no code implementations • 20 Nov 2023 • Atsushi Shirafuji, Yusuke Oda, Jun Suzuki, Makoto Morishita, Yutaka Watanobe
A less complex and more straightforward program is a crucial factor that enhances its maintainability and makes writing secure and bug-free programs easier.
no code implementations • 1 Nov 2023 • Atsushi Shirafuji, Taku Matsumoto, Md Faizul Ibne Amin, Yutaka Watanobe
We classify errors for 95, 631 code pairs and identify 3. 47 errors on average, which are submitted by various levels of programmers on an online judge system.
no code implementations • 26 Sep 2023 • Atsushi Shirafuji, Md. Mostafizer Rahman, Md Faizul Ibne Amin, Yutaka Watanobe
The experimental results show that the fine-tuned CodeT5 achieves a pass@100 of 91. 95% and an average edit distance of the most similar correct program of 6. 84, which indicates that at least one correct program can be suggested by generating 100 candidate programs.
no code implementations • 16 Jul 2023 • Atsushi Shirafuji, Yutaka Watanobe
The proposed approach shows the potential of reducing the learners' burden of referring to too many solutions and motivating them to learn a variety of solution approaches.
no code implementations • 26 Jun 2023 • Atsushi Shirafuji, Yutaka Watanobe, Takumi Ito, Makoto Morishita, Yuki Nakamura, Yusuke Oda, Jun Suzuki
Our experimental results show that CodeGen and Codex are sensitive to the superficial modifications of problem descriptions and significantly impact code generation performance.
1 code implementation • 7 Feb 2021 • M. F. Mridha, Abu Quwsar Ohi, Muhammad Mostafa Monowar, Md. Abdul Hamid, Md. Rashedul Islam, Yutaka Watanobe
The robustness of a speaker recognition system mainly depends on the extraction process of speech embeddings, which are primarily pre-trained on a large-scale dataset.