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  To use this model, you need to use the following [modeling_roberta.py](https://github.com/luffycodes/Parallel-Transformers-Pytorch/blob/main/paf_modeling_roberta.py) file.
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  If you use this work, please cite:
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- Investigating the Role of Feed-Forward Networks in Transformers Using Parallel Attention and Feed-Forward Net Design
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  https://arxiv.org/abs/2305.13297
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  ```
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  @misc{sonkar2023investigating,
 
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  To use this model, you need to use the following [modeling_roberta.py](https://github.com/luffycodes/Parallel-Transformers-Pytorch/blob/main/paf_modeling_roberta.py) file.
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  If you use this work, please cite:
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+ Investigating the Role of Feed-Forward Networks in Transformers Using Parallel Attention and Feed-Forward Net Design:
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  https://arxiv.org/abs/2305.13297
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  ```
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  @misc{sonkar2023investigating,