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@@ -51,19 +51,20 @@ for score in results:
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  Sem-F1 also accepts multiple optional arguments:
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- `model_type (str)`: Model to use for encoding sentences. Options: ['pv1', 'stsb', 'use']
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- * `pv1` - [paraphrase-distilroberta-base-v1](https://huggingface.co/sentence-transformers/paraphrase-distilroberta-base-v1)
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- * `stsb` - [stsb-roberta-large](https://huggingface.co/sentence-transformers/stsb-roberta-large)
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- * `use` - [Universal Sentence Encoder](https://huggingface.co/sentence-transformers/use-cmlm-multilingual) (Default)
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- Furthermore, you can use any model on Huggingface/SentenceTransformer that is supported by SentenceTransformer
 
 
 
 
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  such as `all-mpnet-base-v2` or `roberta-base`
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- `tokenize_sentences (bool)`: Flag to indicate whether to tokenize the sentences in the input documents. Default: True.
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- `multi_references (bool)`: Flag to indicate whether multiple references are provided. Default: False.
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- `gpu (Union[bool, str, int, List[Union[str, int]]])`: Whether to use GPU, CPU or multiple-processes for computation.
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- `batch_size (int)`: Batch size for encoding. Default: 32.
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- `verbose (bool)`: Flag to indicate verbose output. Default: False.
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  Refer to the inputs descriptions for more detailed usage as follows:
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  Sem-F1 also accepts multiple optional arguments:
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+ - `model_type (str)`: Model to use for encoding sentences. Options: ['pv1', 'stsb', 'use']
 
 
 
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+ - `pv1` - [paraphrase-distilroberta-base-v1](https://huggingface.co/sentence-transformers/paraphrase-distilroberta-base-v1)
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+ - `stsb` - [stsb-roberta-large](https://huggingface.co/sentence-transformers/stsb-roberta-large)
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+ - `use` - [Universal Sentence Encoder](https://huggingface.co/sentence-transformers/use-cmlm-multilingual) (Default)
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+
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+ Furthermore, you can use any model on Huggingface/SentenceTransformer that is supported by SentenceTransformer
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  such as `all-mpnet-base-v2` or `roberta-base`
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+ - `tokenize_sentences (bool)`: Flag to indicate whether to tokenize the sentences in the input documents. Default: True.
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+ - `multi_references (bool)`: Flag to indicate whether multiple references are provided. Default: False.
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+ - `gpu (Union[bool, str, int, List[Union[str, int]]])`: Whether to use GPU, CPU or multiple-processes for computation.
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+ - `batch_size (int)`: Batch size for encoding. Default: 32.
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+ - `verbose (bool)`: Flag to indicate verbose output. Default: False.
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  Refer to the inputs descriptions for more detailed usage as follows:
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