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GNPSum: A code summarization enhancement framework based on Graph Node Position

delete2025-07-19
delete0
PRE
AI
H
Haogang Cheng
徐玲 封面图
徐玲 (Ling Xu) *
L
Luwen Huangfu
C
Chao Liu
Y
Yan Meng
L
Lei Yan
DOI：10.1016/j.infsof.2025.107837delete
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摘要

摘要

En 中文
代码摘要对于有效传达代码的核心功能和逻辑至关重要，能够提升软件开发效率、协作和代码质量。传统方法主要关注从源代码中提取文本信息生成摘要。然而，这些方法往往无法捕捉有效摘要所需的层次结构。为了有效捕捉代码的层次结构——这对准确摘要至关重要——研究人员通常会将其模型与结构元素（如语法树（AST））相结合。但传统的嵌入方法难以准确识别代码中的语义细微差别，特别是对于内容相似但结构角色不同的节点。这些节点的相对位置信息（通常包含源代码本身未体现的语义）常被忽略，限制了模型充分利用代码结构中固有的层次和上下文丰富性的能力。

期刊

Information and Software Technology 封面图
Information and Software Technology
IF:
4.3
论文数:
3.8K
被引数:
7.7K

机构

K
key laboratory of dependable service computing in cyber physical society (chongqing university)
学者数:
14
论文数: 5
被引数: 0
S
San Diego State University
学者数:
4.7K
论文数: 3.8K
被引数: 1.0W
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