A Comprehensive Evaluation of Parameter-Efficient Fine-Tuning on Method-Level Code Smell Detection

被引:0
|
作者
School of Computer Science, Wuhan University, Wuhan, China [1 ]
不详 [2 ]
不详 [3 ]
不详 [4 ]
不详 [5 ]
机构
来源
arXiv | 1600年
关键词
Compilation and indexing terms; Copyright 2025 Elsevier Inc;
D O I
暂无
中图分类号
学科分类号
摘要
Behavioral research - Benchmarking - Computer software maintenance - Computer software selection and evaluation - Error correction - Image representation - Problem oriented languages - Program processors - Software quality
引用
收藏
相关论文
共 50 条
  • [31] Structure-Aware Low-Rank Adaptation for Parameter-Efficient Fine-Tuning
    Hu, Yahao
    Xie, Yifei
    Wang, Tianfeng
    Chen, Man
    Pan, Zhisong
    MATHEMATICS, 2023, 11 (20)
  • [32] UPetu: A Unified Parameter-Efficient Fine-Tuning Framework for Remote Sensing Foundation Model
    Dong, Zhe
    Gu, Yanfeng
    Liu, Tianzhu
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2024, 62 : 1 - 13
  • [33] LoRAPrune: Structured Pruning Meets Low-Rank Parameter-Efficient Fine-Tuning
    Zhang, Mingyang
    Chen, Hao
    Shen, Chunhua
    Yang, Zhen
    Ou, Linlin
    Yu, Xinyi
    Zhuang, Bohan
    FINDINGS OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS: ACL 2024, 2024, : 3013 - 3026
  • [34] Know Where You're Going: Meta-Learning for Parameter-Efficient Fine-Tuning
    Gheini, Mozhdeh
    Ma, Xuezhe
    May, Jonathan
    FINDINGS OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS (ACL 2023), 2023, : 11602 - 11612
  • [35] CPMI-ChatGLM: parameter-efficient fine-tuning ChatGLM with Chinese patent medicine instructions
    Liu, Can
    Sun, Kaijie
    Zhou, Qingqing
    Duan, Yuchen
    Shu, Jianhua
    Kan, Hongxing
    Gu, Zongyun
    Hu, Jili
    SCIENTIFIC REPORTS, 2024, 14 (01)
  • [36] Parameter-efficient fine-tuning of large-scale pre-trained language models
    Ning Ding
    Yujia Qin
    Guang Yang
    Fuchao Wei
    Zonghan Yang
    Yusheng Su
    Shengding Hu
    Yulin Chen
    Chi-Min Chan
    Weize Chen
    Jing Yi
    Weilin Zhao
    Xiaozhi Wang
    Zhiyuan Liu
    Hai-Tao Zheng
    Jianfei Chen
    Yang Liu
    Jie Tang
    Juanzi Li
    Maosong Sun
    Nature Machine Intelligence, 2023, 5 : 220 - 235
  • [37] LLM-Adapters: An Adapter Family for Parameter-Efficient Fine-Tuning of Large Language Models
    Hu, Zhiqiang
    Wang, Lei
    Lan, Yihuai
    Xu, Wanyu
    Lim, Ee-Peng
    Bing, Lidong
    Xu, Xing
    Poria, Soujanya
    Lee, Roy Ka-Wei
    2023 CONFERENCE ON EMPIRICAL METHODS IN NATURAL LANGUAGE PROCESSING, EMNLP 2023, 2023, : 5254 - 5276
  • [38] DiffFit: Unlocking Transferability of Large Diffusion Models via Simple Parameter-Efficient Fine-Tuning
    Xie, Enze
    Yao, Lewei
    Shi, Han
    Liu, Zhili
    Zhou, Daquan
    Liu, Zhaoqiang
    Li, Jiawei
    Li, Zhenguo
    2023 IEEE/CVF INTERNATIONAL CONFERENCE ON COMPUTER VISION, ICCV, 2023, : 4207 - 4216
  • [39] Sparsity- and Hybridity-Inspired Visual Parameter-Efficient Fine-Tuning for Medical Diagnosis
    Liu, Mingyuan
    Xu, Lu
    Liu, Shengnan
    Zhang, Jicong
    MEDICAL IMAGE COMPUTING AND COMPUTER ASSISTED INTERVENTION - MICCAI 2024, PT V, 2024, 15005 : 627 - 637
  • [40] Transferrable DP-Adapter Tuning: A Privacy-Preserving Multimodal Parameter-Efficient Fine-Tuning Framework
    Ji, Lixia
    Xiao, Shijie
    Xu, Bingzhi
    Zhang, Han
    2024 IEEE 24TH INTERNATIONAL CONFERENCE ON SOFTWARE QUALITY, RELIABILITY AND SECURITY, QRS, 2024, : 471 - 482