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Metrics

Go
JS
Java
Overall
PHP
Python
Ruby

Results

Performance results of various models on this benchmark

Model Name
Go
JS
Java
Overall
PHP
Python
Ruby
Paper TitleRepository
GraphCodeBERT84.171.175.777.472.5 87.973.2GraphCodeBERT: Pre-training Code Representations with Data Flow-
CodeT5+ 220M92.470..876.177.169.875.677.7CodeT5+: Open Code Large Language Models for Code Understanding and Generation-
CodeBERT69.374.886.876.070.684.070.6CodeBERT: A Pre-Trained Model for Programming and Natural Languages-
cpt-code S97.786.094.093.496.799.886.3Text and Code Embeddings by Contrastive Pre-Training-
cpt-code M97.586.594.493.597.299.985.5Text and Code Embeddings by Contrastive Pre-Training-
CodeT5+ 770M92.771.376.277.470.175.878.0CodeT5+: Open Code Large Language Models for Code Understanding and Generation-
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