Knowledge Graph Triple Verification on Wikidata5M Inductive
93.7AccuracySHARP
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SHARPCategory=Schema-Aware Planning and Hybrid Knowledge Toolset2026.04 | 93.7 | 93.4 | 98.7 | 88.6 | |
| Qwen3-max(S-C)Category=LLM, Inference-Augmented=Self-Consistency2026.04 | 80.8 | 77.9 | 91.4 | 68 | |
| Qwen3-max(CoT)Category=LLM, Inference-Augmented=Chain-of-Thought2026.04 | 80.5 | 77.4 | 92 | 66.8 | |
| SimKGCCategory=PLM-based2026.04 | 78.4 | 78.9 | 76.9 | 81.1 | |
| GPT-4oCategory=LLM, Strategy=zero-shot2026.04 | 77.6 | 72.6 | 93.1 | 59.6 | |
| Qwen3-maxCategory=LLM, Strategy=zero-shot2026.04 | 74.5 | 67.7 | 92.4 | 53.4 | |
| GPT-3.5-turboCategory=LLM, Strategy=zero-shot2026.04 | 73.8 | 72.6 | 76.1 | 69.4 | |
| RotatECategory=Embedding-based2026.04 | 50.8 | 51.3 | 50.5 | 52.2 | |
| DistMultCategory=Embedding-based2026.04 | 50.2 | 50.7 | 51.4 | 50.1 | |
| TransECategory=Embedding-based2026.04 | 49.6 | 49.2 | 49.6 | 48.8 |