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You will need to provide all of the data for each incremental training.
Comprehend is not integrated with A2I at this time, so you would need to re-submit a new training job with all the annotations.
answered a year ago
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It looks like incremental training is not supported at this point of time. After collecting all the data from A2I, we need to retrain the model with full data.