Entity Linking Based on Sentence Representation

Table 3

The accuracy results of all methods on the 2 public datasets.

Model	Accuracy (%)
	AIDA-B	KBP2017
SIABERT + cat	87.50	78.52
SIABERT + −	90.26	81.40
SIABERT +	90.33	78.00
SIABERT + cat,	89.84	81.86
SIABERT + cat,−	89.86	79.66
SIA BERT + −,	91.29	83.62
Siamese-BiLSTM [37]	78.10	68.48
Siamese-CNN [38]	77.75	65.14
BiMPM [20]	78.32	69.10
SSAMN [16]	88.20	83.70
TypeCoAtt + sparse (pretrain) [5]	89.80	—
Encoder + co-attention + decoder [21]	82.30	—
ELSR	92.09	84.17

Best results are highlighted in bold.