing.
- 2022 - Now: Vision-Language Learning, Multimodal Large Language Models.
Publications¶
ManagerTower: Aggregating the Insights of Uni-Modal Experts for Vision-Language Representation Learning
Xiao Xu, Bei Li, Chenfei Wu, Shao-Yen Tseng, Anahita Bhiwandiwalla, Shachar Rosenman, Vasudev Lal, Wanxiang Che, Nan Duan.
ACL 2023 (Oral) | Association for Computational Linguistics
Paper | Arxiv | Code | Model | Slides | Video(EN) | Video(CN) | Blog(CN) | Tweet(EN)
BridgeTower: Building Bridges Between Encoders in Vision-Language Representation Learning
Xiao Xu, Chenfei Wu, Shachar Rosenman, Vasudev Lal, Wanxiang Che, Nan Duan.
AAAI 2023 (Oral) | Association for the Advancement of Artificial Intelligence
Paper | Arxiv | Code | Model | Slides | Video(EN) | Video(CN) | Blog(CN) | Tweet(EN)
Integration into -Transformers ( Model | Code | Doc | Blog(EN) | Blog(CN))
Demos ( Image-Text Matching | Video Frame Retrieval)
Text is no more Enough! A Benchmark for Profile-based Spoken Language Understanding
Xiao Xu*, Libo Qin*, Kaiji Chen, Guoxing Wu, Linlin Li, Wanxiang Che.
AAAI 2022 (Oral) | Association for the Advancement of Artificial Intelligence
Semantic-Guided Image Augmentation with Pre-trained Models
Bohan Li, Xiao Xu, Xinghao Wang, Yutai Hou, Yunlong Feng, Feng Wang, Xuanliang Zhang, Qingfu Zhu, Wanxiang Che.
AAAI 2024 | Association for the Advancement of Artificial Intelligence
Modularized Pre-training for End-to-end Task-oriented Dialogue
Libo Qin, Xiao Xu, Lehan Wang, Yue Zhang, Wanxiang Che.
TASLP 2023 | IEEE/ACM Transactions on Audio, Speech, and Language Processing
AGIF: An Adaptive Graph-Interactive Framework for Joint Multiple Intent Detection and Slot Filling
Libo Qin, Xiao Xu, Wanxiang Che, Ting Liu.
EMNLP 2020 (Findings) | Association for Computational Linguistics
Dynamic Fusion Network for Multi-Domain End-to-end Task-Oriented Dialog
Libo Qin, Xiao Xu, Wanxiang Che, Yue Zhang, Ting Liu.
ACL 2020 | Association for Computational Linguistics
V-DPO: Mitigating Hallucination in Large Vision Language Models via Vision-Guided Direct Preference Optimization
Yuxi Xie, Guanzhen Li, Xiao Xu, Min-Yen Kan
EMNLP 2024 (Findings) | Conference on Empirical Methods in Natural Language Processing
Pro-HAN: A Heterogeneous Graph Attention Network for Profile-Based Spoken Language Understanding
Dechuan Teng, Chunlin Lu, Xiao Xu, Wanxiang Che, Libo Qin.
ICASSP 2024 | IEEE International Conference on Acoustics, Speech and Signal Processing
OpenSLU: A Unified, Modularized, and Extensible Toolkit for Spoken Language Understanding
Libo Qin, Qiguang Chen, Xiao Xu, Yunlong Feng, Wanxiang Che.
ACL 2023 (Demo) | Association for Computational Linguistics
A Preliminary Evaluation of ChatGPT for Zero-shot Dialogue Understanding
Wenbo Pan, Qiguang Chen, Xiao Xu, Wanxiang Che, Libo Qin.
Arxiv | Preprint
A Two-Stage Framework with Self-Supervised Distillation For Cross-Domain Text Classification
Yunlong Feng, Bohan Li, Libo Qin, Xiao Xu, Wanxiang Che.
LREC-COLING | The 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation
GL-GIN: Fast and Accurate Non-Autoregressive Model for Joint Multiple Intent Detection and Slot Filling
Libo Qin, Fuxuan Wei, Tianbao Xie, Xiao Xu, Wanxiang Che, Ting Liu.
ACL 2021 (Oral) | Association for Computational Linguistics
COrAL: Order-Agnostic Language Modeling for Efficient Iterative Refinement
Yuxi Xie, Anirudh Goyal, Xiaobao Wu, Xunjian Yin, Xiao Xu, Min-Yen Kan, Liangming Pan, William Yang Wang
Arxiv | Preprint
In-Context Transfer Learning: Demonstration Synthesis by Transferring Similar Tasks
Dingzirui Wang, Xuanliang Zhang, Qiguang Chen, Longxu Dou, Xiao Xu, Rongyu Cao, Yingwei Ma, Qingfu Zhu, Wanxiang Che, Binhua Li, Fei Huang, Yongbin Li
Arxiv | Preprint
Self-Constructed Context Decompilation with Fined-grained Alignment Enhancement
Yunlong Feng, Yang Xu, Dechuan Teng, Honglin Mu, Xiao Xu, Libo Qin, Wanxiang Che, Qingfu Zhu
EMNLP 2024 (Findings) | Conference on Empirical Methods in Natural Language Processing
M\(^3\)CoT: A Novel Benchmark for Multi-Domain Multi-step Multi-modal Chain-of-Thought
Qiguang Chen, Libo Qin, Jin Zhang, Zhi Chen, Xiao Xu, Wanxiang Che
ACL 2024 | Association for Computational Linguistics
Don't be Contradicted with Anything! CI-ToD: Towards Benchmarking Consistency for Task-oriented Dialogue System
Libo Qin, Tianbao Xie, Shijue Huang, Qiguang Chen, Xiao Xu, Wanxiang Che.
EMNLP 2021 (Poster) | Association for Computational Linguistics
IPGAN: Generating Informative Item Pairs by Adversarial Sampling
Guibing Guo, Huan Zhou, Bowei Chen, Zhirong Liu, Xiao Xu, Xu Chen, Zhenhua Dong, and Xiuqiang He.
TNNLS 2022 | IEEE Transactions on Neural Networks and Learning Systems
Services¶
- Conference Reviewer: ACL 2023, AAAI 2023, EMNLP 2022 & 2023, NLPCC 2022 & 2023.
- Community: MLNLP-2022 Outstanding Organizer.
Awards¶
- National Scholarship for Ph.D., 2023.
- China Scholarship Council (CSC) Scholarship, 2023.
- Stars of Tomorrow Internship Award of Microsoft Research Asia, 2023.
- National Scholarship for Encouragement, 2019.
- Mathematical Contest In Modeling - Meritorious Winner, 2019.
- National Scholarship for B.E., 2018.
- National Scholarship for B.E., 2017.
- Top Ten Campus Singers of Northeastern University (Hunnan), 2017.
- Top Ten Campus Singers of Northeastern University (Hunnan), 2016.
Experiences¶
Microsoft Research Asia, Beijing, China
- Research Intern at Natural Language Computing Group
- 2022.01 - 2023.01
- Supervisor: Dr. Nan Duan and Dr. Chenfei Wu
Education¶
Harbin Institute of Technology (HIT), Harbin, China
- Ph.D. in Computer Science
- 2020.09 - 2025.06 (Expected)
- Supervisors: Prof. Wanxiang Che and Prof. Libo Qin
National University of Singapore (NUS), Singapore
- Visiting Student of WING Group
- 2023.10 - 2024.10
- Supervisor: Prof. Min-Yen Kan
Northeastern University (NEU), Shenyang, China
- B.S. in Software Engineering
- 2016.09 - 2020.06