Code Authorship Attribution on CoDET-M4
89AccuracyCBE ⊞ VIT
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CBE ⊞ VITFusion=GCSA/GoCoMA (⊞)2026.03 | 89 | 80.17 | |
| CT5 ⊕ VITFusion=MOBIUS (⊕)2026.03 | 88.84 | 80.48 | |
| CT5 ⊞ VITFusion=GCSA/GoCoMA (⊞)2026.03 | 88.67 | 80.97 | |
| CT5 ⊕ MXVFusion=MOBIUS (⊕)2026.03 | 88.42 | 79.67 | |
| CT5 ⊞ MXVFusion=GCSA/GoCoMA (⊞)2026.03 | 88.24 | 79.72 | |
| CT5 ⊗ VITFusion=EUCLIDEAN CROSS-ATTN (⊗)2026.03 | 88.18 | 79.57 | |
| CT5 ⊗ MXVFusion=EUCLIDEAN CROSS-ATTN (⊗)2026.03 | 87.73 | 78.26 | |
| CBE ⊕ VITFusion=MOBIUS (⊕)2026.03 | 87.24 | 78.69 | |
| UXC ⊞ EFNFusion=GCSA/GoCoMA (⊞)2026.03 | 87.15 | 78.12 | |
| UXC ⊕ EFNFusion=MOBIUS (⊕)2026.03 | 87.12 | 78.04 | |
| QWC ⊞ EFNFusion=GCSA/GoCoMA (⊞)2026.03 | 86.84 | 76.92 | |
| CBE ⊞ CNXFusion=GCSA/GoCoMA (⊞)2026.03 | 86.82 | 77.41 | |
| CBE ⊕ CNXFusion=MOBIUS (⊕)2026.03 | 86.78 | 77.23 | |
| QWC ⊞ MXVFusion=GCSA/GoCoMA (⊞)2026.03 | 86.47 | 76.61 | |
| CT5 + VITFusion=CONCAT (+)2026.03 | 86.45 | 78.72 | |
| CBE ⊗ VITFusion=EUCLIDEAN CROSS-ATTN (⊗)2026.03 | 86.42 | 77.49 | |
| QWC ⊕ EFNFusion=MOBIUS (⊕)2026.03 | 86.35 | 76.23 | |
| QWC ⊕ MXVFusion=MOBIUS (⊕)2026.03 | 86.15 | 76.13 | |
| UXC ⊗ EFNFusion=EUCLIDEAN CROSS-ATTN (⊗)2026.03 | 86.14 | 77.16 | |
| CT5 + MXVFusion=CONCAT (+)2026.03 | 85.77 | 77.15 | |
| CBE ⊗ CNXFusion=EUCLIDEAN CROSS-ATTN (⊗)2026.03 | 85.62 | 76.93 | |
| CBE + VITFusion=CONCAT (+)2026.03 | 85.21 | 76.36 | |
| QWC ⊗ EFNFusion=EUCLIDEAN CROSS-ATTN (⊗)2026.03 | 85.15 | 75.21 | |
| QWC ⊗ MXVFusion=EUCLIDEAN CROSS-ATTN (⊗)2026.03 | 85.04 | 75.64 | |
| UXC + EFNFusion=CONCAT (+)2026.03 | 84.65 | 76.29 | |
| CBE + CNXFusion=CONCAT (+)2026.03 | 84.32 | 75.14 | |
| QWC + EFNFusion=CONCAT (+)2026.03 | 84.22 | 75.12 | |
| QWC + MXVFusion=CONCAT (+)2026.03 | 83.92 | 74.24 | |
| CBEModality=Code (PLM)2026.03 | 83.17 | 75.61 | |
| UXCModality=Code (PLM)2026.03 | 82.7 | 74.23 | |
| QWCModality=Code (PLM)2026.03 | 81.36 | 73.84 | |
| CT5Modality=Code (PLM)2026.03 | 79.98 | 71.48 | |
| Bisztra et al.Category=SOTA Comparison2026.03 | 79.35 | 66.33 | |
| GPT-5.1Evaluation Protocol=Few-Shot2026.03 | 75.2 | 62.45 | |
| VITModality=Image (PTM)2026.03 | 71 | 61.5 | |
| Gemini 3 ProEvaluation Protocol=Few-Shot2026.03 | 68.98 | 59.15 | |
| MXVModality=Image (PTM)2026.03 | 68.9 | 60.37 | |
| EFNModality=Image (PTM)2026.03 | 68.89 | 59.13 | |
| CNXModality=Image (PTM)2026.03 | 64.2 | 55.15 | |
| DeepSeek-V3.2-ExpEvaluation Protocol=Few-Shot2026.03 | 63.33 | 37.89 | |
| Gemini 3 ProEvaluation Protocol=Zero-Shot2026.03 | 59.87 | 50.91 | |
| GPT-5.1Evaluation Protocol=Zero-Shot2026.03 | 56.7 | 45.6 | |
| DeepSeek-V3.2-ExpEvaluation Protocol=Zero-Shot2026.03 | 48.6 | 29 |