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pvoigtlaender avatar pvoigtlaender commented on July 17, 2024

Hi,

you can first train on all data jointly and then start a second training, where you load the model from the first training, but this time you only train on the data of the specific writer.
This should probably boost the accuracy, but this of course depends on the amount of available adaptation data.
There are also many more elaborate methods for speaker/writer adaptation, but you would need to implement these yourself.

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xdsv avatar xdsv commented on July 17, 2024

Can you elaborate on how to do this step by step?
Also, how much writer data is "enough" (approximately) in order to get good results?

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albertz avatar albertz commented on July 17, 2024

This is research. You have to try out and read other research papers. See option import_model_train_epoch1 to start a new training where you import an existing model at the beginning.

As this is not really a bug in Returnn, I'm closing this issue now. If you want to discuss further, better ask by mail. But I am not sure if anyone from us can give much more advice than that. As said, this is research.

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