Link Classification on FB15k-237
90.45AccuracyGFT + RGVQ
Evaluation results
| Method | Links | |
|---|---|---|
| GFT + RGVQRegime=Pre-trained and Fine-tuned2025.08 | 90.45 | |
| GFTRegime=Pre-trained and Fine-tuned2025.08 | 89.89 | |
| GFT + EMARegime=Pre-trained and Fine-tuned2025.08 | 89.75 | |
| GFT + APRegime=Pre-trained and Fine-tuned2025.08 | 89.05 | |
| GATRegime=Supervised2025.08 | 88.93 | |
| GFT + PTRegime=Pre-trained and Fine-tuned2025.08 | 88.45 | |
| GFT + ResetRegime=Pre-trained and Fine-tuned2025.08 | 88.09 | |
| GIANTRegime=Self-supervised2025.08 | 87.45 | |
| GraphMAERegime=Self-supervised2025.08 | 85.3 | |
| DeepSeek-R1-0528Number of candidate categories=10, Zero-shot=true2026.03 | 84.12 | |
| GINRegime=Supervised2025.08 | 83.21 | |
| GCNRegime=Supervised2025.08 | 82.22 | |
| GFT + SimVQRegime=Pre-trained and Fine-tuned2025.08 | 82.03 | |
| GRAPHGLUETransfer Type=Cross-domain, Setting=5-shot2026.02 | 81.51 | |
| GRAPHGLUEn-shot=5-shot2026.02 | 81.5 | |
| DGIRegime=Self-supervised2025.08 | 81.34 | |
| BGRLRegime=Self-supervised2025.08 | 80.66 | |
| GRAPHGLUEtransfer_type=intra-domain, shots=5-shot2026.02 | 79.52 | |
| GCOPETransfer Type=Cross-domain, Setting=5-shot2026.02 | 79.38 | |
| GCOPEn-shot=5-shot2026.02 | 79.3 | |
| GFTtransfer_type=intra-domain, shots=5-shot2026.02 | 79.25 | |
| GFTTransfer Type=Cross-domain, Setting=5-shot2026.02 | 79.13 | |
| GFTn-shot=5-shot2026.02 | 79.1 | |
| GraphSSRNumber of candidate categories=10, Zero-shot=true2026.03 | 78.94 | |
| SAMGPTtransfer_type=intra-domain, shots=5-shot2026.02 | 78.76 | |
| GCOPEtransfer_type=intra-domain, shots=5-shot2026.02 | 78.69 | |
| MDGFMtransfer_type=intra-domain, shots=5-shot2026.02 | 78.24 | |
| Qwen3-14B (Thinking)Number of candidate categories=10, Zero-shot=true2026.03 | 77.86 | |
| MDGFMTransfer Type=Cross-domain, Setting=5-shot2026.02 | 77.67 | |
| Ministral-3-14B-Reasoning-2512Number of candidate categories=10, Zero-shot=true2026.03 | 77.67 | |
| SAMGPTTransfer Type=Cross-domain, Setting=5-shot2026.02 | 77.63 | |
| SAMGPTn-shot=5-shot2026.02 | 77.6 | |
| MDGFMn-shot=5-shot2026.02 | 77.6 | |
| GraphMAETransfer Type=Cross-domain, Setting=5-shot2026.02 | 77.25 | |
| GraphMAEtransfer_type=intra-domain, shots=5-shot2026.02 | 77.25 | |
| GraphMAEn-shot=5-shot2026.02 | 77.2 | |
| GCCTransfer Type=Cross-domain, Setting=5-shot2026.02 | 73.69 | |
| GCCtransfer_type=intra-domain, shots=5-shot2026.02 | 73.64 | |
| GCCn-shot=5-shot2026.02 | 73.6 | |
| DeepSeek-R1-distilled-Qwen2.5-14BNumber of candidate categories=10, Zero-shot=true2026.03 | 73.49 | |
| PRODIGYTransfer Type=Cross-domain, Setting=5-shot2026.02 | 72.17 | |
| PRODIGYtransfer_type=intra-domain, shots=5-shot2026.02 | 72.17 | |
| PRODIGYn-shot=5-shot2026.02 | 72.1 | |
| DGITransfer Type=Cross-domain, Setting=5-shot2026.02 | 68.32 | |
| DGItransfer_type=intra-domain, shots=5-shot2026.02 | 68.32 | |
| DGIn-shot=5-shot2026.02 | 68.3 | |
| RAGraphtransfer_type=intra-domain, shots=5-shot2026.02 | 67.86 | |
| RAGraphTransfer Type=Cross-domain, Setting=5-shot2026.02 | 64.52 | |
| RAGraphn-shot=5-shot2026.02 | 64.5 | |
| GINTransfer Type=Cross-domain, Setting=5-shot2026.02 | 63.76 | |
| GINtransfer_type=intra-domain, shots=5-shot2026.02 | 63.76 | |
| GINn-shot=5-shot2026.02 | 63.7 | |
| GRAPHGLUEShot=1-shot, Transfer Type=intra-domain transfer2026.02 | 60.89 | |
| GRAPHGLUEsetting=1-shot, transfer=cross-domain2026.02 | 59.75 | |
| GRAPHGLUEn-shot=1-shot2026.02 | 59.7 | |
| GFTShot=1-shot, Transfer Type=intra-domain transfer2026.02 | 59.43 | |
| GraphSAGETransfer Type=Cross-domain, Setting=5-shot2026.02 | 58.91 | |
| GraphSAGEtransfer_type=intra-domain, shots=5-shot2026.02 | 58.91 | |
| GraphSAGEn-shot=5-shot2026.02 | 58.9 | |
| SAMGPTShot=1-shot, Transfer Type=intra-domain transfer2026.02 | 58.75 | |
| GCOPEShot=1-shot, Transfer Type=intra-domain transfer2026.02 | 58.33 | |
| MDGFMShot=1-shot, Transfer Type=intra-domain transfer2026.02 | 58.32 | |
| GCOPEsetting=1-shot, transfer=cross-domain2026.02 | 58.25 | |
| GCOPEn-shot=1-shot2026.02 | 58.2 | |
| GFTsetting=1-shot, transfer=cross-domain2026.02 | 58.07 | |
| GFTn-shot=1-shot2026.02 | 58 | |
| SAMGPTsetting=1-shot, transfer=cross-domain2026.02 | 57.44 | |
| SAMGPTn-shot=1-shot2026.02 | 57.4 | |
| MDGFMsetting=1-shot, transfer=cross-domain2026.02 | 56.11 | |
| MDGFMn-shot=1-shot2026.02 | 56.1 | |
| PRODIGYsetting=1-shot, transfer=cross-domain2026.02 | 53.5 | |
| PRODIGYShot=1-shot, Transfer Type=intra-domain transfer2026.02 | 53.5 | |
| PRODIGYn-shot=1-shot2026.02 | 53.5 | |
| GCNTransfer Type=Cross-domain, Setting=5-shot2026.02 | 52.43 | |
| GCNtransfer_type=intra-domain, shots=5-shot2026.02 | 52.43 | |
| GCNn-shot=5-shot2026.02 | 52.4 | |
| RAGraphsetting=1-shot, transfer=cross-domain2026.02 | 52.18 | |
| RAGraphn-shot=1-shot2026.02 | 52.1 | |
| RAGraphShot=1-shot, Transfer Type=intra-domain transfer2026.02 | 52.09 | |
| GraphMAEsetting=1-shot, transfer=cross-domain2026.02 | 51.34 | |
| GraphMAEShot=1-shot, Transfer Type=intra-domain transfer2026.02 | 51.34 | |
| GraphMAEn-shot=1-shot2026.02 | 51.3 | |
| GCCsetting=1-shot, transfer=cross-domain2026.02 | 47.84 | |
| GCCShot=1-shot, Transfer Type=intra-domain transfer2026.02 | 47.8 | |
| GCCn-shot=1-shot2026.02 | 47.8 | |
| DGIShot=1-shot, Transfer Type=intra-domain transfer2026.02 | 42.56 | |
| DGIsetting=1-shot, transfer=cross-domain2026.02 | 42.5 | |
| DGIn-shot=1-shot2026.02 | 42.5 | |
| GINsetting=1-shot, transfer=cross-domain2026.02 | 38.25 | |
| GINShot=1-shot, Transfer Type=intra-domain transfer2026.02 | 38.25 | |
| GINn-shot=1-shot2026.02 | 38.2 | |
| GraphSAGEsetting=1-shot, transfer=cross-domain2026.02 | 35.74 | |
| GraphSAGEShot=1-shot, Transfer Type=intra-domain transfer2026.02 | 35.74 | |
| GraphSAGEn-shot=1-shot2026.02 | 35.7 | |
| GCNsetting=1-shot, transfer=cross-domain2026.02 | 32.11 | |
| GCNShot=1-shot, Transfer Type=intra-domain transfer2026.02 | 32.11 | |
| GCNn-shot=1-shot2026.02 | 32.1 |