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cs.SE2025★ 1 cited
CodeVision: Detecting LLM-Generated Code Using 2D Token Probability Maps and Vision Models
Zhenyu Xu, Victor S. Sheng
The rise of large language models (LLMs) like ChatGPT has significantly improved automated code generation, enhancing software development efficiency. However, this introduces chal…
cs.SE2024
LecPrompt: A Prompt-based Approach for Logical Error Correction with CodeBERT
Zhenyu Xu, Victor S. Sheng
Logical errors in programming don't raise compiler alerts, making them hard to detect. These silent errors can disrupt a program's function or cause run-time issues. Their correcti…
cs.SE2024
Multi-Task Program Error Repair and Explanatory Diagnosis
Zhenyu Xu, Victor S. Sheng
Program errors can occur in any type of programming, and can manifest in a variety of ways, such as unexpected output, crashes, or performance issues. And program error diagnosis c…