Knowledge Graph Triple Verification on FB15K-237
87.2AccuracySHARP
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SHARPCategory=Schema-Aware Planning and Hybrid Knowledge Toolset2026.04 | 87.2 | 86.6 | 91.2 | 82.4 | |
| KGValidatorCategory=LLM, Inference-Augmented=true2026.04 | 83 | 81 | — | — | |
| Qwen3-max(CoT)Category=LLM, Inference-Augmented=Chain-of-Thought2026.04 | 81.4 | 80.1 | 86 | 75 | |
| Qwen3-max(S-C)Category=LLM, Inference-Augmented=Self-Consistency2026.04 | 80.8 | 79.5 | 85.2 | 74.6 | |
| GPT-4oCategory=LLM, Strategy=zero-shot2026.04 | 77.3 | 73.9 | 86.8 | 64.4 | |
| Qwen3-maxCategory=LLM, Strategy=zero-shot2026.04 | 76.6 | 73.7 | 84.3 | 65.4 | |
| SimKGCCategory=PLM-based2026.04 | 69.8 | 72.5 | 66.6 | 79.4 | |
| GPT-3.5-turboCategory=LLM, Strategy=zero-shot2026.04 | 69.7 | 73.4 | 65.4 | 83.4 | |
| RotatECategory=Embedding-based2026.04 | 66.6 | 74.4 | 60.3 | 97 | |
| TransECategory=Embedding-based2026.04 | 66.4 | 73.7 | 60.5 | 94.2 | |
| KG-BERTCategory=PLM-based2026.04 | 66.3 | 72 | 62.2 | 85.5 | |
| DistMultCategory=Embedding-based2026.04 | 61.2 | 70.9 | 56.7 | 94.4 |