Graph Convolutional Network for Word Sense Disambiguation

Table 2

Disambiguation accuracies in the second group of experiments.

Ambiguous word	LSTM	CNN	CNN + LSTM	CNN + Bi-LSTM	CNN(1)	GCN(3)	GCN(4)
Biaomian(2)	0.611	0.611	0.611	0.611	0.823	0.800	0.889
Cai(2)	0.474	0.474	0.526	0.526	0.722	0.833	0.790
Danwei(2)	0.632	0.632	0.632	0.632	0.823	0.800	0.765
Dongyao(2)	0.625	0.625	0.625	0.625	0.937	0.368	0.625
Ernv(2)	0.455	0.545	0.545	0.545	0.949	0.536	1.000
Jingtou(2)	0.533	0.533	0.533	0.533	0.533	0.348	0.600
Kaitong(2)	0.500	0.500	0.500	0.500	0.850	0.824	0.650
Qixi(2)	0.714	0.714	0.714	0.714	0.642	0.250	1.000
Qixiang(2)	0.647	0.647	0.647	0.647	0.875	0.563	0.938
Shi(2)	0.625	0.625	0.625	0.625	0.812	0.546	0.813
Tuifan(2)	0.600	0.600	0.600	0.600	0.600	0.250	0.900
Wang(2)	0.769	0.769	0.769	0.769	0.923	0.222	0.692
Yanguang(2)	0.714	0.714	0.714	0.714	0.714	0.641	0.643
Zhenjing(2)	0.714	0.714	0.714	0.714	0.928	0.533	0.786
Zhongyi(2)	0.526	0.526	0.526	0.526	0.875	0.500	0.750
Ben(3)	0.370	0.444	0.444	0.444	0.989	0.778	0.760
Bu(3)	0.478	0.478	0.478	0.478	0.649	0.214	0.850
Chengli(3)	0.357	0.357	0.357	0.357	0.666	0.250	0.643
Duiwu(3)	0.458	0.458	0.458	0.458	0.590	0.344	0.636
Gan(3)	0.474	0.474	0.474	0.474	0.555	0.375	0.611
Qizhi(3)	0.556	0.556	0.556	0.556	0.722	0.080	0.944
Rizi(3)	0.333	0.333	0.333	0.364	0.500	0.214	0.594
Tiandi(3)	0.400	0.400	0.400	0.400	0.639	0.500	0.880
Tiao(3)	0.467	0.467	0.467	0.467	0.571	0.231	0.571
Changcheng(3)	0.577	0.577	0.577	0.577	0.714	0.714	0.476
Chi(4)	0.500	0.500	0.500	0.500	0.521	0.524	0.783
Dong(4)	0.524	0.524	0.524	0.524	0.500	0.143	0.550
Jiao(4)	0.250	0.250	0.250	0.275	0.700	0.125	0.410
Average accuracy	0.532	0.537	0.539	0.541	0.726	0.447	0.734