APSEC 2024
Tue 3 - Fri 6 December 2024 China

This program is tentative and subject to change.

Thu 5 Dec 2024 17:00 - 17:20 at Room 3 (Xiangquan Ballroom) - Session (14)

Effective software development depends on clear code comments for better understanding. We introduce a new method for generating automated source code comments using Retrieval-Augmented Generation (RAG) with a Design Document Term Dictionary (DDTD). This method aligns terms and their meanings from design documents with lines of source code, producing comments that clearly reflect the code’s intent and functionality. Our evaluations on the open-source ERP software iDempiere show significant improvements: Context Precision increased by 22% and Faithfulness by 17% compared to conventional RAG methods These results confirm our method’s validity. Therefore, we plan to explore its application to different software contexts in future work.

This program is tentative and subject to change.

Thu 5 Dec

Displayed time zone: Beijing, Chongqing, Hong Kong, Urumqi change

16:00 - 17:30
16:00
30m
Talk
Improving Code Search with Hard Negative Sampling Based on Fine-tuning
Technical Track
Hande Dong International Digital Economy Academy, Jiayi Lin International Digital Economy Academy, Yanlin Wang Sun Yat-sen University, Yichong Leng University of Science and Technology of China, Jiawei Chen Zhejiang University, Yutao Xie International Digital Economy Academy
16:30
30m
Talk
HANTracer: Leveraging Heterogeneous Graph Attention Network for Large-Scale Requirements-Code Traceability Link Recovery
Technical Track
Zhiyuan Zou , Bangchao Wang Wuhan Textile University, Hongyan Wan Wuhan Textile University, Huan Jin Wuhan Textile University, Xiaoxiao Li School of Computer Science and Artificial Intelligence, Wuhan Textile University, Yukun Cao School of Computer Science and Artificial Intelligence, Wuhan Textile University
17:00
20m
Talk
Enhancing Source Code Comment Generation via Retrieval-Augmented Generation with Design Document Term Dictionary
ERA - Early Research Achievements
Kazu Nishikawa Hitachi, Ltd. Research & Development Group., Genta Koreki Hitachi, Ltd. Research & Development Group., Hideyuki Kanuka Hitachi, Ltd.