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@@ -63,13 +63,13 @@ To reproduce results in Google Colab:
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  - Run this python code:
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  ```python
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- python /content/transformers/examples/pytorch/question-answering/run_qa.py --model_name_or_path BioM-ALBERT-xxlarge-SQuAD2 \\
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- --do_eval \\
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- --version_2_with_negative \\
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- --per_device_eval_batch_size 8 \\
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- --dataset_name squad_v2 \\
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- --overwrite_output_dir \\
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- --fp16 \\
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  --output_dir out
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  ```
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@@ -77,6 +77,11 @@ You don't need to download the SQuAD2 dataset. The code will download it from th
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  Check our GitHub repo at https://github.com/salrowili/BioM-Transformers for TensorFlow and GluonNLP checkpoints.
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  Citation
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  ```bibtex
 
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  - Run this python code:
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  ```python
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+ python /content/transformers/examples/pytorch/question-answering/run_qa.py --model_name_or_path BioM-ALBERT-xxlarge-SQuAD2 \\\\
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+ --do_eval \\\\
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+ --version_2_with_negative \\\\
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+ --per_device_eval_batch_size 8 \\\\
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+ --dataset_name squad_v2 \\\\
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+ --overwrite_output_dir \\\\
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+ --fp16 \\\\
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  --output_dir out
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  ```
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  Check our GitHub repo at https://github.com/salrowili/BioM-Transformers for TensorFlow and GluonNLP checkpoints.
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+ Acknowledgment
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+
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+ We would like to acknowledge the support we have from Tensorflow Research Cloud (TFRC) team to grant us access to TPUv3 units.
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+
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+
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  Citation
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  ```bibtex