big code: Code Completion for Programming Education based on Recurrent Neural Network [IWCIA 2019]

这篇文章对我来说有重大意义,不是因为它有多好,而是因为它,我终于开始看CCF期刊和会议的分区了。看论文前要先看一下它发在哪里的,标一下CCF哪个区,是会议还是期刊。

数据

big code: Code Completion for Programming Education based on Recurrent Neural Network [IWCIA 2019]
这里和 Learning Python Code Suggestion with a Sparse Pointer Network 一样

big code: Code Completion for Programming Education based on Recurrent Neural Network [IWCIA 2019]
没有用AST,直接词法分析后变ID

模型

big code: Code Completion for Programming Education based on Recurrent Neural Network [IWCIA 2019]
嵌入,dropout,lstm,fc,softmax常规操作
big code: Code Completion for Programming Education based on Recurrent Neural Network [IWCIA 2019]
注意力的那个当指针的那个

性能

big code: Code Completion for Programming Education based on Recurrent Neural Network [IWCIA 2019]
这个性能好高啊,我都懵了。都快80了,
Code Completion with Neural Attention and Pointer Networks
这篇才70,数据集影响真的大。
big code: Code Completion for Programming Education based on Recurrent Neural Network [IWCIA 2019]

big code: Code Completion for Programming Education based on Recurrent Neural Network [IWCIA 2019]
这个也没啥好说的

小结

这个论文任务用 Learning Python Code Suggestion with a Sparse Pointer Network
方法用 Code Completion with Neural Attention and Pointer Networks
但数据集不一样,不好比较。

另外

2019 IEEE 11th International Workshop on Computational Intelligence and Applications
November 9-10, 2019, Hiroshima, Japan

这个咋不在CCF上呢?

参考: 最新版《中国计算机学会推荐国际学术会议和期刊目录》正式发布

为啥我感觉自己做的事情和这个一样呢?东拼拼西凑凑(心里一凉)