Entity Linking on 2Wiki (test)
97.06PrecisionELA
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| ELATarget Knowledge Base=Wikipedia, Backbone=GPT-4.1, Protocol=few-shot (CoT)2025.08 | 97.06 | 96.45 | 93.72 | |
| AzureTarget Knowledge Base=Wikipedia2025.08 | 92.49 | 91 | 88.2 | |
| ELATarget Knowledge Base=Wikipedia, Backbone=DeepSeek-V3, Protocol=few-shot (CoT)2025.08 | 91.92 | 91.4 | 88 | |
| ELATarget Knowledge Base=Wikipedia, Backbone=Llama-3.1-8B, Protocol=fine-tuned2025.08 | 89.65 | 89.35 | 86.5 | |
| ELATarget Knowledge Base=Wikidata, Backbone=DeepSeek-V3, Protocol=few-shot (CoT)2025.08 | 88.03 | 88.05 | 79.7 | |
| ELATarget Knowledge Base=Wikidata, Backbone=Llama-3.3-70B, Protocol=few-shot (CoT)2025.08 | 86.65 | 88.05 | 78.7 | |
| ELATarget Knowledge Base=Wikipedia, Backbone=Llama-3.3-70B, Protocol=few-shot (CoT)2025.08 | 85.7 | 85.5 | 80.7 | |
| ELATarget Knowledge Base=Wikidata, Backbone=Llama-3.1-8B, Protocol=fine-tuned2025.08 | 84.45 | 81.4 | 76.6 | |
| ELATarget Knowledge Base=Wikidata, Backbone=GPT-4.1, Protocol=few-shot (CoT)2025.08 | 83.52 | 82.25 | 75.8 | |
| ELATarget Knowledge Base=Wikidata, Backbone=Llama-3.1-8B, Protocol=few-shot2025.08 | 77.71 | 68.3 | 55.2 | |
| ReFinEDTarget Knowledge Base=Wikipedia2025.08 | 76.63 | 79.4 | 69.1 | |
| ELQTarget Knowledge Base=Wikipedia2025.08 | 75.05 | 74.35 | 72.1 | |
| ELATarget Knowledge Base=Wikipedia, Backbone=Llama-3.1-8B, Protocol=few-shot2025.08 | 67.17 | 57.05 | 43.4 |