Analyzing the Dependability of Large Language Models for Code Clone Generation
收藏资源简介:
data.zip: This dataset includes a collection of ten LeetCode programming problems used in the study "Analyzing the Dependability of Large Language Models for Code Clone Generation". At the top level, you will find a CSV file containing all the initial LeetCode data. Each subdirectory at this level represents a specific LeetCode problem. Within these subdirectories, you will find the original solutions, their behaviors, the input corpus, as well as folders dedicated to various temperatures, models, and code cloning tasks. Additionally, within the "repeated" folder, you will find the original LLM-generated snippets, the preprocessed snippets with the snippet behavior, and the results. characterizing_code_clones_project.zip: This zipped directory encompasses the core scripts and results used in the "Characterizing Code Clones of LLMs" research. The common folder was used to run the whole pipeline, the various parts of the pipeline are each in a folder as well as the various data analysis scripts!
data.zip: 本数据集收录了研究论文《大语言模型代码克隆生成任务可靠性分析》(Analyzing the Dependability of Large Language Models for Code Clone Generation)中使用的10道LeetCode编程题。顶层目录包含一份汇总所有初始LeetCode数据的CSV文件。该目录下的每个子目录分别对应一道特定的LeetCode编程题。子目录内包含原始题解、题解运行行为、输入语料库,以及针对不同温度参数、模型和代码克隆任务的专用文件夹。此外,“repeated”文件夹内存储了大语言模型(Large Language Model,LLM)生成的原始代码片段、经过预处理且标注了片段行为的代码片段,以及最终实验结果。 characterizing_code_clones_project.zip: 该压缩目录包含了研究《大语言模型代码克隆特征表征》(Characterizing Code Clones of LLMs)中使用的核心脚本与实验结果。其中common文件夹用于运行完整的实验流水线,流水线的各个模块分别存放在对应子文件夹中,同时还包含各类数据分析脚本!



