TABLE 11. The Best Values Hyperparameter of the Disasters Dataset for Modified LSTM and Modified GRU.

Models	neurons	Dropout	reg_rate
Modified LSTM one layer	290	0.5	0.01
Modified LSTM two layers	[350,430]	[0.9,03]	[0.1,0.4]
Modified LSTM three layers	[190, 210,370]	[0.4,0.2,0.1]	[0.1,0.3,0.3]
Modified GRU one layer	410	0.4	0.1
Modified GRU two layers	[470,70]	[0.7,0.3]	[0.5,0.01]
Modified GRU three layers	[430, 370, 110]	[0.4,0.3,0.2]	[0.1,0.2,0.4]