Table 3. The range of the model hyperparameters

Hyperparameters Values
batch type folded
batch size 32
accum grad 8
max epoch 50
patience none
init chainer xavier uniform xavier normal kaiminguniform kaiming normal
optim adam
lr 0.005
scheduler warmuplr
warmup steps 10,000 20,000 30,000 40,000
keep nbest model 5 10 15 20
ctc weight 0.0 0.1 0.2 0.3 0.4
lsm weight 0.0 0.1 0.2 0.3 0.4
length normalized loss true false