Towards Efficient Fine-Tuning of Pre-trained Code Models: An Experimental Study and Beyond-Reference-Cited by-同舟云学术

Towards Efficient Fine-Tuning of Pre-trained Code Models: An Experimental Study and Beyond

Published:2023-07-12 Issue: Volume: Page:
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Container-title:Proceedings of the 32nd ACM SIGSOFT International Symposium on Software Testing and Analysis
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Author:

Shi Ensheng¹,Wang Yanlin²,Zhang Hongyu³,Du Lun⁴,Han Shi⁴,Zhang Dongmei⁴,Sun Hongbin¹

Affiliation:

1. Xi’an Jiaotong University, China

2. Sun Yat-sen University, China

3. Chongqing University, China

4. Microsoft, China

Publisher

ACM

Link

https://dl.acm.org/doi/pdf/10.1145/3597926.3598036

Reference64 articles.

1. Samira Abnar , Lisa Beinborn , Rochelle Choenni , and Willem H . Zuidema . 2019 . Blackbox Meets Blackbox: Representational Similarity & Stability Analysis of Neural Language Models and Brains. In BlackboxNLP@ACL. Association for Computational Linguistics , 191–203. Samira Abnar, Lisa Beinborn, Rochelle Choenni, and Willem H. Zuidema. 2019. Blackbox Meets Blackbox: Representational Similarity & Stability Analysis of Neural Language Models and Brains. In BlackboxNLP@ACL. Association for Computational Linguistics, 191–203.

2. Wasi Uddin Ahmad , Saikat Chakraborty , Baishakhi Ray , and Kai-Wei Chang . 2021. Unified Pre-training for Program Understanding and Generation . In NAACL-HLT. Association for Computational Linguistics , 2655–2668. Wasi Uddin Ahmad, Saikat Chakraborty, Baishakhi Ray, and Kai-Wei Chang. 2021. Unified Pre-training for Program Understanding and Generation. In NAACL-HLT. Association for Computational Linguistics, 2655–2668.

3. Alfred V Aho Monica S Lam Ravi Sethi and Jeffrey D Ullman. 2007. Compilers: principles techniques & tools. Pearson Education India. Alfred V Aho Monica S Lam Ravi Sethi and Jeffrey D Ullman. 2007. Compilers: principles techniques & tools. Pearson Education India.

4. Haldun Akoglu . 2018. User’s guide to correlation coefficients. Turkish journal of emergency medicine, 18, 3 ( 2018 ), 91–93. Haldun Akoglu. 2018. User’s guide to correlation coefficients. Turkish journal of emergency medicine, 18, 3 (2018), 91–93.

5. Mining source code repositories at massive scale using language modeling

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