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

Table 15.

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

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 0.7955 0.7955 0.7955 0.0188 0.8324 0.7976 0.7929 0.7932 0.0189 0.8309
BiLSTM 0.7162 0.7162 0.7162 0.0111 0.7263 0.7212 0.7133 0.7120 0.0119 0.7317
Hybrid 0.7503 0.7503 0.7503 0.0227 0.7877 0.7540 0.7467 0.7441 0.0208 0.7758
+focusing Words CNN 0.7313 0.7313 0.7313 0.0107 0.7347 0.7266 0.7271 0.7542 0.0102 0.7471
BiLSTM 0.6777 0.6777 0.6777 0.0318 0.7207 0.6834 0.6748 0.6740 0.0320 0.7161
Hybrid 0.7000 0.7000 0.7000 0.0225 0.7207 0.7267 0.7155 0.7191 0.0225 0.7191