Table 9.

Number of parameters and shape of output in the proposed

Layers	Parameters	Output
Adaptive embedding	32	[None, 41, 8]
Bi-directional LSTM	720	[None, 41,12]
Multi-Scale CNN_3	333	[None, 39, 9]
Multi-Scale CNN_5	549	[None, 37, 9]
Multi-Scale CNN_7	765	[None, 35, 9]
Dropout_3	0	[None, 39, 9]
Dropout_5	0	[None, 37, 9]
Dropout_7	0	[None, 35, 9]
Concat	0	[None,111, 9]
Flatten	0	[None, 999]
Dense(27)	27,000	[None, 27]
Dropout	0	[None, 27]
Dense(9)	252	[None, 9]
Dense(1)	10	[None, 1]