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  We provide the [weights](https://huggingface.co/luffycodes/Parallel-Roberta-Large) for the parallel attention and feedforward design for Roberta-Large.
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  ![pfa (1)](https://github.com/luffycodes/Parallel-Transformers-Pytorch/assets/22951144/e5b76b1c-5fb1-4263-a23b-a61742fe12ae)
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  ## Evaluation results
 
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  We provide the [weights](https://huggingface.co/luffycodes/Parallel-Roberta-Large) for the parallel attention and feedforward design for Roberta-Large.
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+ To use this model, use the following [modeling_roberta.py](https://github.com/luffycodes/Parallel-Transformers-Pytorch/blob/main/paf_modeling_roberta.py) file.
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  ![pfa (1)](https://github.com/luffycodes/Parallel-Transformers-Pytorch/assets/22951144/e5b76b1c-5fb1-4263-a23b-a61742fe12ae)
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  ## Evaluation results