CNN (Kim et al.11, 2014) |
82.15 |
95.71 |
87.59 |
58.44 |
77.75 |
LSTM (Miyamoto et al.10, 2016) |
75.43 |
96.09 |
90.48 |
51.10 |
77.33 |
Bi-LSTM (Sinha et al.12, 2018) |
73.15 |
96.31 |
90.54 |
49.27 |
77.68 |
PTE (Tang et al.26, 2015) |
76.74 |
96.69 |
90.71 |
53.58 |
70.23 |
FastText (Joulin et al.27, 2017) |
79.38 |
96.13 |
92.81 |
57.70 |
75.14 |
LEAM (Wang et al.30, 2018) |
81.91 |
93.31 |
91.84 |
58.58 |
76.95 |
TextGCN (Yao et al.4, 2019) |
86.30 |
97.07 |
93.56 |
68.36 |
76.74 |
SGC (Wu et al.31, 2019) |
88.50 |
97.20 |
94.00 |
68.50 |
75.90 |
BERT (Devlin et al.6, 2018) |
85.30 |
97.80 |
96.40 |
70.50 |
85.70 |
BERTGCN (Lin et al.26, 2021) |
89.30 |
98.10 |
96.60 |
72.80 |
86.00 |
SSGC (Zhu et al.32, 2021) |
88.60 |
97.40 |
94.50 |
68.50 |
76.70 |
PEGCN (present work) |
89.66 |
98.22 |
96.65 |
73.26 |
89.59 |