Matches in SemOpenAlex for { <https://semopenalex.org/work/W2998157065> ?p ?o ?g. }
Showing items 1 to 98 of
98
with 100 items per page.
- W2998157065 abstract "Code comments help program developers understand programs, read and navigate source code, thus resulting in more efficient software maintenance. Unfortunately, many codes are not commented adequately, or the code comments are missing. So developers have to spend additional time in reading source code. In this paper, we propose a new approach to automatically generating comments for source codes. Following the intuition behind the traditional sequence-to-sequence (Seq2Seq) model for machine translation, we propose a tree-to-sequence (Tree2Seq) model for code comment generation, which leverages an encoder to capture the structure information of source code. More importantly, code classification is involved as an auxiliary task for aiding the Tree2Seq model. We build a multi-task learning model to achieve this goal. We evaluate our models on a benchmark dataset with automatic metrics like BLEU, ROUGE, and METEOR. Experimental results show that our proposed Tree2Seq model outperforms traditional Seq2Seq model with attention, and our proposed multi-task learning model outperforms the state-of-the-art approaches by a substantial margin." @default.
- W2998157065 created "2020-01-10" @default.
- W2998157065 creator A5029568096 @default.
- W2998157065 creator A5064202029 @default.
- W2998157065 date "2019-12-01" @default.
- W2998157065 modified "2023-10-14" @default.
- W2998157065 title "Neural Comment Generation for Source Code with Auxiliary Code Classification Task" @default.
- W2998157065 cites W1902237438 @default.
- W2998157065 cites W2016589492 @default.
- W2998157065 cites W2023925487 @default.
- W2998157065 cites W2034209539 @default.
- W2998157065 cites W2064675550 @default.
- W2998157065 cites W2081749632 @default.
- W2998157065 cites W2082160726 @default.
- W2998157065 cites W2111909698 @default.
- W2998157065 cites W2117130368 @default.
- W2998157065 cites W2133333349 @default.
- W2998157065 cites W2157331557 @default.
- W2998157065 cites W2158997610 @default.
- W2998157065 cites W2165612380 @default.
- W2998157065 cites W2516621648 @default.
- W2998157065 cites W2884276923 @default.
- W2998157065 cites W2913340405 @default.
- W2998157065 cites W2964194820 @default.
- W2998157065 cites W2964253311 @default.
- W2998157065 cites W2964268484 @default.
- W2998157065 cites W3087871082 @default.
- W2998157065 doi "https://doi.org/10.1109/apsec48747.2019.00076" @default.
- W2998157065 hasPublicationYear "2019" @default.
- W2998157065 type Work @default.
- W2998157065 sameAs 2998157065 @default.
- W2998157065 citedByCount "6" @default.
- W2998157065 countsByYear W29981570652021 @default.
- W2998157065 countsByYear W29981570652023 @default.
- W2998157065 crossrefType "proceedings-article" @default.
- W2998157065 hasAuthorship W2998157065A5029568096 @default.
- W2998157065 hasAuthorship W2998157065A5064202029 @default.
- W2998157065 hasConcept C111919701 @default.
- W2998157065 hasConcept C118505674 @default.
- W2998157065 hasConcept C119857082 @default.
- W2998157065 hasConcept C13280743 @default.
- W2998157065 hasConcept C133162039 @default.
- W2998157065 hasConcept C137293760 @default.
- W2998157065 hasConcept C154945302 @default.
- W2998157065 hasConcept C162324750 @default.
- W2998157065 hasConcept C177264268 @default.
- W2998157065 hasConcept C185798385 @default.
- W2998157065 hasConcept C187736073 @default.
- W2998157065 hasConcept C199360897 @default.
- W2998157065 hasConcept C203005215 @default.
- W2998157065 hasConcept C204321447 @default.
- W2998157065 hasConcept C205649164 @default.
- W2998157065 hasConcept C26517878 @default.
- W2998157065 hasConcept C2776760102 @default.
- W2998157065 hasConcept C2780451532 @default.
- W2998157065 hasConcept C38652104 @default.
- W2998157065 hasConcept C41008148 @default.
- W2998157065 hasConcept C43126263 @default.
- W2998157065 hasConcept C774472 @default.
- W2998157065 hasConceptScore W2998157065C111919701 @default.
- W2998157065 hasConceptScore W2998157065C118505674 @default.
- W2998157065 hasConceptScore W2998157065C119857082 @default.
- W2998157065 hasConceptScore W2998157065C13280743 @default.
- W2998157065 hasConceptScore W2998157065C133162039 @default.
- W2998157065 hasConceptScore W2998157065C137293760 @default.
- W2998157065 hasConceptScore W2998157065C154945302 @default.
- W2998157065 hasConceptScore W2998157065C162324750 @default.
- W2998157065 hasConceptScore W2998157065C177264268 @default.
- W2998157065 hasConceptScore W2998157065C185798385 @default.
- W2998157065 hasConceptScore W2998157065C187736073 @default.
- W2998157065 hasConceptScore W2998157065C199360897 @default.
- W2998157065 hasConceptScore W2998157065C203005215 @default.
- W2998157065 hasConceptScore W2998157065C204321447 @default.
- W2998157065 hasConceptScore W2998157065C205649164 @default.
- W2998157065 hasConceptScore W2998157065C26517878 @default.
- W2998157065 hasConceptScore W2998157065C2776760102 @default.
- W2998157065 hasConceptScore W2998157065C2780451532 @default.
- W2998157065 hasConceptScore W2998157065C38652104 @default.
- W2998157065 hasConceptScore W2998157065C41008148 @default.
- W2998157065 hasConceptScore W2998157065C43126263 @default.
- W2998157065 hasConceptScore W2998157065C774472 @default.
- W2998157065 hasLocation W29981570651 @default.
- W2998157065 hasOpenAccess W2998157065 @default.
- W2998157065 hasPrimaryLocation W29981570651 @default.
- W2998157065 hasRelatedWork W1484029852 @default.
- W2998157065 hasRelatedWork W1512718085 @default.
- W2998157065 hasRelatedWork W2137137834 @default.
- W2998157065 hasRelatedWork W270927586 @default.
- W2998157065 hasRelatedWork W283806354 @default.
- W2998157065 hasRelatedWork W2898607334 @default.
- W2998157065 hasRelatedWork W2964254765 @default.
- W2998157065 hasRelatedWork W2983785000 @default.
- W2998157065 hasRelatedWork W3040872486 @default.
- W2998157065 hasRelatedWork W2610387714 @default.
- W2998157065 isParatext "false" @default.
- W2998157065 isRetracted "false" @default.
- W2998157065 magId "2998157065" @default.
- W2998157065 workType "article" @default.