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Entity Disambiguation on Wikidata-Disamb 30 (test)

91.93PrecisionXLNet + 1&2-hop KG Context
88.976489.743290.5191.2768Aug 12, 2020

Evaluation results

MethodLinks
XLNet + 1&2-hop KG ContextBackbone=XLNet, KG context=1&2-hop2020.0891.9392.3692.14
XLNet + 1-hop KG ContextBackbone=XLNet, KG context=1-hop2020.0891.5593.1492.34
RoBERTa + 1-hop KG ContextBackbone=RoBERTa, KG context=1-hop2020.0891.4893.2392.35
LSTM+RNN-triplets+ATNContext=triplets, Attention=true2020.0890.29391.6
LSTM + RNN-tripletsContext=triplets2020.0890.19291.1
RoBERTa + 1&2-hop KG ContextBackbone=RoBERTa, KG context=1&2-hop2020.0889.8887.6488.75
XLNet-without KG contextBackbone=XLNet, KG context=None2020.0889.3287.6288.46
RoBERTa - without KG contextBackbone=RoBERTa, KG context=None2020.0889.0984.6786.23