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@@ -51,7 +51,13 @@ Limitations:
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  ```python
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  from transformers import pipeline
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- classifier = pipeline("text-classification", model="howanching-clara/classifier_for_academic_texts", tokenizer="howanching-clara/classifier_for_academic_texts")
 
 
 
 
 
 
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  # Perform inference on your input text
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  your_text = "your text here."
 
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  ```python
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  from transformers import pipeline
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+ # return
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+ # eg. [{'label': 'EXAMPLE', 'score': 0.9601941108703613}]
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+ classifier = pipeline("text-classification", model="howanching-clara/classifier_for_academic_texts", tokenizer="howanching-clara/classifier_for_academic_texts", return_all_scores=True)
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+
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+ # return output for all labels
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+ # eg. [[{'label': 'OUT OF SCOPE', 'score': 0.011086337268352509}, {'label': 'MAIN TEXT', 'score': 0.7917709350585938}, {'label': 'EXAMPLE', 'score': 0.1910761147737503}, {'label': 'REFERENCE', 'score': 0.0060666087083518505}]]
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+ classifier = pipeline("text-classification", model="howanching-clara/classifier_for_academic_texts", tokenizer="howanching-clara/classifier_for_academic_texts", return_all_scores=True)
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  # Perform inference on your input text
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  your_text = "your text here."