Autonomous Classification and Decision-Making Support of Citizen E-Petitions Based on Bi-LSTM-CNN

Table 8

Configurations of baseline models.

Baseline models	Parameter setting
Text-CNN (M1)	, filters = 100, input = petition body
Text-CNN + LSTM (M2)	, input = petition body and title
Text-CNN + CNN (M3)	, filters = 100, input = petition body and title
Bi-LSTM (M4)	, input = petition body
Bi-LSTM + LSTM (M5)	, , input = petition body and title
Bi-LSTM + CNN (M6)	, , input = petition body and title
CNN - Bi-LSTM (M7)	, , , input = petition body
CNN - Bi-LSTM + LSTM (M8)	, , , input = petition body and title
CNN - Bi-LSTM + CNN (M9)	, , , input = petition body and title
Bi-LSTM-CNN (M10)	, , input = petition body
Bi-LSTM-CNN + LSTM (M11)	, , , input = petition body and title