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
  • [1] On the Effectiveness of Parameter-Efficient Fine-Tuning
    Fu, Zihao
    Yang, Haoran
    So, Anthony Man-Cho
    Lam, Wai
    Bing, Lidong
    Collier, Nigel
    THIRTY-SEVENTH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE, VOL 37 NO 11, 2023, : 12799 - 12807
  • [2] Frozen Weights as Prior for Parameter-Efficient Fine-Tuning
    Ma, Xiaolong
    Liu, Peishun
    Gao, Haojie
    Yan, Zikang
    Ma, Ningning
    Liu, Wenqiang
    Wang, Xuefang
    Tang, Ruichun
    IEEE ACCESS, 2025, 13 : 24411 - 24425
  • [3] Parameter-Efficient Fine-Tuning Method for Task-Oriented Dialogue Systems
    Mo, Yunho
    Yoo, Joon
    Kang, Sangwoo
    MATHEMATICS, 2023, 11 (14)
  • [4] Parameter-Efficient Fine-Tuning without Introducing New Latency
    Liao, Baohao
    Meng, Yan
    Monz, Christof
    PROCEEDINGS OF THE 61ST ANNUAL MEETING OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS, ACL 2023, VOL 1, 2023, : 4242 - 4260
  • [5] Democratizing protein language models with parameter-efficient fine-tuning
    Sledzieski, Samuel
    Kshirsagar, Meghana
    Baek, Minkyung
    Dodhia, Rahul
    Ferres, Juan Lavista
    Berger, Bonnie
    PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2024, 121 (26)
  • [6] AutoPEFT : Automatic Configuration Search for Parameter-Efficient Fine-Tuning
    Zhou, Han
    Wan, Xingchen
    Vulic, Ivan
    Korhonen, Anna
    TRANSACTIONS OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS, 2024, 12 : 525 - 542
  • [7] Sensitivity-Aware Visual Parameter-Efficient Fine-Tuning
    He, Haoyu
    Cai, Jianfei
    Zhang, Jing
    Tao, Dacheng
    Zhuang, Bohan
    2023 IEEE/CVF INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV 2023), 2023, : 11791 - 11801
  • [8] AdapterGNN: Parameter-Efficient Fine-Tuning Improves Generalization in GNNs
    Li, Shengrui
    Han, Xueting
    Bai, Jing
    THIRTY-EIGHTH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE, VOL 38 NO 12, 2024, : 13600 - 13608
  • [9] Leveraging Parameter-Efficient Fine-Tuning for Multilingual Abstractive Summarization
    Shen, Jialun
    Wang, Yusong
    NATURAL LANGUAGE PROCESSING AND CHINESE COMPUTING, PT III, NLPCC 2024, 2025, 15361 : 293 - 303
  • [10] Parameter-efficient fine-tuning for single image snow removal
    Dai, Xinwei
    Zhou, Yuanbo
    Qiu, Xintao
    Tang, Hui
    Tong, Tong
    EXPERT SYSTEMS WITH APPLICATIONS, 2025, 265