If you want to update the params for the model you do it like this (here just to change to qrnn=True
config = awd_lstm_lm_config.copy()
config['qrnn'] = True
Then pass to the LM learner.
learn = language_model_learner(data_clas,AWD_LSTM, config=config)
Default params in AWD_LSTM config are here. They appear to match the paper except for the dropout probs (is that what you are focused on?)
Note if you change the fundamentals of the arch
you will not be able to load pre-trained weights.