CodeSearchNet Challenge Evaluating the State of Semantic Code
8 June 2020 the CodeSearchNet Corpus and are presenting the CodeSearch-. Net Challenge which consists of 99 natural language queries with.
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Learning Deep Semantic Model for Code Search using
28 Jan 2022 the CodeSearchNet challenge [1] about semantic code search. We align cross-lingual embed- ding for multi-modality learning with large ...
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PyTorrent: A Python Library Corpus for Large-scale Language Models
4 Oct 2021 Firstly Unlike CodeSearchNet
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Multimodal Representation for Neural Code Search
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Bag-of-Words Baselines for Semantic Code Search
1 Aug 2021 RM3 on the CodeSearchNet Corpus
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AugmentedCode: Examining the Effects of Natural Language
16 Oct 2021 gramming language which outperforms on CodeSearchNet and CodeBERT with a Mean Reciprocal Rank (MRR) of 0.73 and 0.96 respectively.
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Code Summarization: Do Transformers Really Understand Code?
our analysis on CodeSearchNet TL-CodeSum and. 108. Python datasets for Python and Java programming. 109 languages. The data statistics are provided in Ap-.
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GraphSearchNet: Enhancing GNNs via Capturing Global
9 Feb 2022 The extensive experiments on Java and Python programming language from the public benchmark CodeSearchNet confirm that. GraphSearchNet ...
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CoDesc: A Large Code–Description Parallel Dataset
1 Aug 2021 Code Search and Summarization CODE-NN. (Iyer et al. 2016) is a pioneering work in data- driven code summarization. The CodeSearchNet dataset ...
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Automatic Code Generation using Pre-Trained Language Models
Figure 4 explains the general architecture of the baseline models from the CodeSearchNet task. We successfully trained and evaluated two baselines: Neural-Bag-
Report - CS230 Deep Learning - Stanford University
Baselines from the CodeSearchNet models for code search were trained and tuned by Luis Perez and Sudhardshan Viswanathan Data analysis and
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Semantic Code Search with Neural Bag-of-Words and Graph
CodeSearchNet Challenge Our Neural Bag-of-Words encoder improves the MRR by 4 38 for Python and 4 98 for Java The Graph Convolutional Network
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Semantic code search using Code2Vec: A bag-of-paths - UWSpace
Migrating CodeSearchNet [19] benchmark neural models in Tensorflow 2 0 • Implementing Code2Vec [3] into CodeSearchNet and evaluating its performance
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A Pre-Trained Model for Programming and Natural Languages
16 nov 2020 · related code from a collection of codes We con- duct experiments on the CodeSearchNet corpus (Husain et al , 2019) 4 We follow the official
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Multi-modal Neural Representations for Semantic Code Search - DiVA
These baseline models prepared by the CodeSearchNet Challenge are rather strong, therefore, we would investigate how well these baseline models perform
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Semantic Robustness of Models of Source Code - Computer
(i) code2seq's java-small dataset (c2s/java-small) (Alon et al , 2018), (ii) GitHub's CodeSearchNet Java and Python datasets (csn/java, csn/python) (Husain et al ,
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Survey of Embedding Performance for Semantic Code - Sean Kelley
In their paper introducing the CodeSearchNet challenge, the GitHub team defined their baseline neural model architecture which relies heavily on embeddings
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[PDF] A Graph-Based Approach for Semantic Code Search - Stanford
like Elasticsearch and apply it to CodeSearchNet, a competition for semantic code search We apply hyperbolic embeddings and graph clustering on our data to
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[PDF] Understanding Source Code with Deep Learning - Miltos Allamanis
githubcom github CodeSearchNet Page 44 Page 45 Learn Patterns from Rich Structure Reasoning Formal Methods Photo by Luke Stackpoole
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[PDF] International Journal of Engineering & Advanced Technology (IJEAT)
Jun 12, 2020 · CodeSearchNet [6] UnifiedCodeNet converts the code snippets into document vectors, and those vectors are mapped on a shared space
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[PDF] Are the Code Snippets What We Are Searching for?
Codesearchnet challenge Evaluating the state of semantic code search ArXiv, abs 190909436, 2019 [16] S Iyer, I Konstas, A Cheung, and L Zettlemoyer
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[PDF] Keeping documentation up to date with the source code - SCG
May 12, 2020 · CodeSearchNet ~2M pairs from open source libraries (Python, Javascript, Ruby, Go, Java, PHP) change analysis commit histories
codesearchnet challenge
codesearchnet paper
codesearchnet corpus
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