Ruisheng's Blog (original) (raw)
💻
Ruisheng Cao Rhythm Tsao
4th-year CS PhD candidate
About Me
Ruisheng Cao is a 4th-year PhD candidate at X-LANCE Lab supervised by professor Kai Yu, in Shanghai Jiao Tong University (SJTU). His research interests mainly lie in structured natural language understanding (including semantic parsing, text-to-SQL, code intelligence and task-oriented dialogue systems), model-based data generation or augmentation with cycle learning and iterative training, and large language model (LLM) or vision language model (VLM) based multi-modal agents in fields like coding, data science and engineering, website navigation and computer control.
Interests
- Semantic Parsing
- Text-to-SQL
- Task-oriented Dialogue System
- Structured NLU and NLG
- LLM/VLM-based Multimodal Agents
Education
- PhD in Computer Technology
Shanghai Jiao Tong University - M.Eng. in Computer Technology
Shanghai Jiao Tong University - B.Eng. in Computer Science
Shanghai Jiao Tong University
Recent Publications
Here are publications sorted by year.
Fangyu Lei, Jixuan Chen, Yuxiao Ye, Ruisheng Cao, Dongchan Shin, Hongjin Su, Zhaoqing Suo, Hongcheng Gao, Wenjing Hu, Pengcheng Yin, Victor Zhong, Caiming Xiong, Ruoxi Sun, Qian Liu, Sida Wang, Tao Yu (2025).Spider 2.0: Evaluating Language Models on Real-World Enterprise Text-to-SQL Workflows.International Conference on Learning Representations (ICLR), 2025.
Ruisheng Cao, Fangyu Lei, Haoyuan Wu, Jixuan Chen, Yeqiao Fu, Hongcheng Gao, Xinzhuang Xiong, Hanchong Zhang, Yuchen Mao, Wenjing Hu, Hongshen Xu, Tianbao Xie, Danyang Zhang, Sida Wang, Ruoxi Sun, Pengcheng Yin, Caiming Xiong, Ansong Ni, Qian Liu, Victor Zhong, Lu Chen, Kai Yu, Tao Yu (2024).Spider2-V: How Far Are Multimodal Agents From Automating Data Science and Engineering Workflows?.Advances in Neural Information Processing Systems (NeurIPS), 2024.
Tianbao Xie, Danyang Zhang, Jixuan Chen, Xiaochuan Li, Siheng Zhao, Ruisheng Cao, Toh Jing Hua, Zhoujun Cheng, Dongchan Shin, Fangyu Lei, Yitao Liu, Yiheng Xu, Shuyan Zhou, Silvio Savarese, Caiming Xiong, Victor Zhong, Tao Yu (2024).OSWorld: Benchmarking Multimodal Agents for Open-Ended Tasks in Real Computer Environments.Advances in Neural Information Processing Systems (NeurIPS), 2024.