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  ## Direct Use and Downstream Use
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- The authors write in [the original paper's model card](https://arxiv.org/pdf/2210.11416.pdf) that:
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- > The primary use is research on language models, including: research on zero-shot NLP tasks and in-context few-shot learning NLP tasks, such as reasoning, and question answering; advancing fairness and safety research, and understanding limitations of current large language models
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- See the [research paper](https://arxiv.org/pdf/2210.11416.pdf) for further details.
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  ## Out-of-Scope Use
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  ## Sensitive Use:
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- > SwitchTransformers should not be applied for any unacceptable use cases, e.g., generation of abusive speech.
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  # Training Details
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  ## Training Procedure
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- According to the model card from the [original paper](https://arxiv.org/pdf/2210.11416.pdf):
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- > These models are based on pretrained SwitchTransformers and are not fine-tuned. It is normal if they perform well on zero-shot tasks.
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- The model has been trained on TPU v3 or TPU v4 pods, using [`t5x`](https://github.com/google-research/t5x) codebase together with [`jax`](https://github.com/google/jax).
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  # Evaluation
 
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  ## Direct Use and Downstream Use
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+ See the [research paper](https://arxiv.org/pdf/2101.03961.pdf) for further details.
 
 
 
 
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  ## Out-of-Scope Use
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  ## Sensitive Use:
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+ More information needed.
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  # Training Details
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  ## Training Procedure
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+ According to the model card from the [original paper](https://arxiv.org/pdf/2101.03961.pdf) the model has been trained on TPU v3 or TPU v4 pods, using [`t5x`](https://github.com/google-research/t5x) codebase together with [`jax`](https://github.com/google/jax).
 
 
 
 
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  # Evaluation