CodeT5+: Open Code Large Language Models for Code Understanding and Generation

Benchmark Model Rank Results
code-search-on-codexglue-advtestCodeT5+ 770M#1MRR: 44.7
code-search-on-codexglue-advtestCodeT5+ 220M#2MRR: 43.3
code-completion-on-codexglue-github-javaCodeT5+ 770M#2EM (line-level): 37.90Edit Sim (line-level): 72.25
code-completion-on-codexglue-github-javaCodeT5+ 220M#3EM (line-level): 35.17Edit Sim (line-level): 69.48
code-completion-on-codexglue-py150CodeT5+ 770M#2EM (line-level): 44.86Edit Sim (line-level): 74.22
code-completion-on-codexglue-py150CodeT5+ 220M#3EM (line-level): 43.42Edit Sim (line-level): 73.69
code-search-on-codesearchnetCodeT5+ 770M#4Overall: 77.4Go: 92.7Ruby: 78.0Python: 75.8Java: 76.2…
code-search-on-codesearchnetCodeT5+ 220M#5Overall: 77.1Go: 92.4Ruby: 77.7Python: 75.6Java: 76.1…
arithmetic-reasoning-on-gsm8kCodeT5+#189Accuracy: 73.8Parameters (Billion): 0.77