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  ### Usage
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- Instructions on how to use the results will be added later.
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- Use [this script](https://github.com/TurkuNLP/register-qa/blob/main/token-classification/scripts/ner/ner_preds.py) to get the predictions and this [extraction script](https://github.com/TurkuNLP/register-qa/blob/main/token-classification/scripts/extract_qa.py) to extract them fully to a (hopefully) usable format, which can be read back to question and answer lists using the script from [here](https://github.com/TurkuNLP/register-qa/blob/main/token-classification/scripts/read_json_back.py).
 
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  ### Usage
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+ To get the best question-answer pairs use the huggingface pipeline with no aggregation strategy and do some post-processing like in this [script](https://github.com/TurkuNLP/register-qa/blob/main/token-classification/scripts/extract_qa_fi_no_entropy.py).