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On the Transferability of Pre-trained Language Models for Low-Resource Programming Languages ...
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Chen, Fuxiang. - : Federated Research Data Repository / dépôt fédéré de données de recherche, 2022
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Bootstrap-Based Language Development: Turning an existing VM into a polyglot VM ; Développement de langages basé l’amorçage
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In: https://tel.archives-ouvertes.fr/tel-03511998 ; Computer Science [cs]. Université de Lille; IMT Lille Douai, 2021. English (2021)
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The Impact of Programming Language’s Type on Probabilistic Machine Learning Models
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In: Master's Projects (2021)
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Abstract:
Software development is an expensive and difficult process. Mistakes can be easily made, and without extensive review process, those mistakes can make it to the production code and may have unintended disastrous consequences. This is why various automated code review services have arisen in the recent years. From AWS’s CodeGuro and Microsoft’s Code Analysis to more integrated code assistants, like IntelliCode and auto completion tools. All of which are designed to help and assist the developers with their work and help catch overlooked bugs. Thanks to recent advances in machine learning, these services have grown tremen- dously in sophistication to a point where they can catch bugs that often go unnoticed even with traditional code reviews. This project investigates the use of code2vec [1], which is a probabilistic machine learning model on source code, in correctly labeling methods from different program- ming language families. We extend this model to work with more languages, train the created models, and compare the performance of static and dynamic languages. As a by-product we create new datasets from the top stared open source GitHub projects in various languages. Different approaches for static and dynamic languages are applied, as well as some improvement techniques, like transfer learning. Finally, different parsers were used to see their effect on the model’s performance.
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Keyword:
Artificial Intelligence and Robotics; code analysis; code2vec; programming language labeling; Programming Languages and Compilers
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URL: https://scholarworks.sjsu.edu/etd_projects/1050 https://scholarworks.sjsu.edu/cgi/viewcontent.cgi?article=2051&context=etd_projects
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Identifying and solving issues with acquiring skills in computer programming for non-English speakers
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In: Nnass, IA, (2020). Identifying and solving issues with acquiring skills in computer programming for non-English speakers. Doctoral Thesis. Central Queensland University, http://dx.doi.org/10.25946/5f039502e1dec (2020)
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Modern languages and technologies of programming ; Современные языки и технологии программирования
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Optimizing and Incrementalizing Higher-order Collection Queries by AST Transformation
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Observing the Uptake of a Language Change Making Strings Immutable
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Maarek, Manuel. - : Schloss Dagstuhl - Leibniz-Zentrum fuer Informatik, 2019. : OASIcs - OpenAccess Series in Informatics. 9th Workshop on Evaluation and Usability of Programming Languages and Tools (PLATEAU 2018), 2019
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Simulationssprachen - Effiziente Entwicklung und Ausführung ...
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Future Scope in Application Developement of Visual Basic ...
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Future Scope in Application Developement of Visual Basic ...
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Supplementary materials for "Analisis Koleksem Khas dan potensinya untuk kajian kemiripan makna konstruksional dalam Bahasa Indonesia" ...
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Supplementary materials for "Analisis Koleksem Khas dan potensinya untuk kajian kemiripan makna konstruksional dalam Bahasa Indonesia" ...
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АНАЛИЗ ФУНКЦИОНАЛЬНЫХ ВОЗМОЖНОСТЕЙ СТРУКТУРНЫХ РЕДАКТОРОВ ИСХОДНОГО КОДА ПРОГРАММНОГО ОБЕСПЕЧЕНИЯ ... : ANALYSIS OF FUNCTIONALITY OF STRUCTURE SOURCE CODE EDITORS ...
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Ванясин, Н.В.; Сидоркина, И.Г.. - : ВЕСТНИК ПОВОЛЖСКОГО ГОСУДАРСТВЕННОГО ТЕХНОЛОГИЧЕСКОГО УНИВЕРСИТЕТА. СЕРИЯ: РАДИОТЕХНИЧЕСКИЕ И ИНФОКОММУНИКАЦИОННЫЕ СИСТЕМЫ, 2019
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Simulationssprachen - Effiziente Entwicklung und Ausführung
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Query Flattening and the Nested Data Parallelism Paradigm ...
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