chain-of-thought reasoning 1code summarization 1evaluation metrics 1large language models 1method name prediction 1
From the 1 of 2 linked papers with an AI index.
2 papers
cs.SE2026
Understanding before Naming! Enhancing LLM-based Method Name Prediction with Code Summarization
Wei Liu, Weisong Sun, Tingting Xu +4
The paper proposes SMNP, a method name prediction approach that first summarizes code and then refines the name using chain‑of‑thought reasoning, and shows that LLM‑based evaluator…
cs.CR2026
Securing Code Understanding: Detecting Natural Backdoor Vulnerability in Code Language Models
Yuchen Chen, Weisong Sun, Haocheng Huang +11
Code Language Models (CodeLMs) have become integral to software engineering, significantly advancing code intelligence tasks. However, their widespread adoption has raised critical…