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ResearchFormerly WizWand

Entity Linking on 2Wiki (test)

97.06PrecisionELA
65.974474.044782.11590.1853Aug 5, 2025
Updated 5mo ago

Evaluation results

MethodLinks
ELATarget Knowledge Base=Wikipedia, Backbone=GPT-4.1, Protocol=few-shot (CoT)2025.0897.0696.4593.72
AzureTarget Knowledge Base=Wikipedia2025.0892.499188.2
ELATarget Knowledge Base=Wikipedia, Backbone=DeepSeek-V3, Protocol=few-shot (CoT)2025.0891.9291.488
ELATarget Knowledge Base=Wikipedia, Backbone=Llama-3.1-8B, Protocol=fine-tuned2025.0889.6589.3586.5
ELATarget Knowledge Base=Wikidata, Backbone=DeepSeek-V3, Protocol=few-shot (CoT)2025.0888.0388.0579.7
ELATarget Knowledge Base=Wikidata, Backbone=Llama-3.3-70B, Protocol=few-shot (CoT)2025.0886.6588.0578.7
ELATarget Knowledge Base=Wikipedia, Backbone=Llama-3.3-70B, Protocol=few-shot (CoT)2025.0885.785.580.7
ELATarget Knowledge Base=Wikidata, Backbone=Llama-3.1-8B, Protocol=fine-tuned2025.0884.4581.476.6
ELATarget Knowledge Base=Wikidata, Backbone=GPT-4.1, Protocol=few-shot (CoT)2025.0883.5282.2575.8
ELATarget Knowledge Base=Wikidata, Backbone=Llama-3.1-8B, Protocol=few-shot2025.0877.7168.355.2
ReFinEDTarget Knowledge Base=Wikipedia2025.0876.6379.469.1
ELQTarget Knowledge Base=Wikipedia2025.0875.0574.3572.1
ELATarget Knowledge Base=Wikipedia, Backbone=Llama-3.1-8B, Protocol=few-shot2025.0867.1757.0543.4