Jieba
Time expenditure: 159.01109504699707
Accuracy score: 0.8949003450398567
Macro f1 score: 0.8539702787662644
Micro f1 score: 0.8949003450398567
Classification report:
precision recall f1-score support
1 0.92 0.93 0.92 7742534
2 0.64 0.73 0.68 1725401
3 0.91 0.92 0.91 7742534
4 0.93 0.87 0.90 7934742
avg / total 0.90 0.89 0.90 25145211
################
FoolNLTK
Time expenditure: 3013.650370836258
Accuracy score: 0.8967728685991142
Macro f1 score: 0.8673202157924605
Micro f1 score: 0.8967728685991142
Classification report:
precision recall f1-score support
1 0.92 0.91 0.92 7742534
2 0.84 0.67 0.75 1725401
3 0.92 0.90 0.91 7742534
4 0.86 0.93 0.89 7934742
avg / total 0.90 0.90 0.90 25145211
################
SnowNLP
Time expenditure: 4869.36455488205
Accuracy score: 0.8119301126564418
Macro f1 score: 0.7720458638789692
Micro f1 score: 0.8119301126564417
Classification report:
precision recall f1-score support
1 0.85 0.85 0.85 7742534
2 0.73 0.53 0.61 1725401
3 0.85 0.85 0.85 7742534
4 0.75 0.80 0.77 7934742
avg / total 0.81 0.81 0.81 25145211
################
Thulac
Time expenditure: 832.995644569397
Accuracy score: 0.8836474667084718
Macro f1 score: 0.859268602669403
Micro f1 score: 0.8836474667084718
Classification report:
precision recall f1-score support
1 0.93 0.88 0.91 7742534
2 0.82 0.70 0.76 1725401
3 0.92 0.87 0.90 7742534
4 0.82 0.93 0.87 7934742
avg / total 0.89 0.88 0.88 25145211
################
Pyltp
Time expenditure: 278.23491406440735
Accuracy score: 0.9093612696270474
Macro f1 score: 0.8871796571855726
Micro f1 score: 0.9093612696270474
Classification report:
precision recall f1-score support
1 0.94 0.92 0.93 7742534
2 0.86 0.74 0.80 1725401
3 0.93 0.91 0.92 7742534
4 0.87 0.93 0.90 7934742
avg / total 0.91 0.91 0.91 25145211
################
Pynlpir
Time expenditure: 272.57259035110474
Accuracy score: 0.769518657051635
Macro f1 score: 0.7196676641140345
Micro f1 score: 0.769518657051635
Classification report:
precision recall f1-score support
1 0.87 0.77 0.82 7742534
2 0.34 0.71 0.46 1725401
3 0.86 0.77 0.81 7742534
4 0.81 0.78 0.79 7934742
avg / total 0.81 0.77 0.78 25145211
################