He, Xinyi

1. GPT4Graph: Can Large Language Models Understand Graph Structured Data ? An Empirical Evaluation and Benchmarking
   2023/05/24 by Jiayan Guo, Lun Du, Guo, Jiayan +6 · 27 citations
   Computer Science · Decision Sciences · #Advanced Graph Neural Networks #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Data Quality and Management #FOS: Computer and information sciences #Topic Modeling
2. MultiVision: Designing Analytical Dashboards with Deep Learning Based Recommendation
   2021/07/16 by Aoyu Wu, Wu, Aoyu, Yun Wang +11 · 5 citations
   Computer Science · Decision Sciences · #Data Visualization and Analytics #Scientific Computing and Data Management #Time Series Analysis and Forecasting
3. TAP4LLM: Table Provider on Sampling, Augmenting, and Packing Semi-structured Data for Large Language Model Reasoning
   2023/12/14 by Sui, Yuan, Zou, Jiaru, Zhou, Mengyu +4 · 7 citations
   #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #FOS: Computer and information sciences
4. Text2Analysis: A Benchmark of Table Question Answering with Advanced Data Analysis and Unclear Queries
   2023/12/21 by He, Xinyi, Zhou, Mengyu, Xu, Xinrun +9 · 7 citations
   #Computation and Language (cs.CL) #FOS: Computer and information sciences #Machine Learning (cs.LG)
5. Table Pre-training: A Survey on Model Architectures, Pre-training Objectives, and Downstream Tasks
   2022/01/24 by Haoyu Dong, Dong, Haoyu, Zhoujun Cheng +15 · 3 citations
   Computer Science · Decision Sciences · #Computation and Language (cs.CL) #Data Quality and Management #FOS: Computer and information sciences #Information Retrieval (cs.IR) #Text and Document Classification Technologies #Topic Modeling
6. AnaMeta: A Table Understanding Dataset of Field Metadata Knowledge Shared by Multi-dimensional Data Analysis Tasks
   2022/09/02 by He, Xinyi, Zhou, Mengyu, Zhou, Mingjie +7 · 2 citations
   #Databases (cs.DB) #FOS: Computer and information sciences #Machine Learning (cs.LG)
7. SWE-Perf: Can Language Models Optimize Code Performance on Real-World Repositories?
   2025/07/16 by He, Xinyi, Liu, Qian, Du, Mingzhe +5 · 8 citations
   #FOS: Computer and information sciences #Software Engineering (cs.SE)
8. Towards Robust Numerical Question Answering: Diagnosing Numerical Capabilities of NLP Systems
   2022/11/14 by Jialiang Xu, Xu, Jialiang, Mengyu Zhou +7 · 1 citation
   Computer Science · #Adversarial Robustness in Machine Learning #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
9. Afterburner: Reinforcement Learning Facilitates Self-Improving Code Efficiency Optimization
   2025/05/29 by Mingzhe Du, Du, Mingzhe, Luu Anh Tuan +15 · 5 citations
   Engineering · #Elevator Systems and Control
10. TableLoRA: Low-rank Adaptation on Table Structure Understanding for Large Language Models
    2025/03/06 by Xinyi He, Yihao Liu, He, Xinyi +13 · 2 citations
    Computer Science · Materials Science · #Topic Modeling #Machine Learning in Materials Science #Big Data and Digital Economy
11. CoCoST: Automatic Complex Code Generation with Online Searching and Correctness Testing
    2024/03/20 by Xinyi He, He, Xinyi, Jiaru Zou +11 · 1 citation
    Computer Science · Decision Sciences · #Software Testing and Debugging Techniques #Scientific Computing and Data Management #Natural Language Processing Techniques