Optimized Tokenization Process for Open-Vocabulary Code Completion: An Empirical Study

Author:

Hussain Yasir1ORCID,Huang Zhiqiu1ORCID,Zhou Yu1ORCID,Khan Izhar Ahmed1ORCID,Khan Nasrullah2ORCID,Abbas Muhammad Zahid2ORCID

Affiliation:

1. Collage of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics, China

2. Comsats University, Pakistan

Funder

National Natural Science Foundation of China

Publisher

ACM

Reference37 articles.

1. Wasi Uddin Ahmad , Saikat Chakraborty , Baishakhi Ray , and Kai-Wei Chang . 2021. Unified Pre-training for Program Understanding and Generation. arXiv preprint arXiv:2103.06333 ( 2021 ). Wasi Uddin Ahmad, Saikat Chakraborty, Baishakhi Ray, and Kai-Wei Chang. 2021. Unified Pre-training for Program Understanding and Generation. arXiv preprint arXiv:2103.06333 (2021).

2. Kyunghyun Cho , Bart Van Merriënboer , Dzmitry Bahdanau , and Yoshua Bengio . 2014. On the properties of neural machine translation: Encoder-decoder approaches. arXiv preprint arXiv:1409.1259 ( 2014 ). Kyunghyun Cho, Bart Van Merriënboer, Dzmitry Bahdanau, and Yoshua Bengio. 2014. On the properties of neural machine translation: Encoder-decoder approaches. arXiv preprint arXiv:1409.1259 (2014).

3. An Empirical Study on the Usage of Transformer Models for Code Completion

4. Jacob Devlin , Ming-Wei Chang , Kenton Lee , and Kristina Toutanova . 2018 . Bert: Pre-training of deep bidirectional transformers for language understanding. arXiv preprint arXiv:1810.04805 (2018). Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2018. Bert: Pre-training of deep bidirectional transformers for language understanding. arXiv preprint arXiv:1810.04805 (2018).

5. Yangruibo Ding , Luca Buratti , Saurabh Pujar , Alessandro Morari , Baishakhi Ray , and Saikat Chakraborty . 2021. Contrastive Learning for Source Code with Structural and Functional Properties. arXiv preprint arXiv:2110.03868 ( 2021 ). Yangruibo Ding, Luca Buratti, Saurabh Pujar, Alessandro Morari, Baishakhi Ray, and Saikat Chakraborty. 2021. Contrastive Learning for Source Code with Structural and Functional Properties. arXiv preprint arXiv:2110.03868 (2021).

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3. Exploring the Impact of Vocabulary Techniques on Code Completion: A Comparative Approach;International Journal of Software Engineering and Knowledge Engineering;2024-01-13

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