Code Classification on Devign (test)
64.75AccuracyCodeT5-base + GFSA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CodeT5-base + GFSAbackbone=CodeT5-base2023.12 | 64.75 | — | — | |
| CodeBERT + GFSAbackbone=CodeBERT2023.12 | 64.49 | — | — | |
| RoBERTa + GFSAbackbone=RoBERTa2023.12 | 64.39 | — | — | |
| CodeBERT2023.12 | 64.31 | — | — | |
| ClaHFBackbone=CodeT5+2026.05 | 64.04 | 63.57 | 8.6 | |
| CodeT5-small + GFSAbackbone=CodeT5-small2023.12 | 63.69 | — | — | |
| CodeT5-base2023.12 | 63.51 | — | — | |
| ClaHFBackbone=CodeT52026.05 | 63.49 | 62.5 | 9.06 | |
| ClaHFBackbone=CodeGen2026.05 | 63.45 | 61.95 | 11.13 | |
| CodeT5-small2023.12 | 63.25 | — | — | |
| SFTBackbone=CodeT5+2026.05 | 63.2 | 62.87 | 11.13 | |
| ClaHFBackbone=CodeBERT2026.05 | 63.14 | 59.61 | 9.64 | |
| SFTBackbone=CodeT52026.05 | 62.99 | 62.35 | 12.02 | |
| PLBART + GFSAbackbone=PLBART2023.12 | 62.96 | — | — | |
| RoBERTa2023.12 | 62.88 | — | — | |
| PLBART2023.12 | 62.63 | — | — | |
| SFTBackbone=CodeGen2026.05 | 62.38 | 59.29 | 15.11 | |
| SFTBackbone=CodeBERT2026.05 | 62.15 | 58.77 | 13.48 |