Transformers
PyTorch
I-SPIn
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@@ -8,7 +8,7 @@ Its main task is to perform the [Natural Language Inference (NLI)](https://nlp.s
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  The prediction labels may assume three possible values:
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  1. 1 means the model predicts <em>entailment</em>;
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  2. 0 represents the <em>neutral</em> case;
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- 3. 2 corresponds to <em>contradiction</em>.
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  ## How it was trained
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  1. Train [paraphrase-multilingual-mpnet-base-v2](https://huggingface.co/sentence-transformers/paraphrase-multilingual-mpnet-base-v2) on the NLI task;
@@ -17,7 +17,7 @@ The prediction labels may assume three possible values:
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  ## Usage #1 (HuggingFace Transformers)
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  In the environment on which you want to run the project, type:
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  ```markdown
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- pip install --extra-index-url https://test.pypi.org/simple/ ispin==0.1.4
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  ```
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  NOTE: during the first execution, a total of two different models will be downloaded:
 
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  The prediction labels may assume three possible values:
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  1. 1 means the model predicts <em>entailment</em>;
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  2. 0 represents the <em>neutral</em> case;
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+ 3. -1 corresponds to <em>contradiction</em>.
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  ## How it was trained
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  1. Train [paraphrase-multilingual-mpnet-base-v2](https://huggingface.co/sentence-transformers/paraphrase-multilingual-mpnet-base-v2) on the NLI task;
 
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  ## Usage #1 (HuggingFace Transformers)
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  In the environment on which you want to run the project, type:
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  ```markdown
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+ pip install --extra-index-url https://test.pypi.org/simple/ ispin==0.2.0
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  ```
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  NOTE: during the first execution, a total of two different models will be downloaded: