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. 2021 Oct 19;7(10):e08216. doi: 10.1016/j.heliyon.2021.e08216

Table 13.

Comparing F1-score of deep learning models (Thai sentences dataset) with focusing POS tags (N+V+Adj+Det+Prep: NVADP).

Input Model Micro-averaged
Macro-averaged
P R F1(Mean) F1(SD) F1(Max) P R F1(Mean) F1(SD) F1(Max)
Original CNN 0.7793 0.7793 0.7793 0.0119 0.7989 0.7790 0.7759 0.7756 0.0121 0.7962
BiLSTM 0.7229 0.7229 0.7229 0.0245 0.7542 0.7323 0.7205 0.7183 0.0251 0.7517
Hybrid 0.7268 0.7268 0.7268 0.0210 0.7542 0.7397 0.7212 0.7231 0.0203 0.7512
+all POS Tags CNN 0.7888 0.7888 0.7888 0.0195 0.8156 0.7917 0.7865 0.7862 0.0203 0.8142
BiLSTM 0.7523 0.7523 0.7523 0.0357 0.7598 0.7583 0.7475 0.7476 0.0339 0.7592
Hybrid 0.7467 0.7467 0.7467 0.0312 0.7542 0.7520 0.7528 0.7463 0.0300 0.7522
+focusing Tags CNN 0.7933 0.7933 0.7933 0.0095 0.8101 0.7957 0.7882 0.7898 0.0093 0.8031
BiLSTM 0.7536 0.7536 0.7536 0.0260 0.7765 0.7593 0.7502 0.7498 0.0267 0.7759
Hybrid 0.7408 0.7408 0.7408 0.0262 0.7654 0.7475 0.7378 0.7363 0.0278 0.7644
+focusing Words CNN 0.7542 0.7542 0.7542 0.0158 0.7765 0.7628 0.7484 0.7502 0.0167 0.7758
BiLSTM 0.6939 0.6939 0.6939 0.0225 0.7318 0.6964 0.6873 0.6867 0.0245 0.7258
Hybrid 0.7123 0.7123 0.7123 0.0372 0.7542 0.7139 0.7104 0.7092 0.0360 0.7512