{"action":"created","issue":{"url":"https://api.github.com/repos/arXivTimes/arXivTimes/issues/801","repository_url":"https://api.github.com/repos/arXivTimes/arXivTimes","labels_url":"https://api.github.com/repos/arXivTimes/arXivTimes/issues/801/labels{/name}","comments_url":"https://api.github.com/repos/arXivTimes/arXivTimes/issues/801/comments","events_url":"https://api.github.com/repos/arXivTimes/arXivTimes/issues/801/events","html_url":"https://github.com/arXivTimes/arXivTimes/issues/801","id":332975663,"node_id":"MDU6SXNzdWUzMzI5NzU2NjM=","number":801,"title":"Deep Code Comment Generation","user":{"login":"wakamezake","id":7046610,"node_id":"MDQ6VXNlcjcwNDY2MTA=","avatar_url":"https://avatars0.githubusercontent.com/u/7046610?v=4","gravatar_id":"","url":"https://api.github.com/users/wakamezake","html_url":"https://github.com/wakamezake","followers_url":"https://api.github.com/users/wakamezake/followers","following_url":"https://api.github.com/users/wakamezake/following{/other_user}","gists_url":"https://api.github.com/users/wakamezake/gists{/gist_id}","starred_url":"https://api.github.com/users/wakamezake/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/wakamezake/subscriptions","organizations_url":"https://api.github.com/users/wakamezake/orgs","repos_url":"https://api.github.com/users/wakamezake/repos","events_url":"https://api.github.com/users/wakamezake/events{/privacy}","received_events_url":"https://api.github.com/users/wakamezake/received_events","type":"User","site_admin":false},"labels":[],"state":"open","locked":false,"assignee":null,"assignees":[],"milestone":null,"comments":0,"created_at":"2018-06-16T09:43:28Z","updated_at":"2018-06-16T09:45:08Z","closed_at":null,"author_association":"NONE","body":"## 一言でいうと\r\nJavaメソッドを対象とするコードコメントの自動生成する手法、DeepComの提案。プログラミング言語で書かれたソースコードを自然言語であるコメントに機械翻訳をするというアプローチをとっている。ソースコードから抽象木(AST)を生成し、それをSeq2Seqモデルの学習に用いることで従来の技術よりも良い結果を得ている。\r\n### 論文リンク\r\nhttps://drive.google.com/file/d/14ta2a_ZNApQC1nFb5mPwTa6hlZ3xkm1E/view?usp=sharing\r\n\r\n### 著者/所属機関\r\nXing Hu, Ge Li, Xin Xia, David Lo, Zhi Jin\r\n\r\n### 投稿日付(yyyy/MM/dd)\r\n\r\n## 概要\r\n\r\n## 新規性・差分\r\n\r\n\r\n## 手法\r\n\r\n## 結果\r\n人間がつけたコメントとDeepComが生成したコメントの比較\r\n![deepcode_1](https://user-images.githubusercontent.com/7046610/41496788-18d3270e-7183-11e8-8db3-388989016274.PNG)\r\n\r\n![deepcode_2](https://user-images.githubusercontent.com/7046610/41496790-1ccd1a4a-7183-11e8-96a0-75164e011358.PNG)\r\n\r\n## コメント\r\n\r\n"},"comment":{"url":"https://api.github.com/repos/arXivTimes/arXivTimes/issues/comments/397801145","html_url":"https://github.com/arXivTimes/arXivTimes/issues/801#issuecomment-397801145","issue_url":"https://api.github.com/repos/arXivTimes/arXivTimes/issues/801","id":397801145,"node_id":"MDEyOklzc3VlQ29tbWVudDM5NzgwMTE0NQ==","user":{"login":"wakamezake","id":7046610,"node_id":"MDQ6VXNlcjcwNDY2MTA=","avatar_url":"https://avatars0.githubusercontent.com/u/7046610?v=4","gravatar_id":"","url":"https://api.github.com/users/wakamezake","html_url":"https://github.com/wakamezake","followers_url":"https://api.github.com/users/wakamezake/followers","following_url":"https://api.github.com/users/wakamezake/following{/other_user}","gists_url":"https://api.github.com/users/wakamezake/gists{/gist_id}","starred_url":"https://api.github.com/users/wakamezake/starred{/owner}{/repo}","subscriptions_url":"https://api.github.com/users/wakamezake/subscriptions","organizations_url":"https://api.github.com/users/wakamezake/orgs","repos_url":"https://api.github.com/users/wakamezake/repos","events_url":"https://api.github.com/users/wakamezake/events{/privacy}","received_events_url":"https://api.github.com/users/wakamezake/received_events","type":"User","site_admin":false},"created_at":"2018-06-16T09:45:08Z","updated_at":"2018-06-16T09:45:08Z","author_association":"NONE","body":"使用したデータセット(Javaメソッドとそれについたコメントの対) https://github.com/xing-hu/DeepCom"}}
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