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Dear Patrick Your researches are really amazing and I am really interested in them. Currently, I am working on the impact of data augmentation on low-resource language. There are some questions, and I would appreciate it if could help me. My first question is that when I fine-tune the model, even if I use the same data for validation and test, always the WER on test data is always lower (by considerable difference) than WER on the last training step. I don't why this happens. The second one is that is there any way to load the checkpoint models and processor from HDD or Google Colab or I must first upload it on HuggingFace git. Thank you for your time and your Consideration Mohammad-reza

Dear Patrick

Your researches are really
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amazing and
 I am really
 interested in them. Currently
, I am working on the impact of data augmentation on low-resource language. There are This phrase/word is too simple and can be replaced with:a number of
some
 questions, and I would appreciate it if could This phrase/word (depending on the context) can be potentially replaced with :assistassistance
help
 me.

My first
 question is that when I fine-tune the model, even if I This phrase/word (depending on the context) can be potentially replaced with :exploit
use
 the same data for validation and This phrase/word (depending on the context) can be potentially replaced with :evaluate
test
, always the Possible spelling mistake found.WE RonWe onWere onHer onWar onWear on
WER on
This phrase/word (depending on the context) can be potentially replaced with :evaluate
test
 data is always lower (by considerable difference) than Possible spelling mistake found.WE RonWe onWere onHer onWar onWear on
WER on
 the last training step. I don't why this happens.

The second one is that is
 there any way to load the checkpoint models and processor from HDD or Google Possible spelling mistake found.ColaCOLAColasColeyColeysCo lab
Colab
 or I This phrase/word (depending on the context) can be potentially replaced with :require
must
first
 upload it on Possible spelling mistake found.
HuggingFace
 git.

Thank you for your time and your Consideration

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Mohammad-reza