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--- |
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license: other |
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language: |
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- en |
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pipeline_tag: text-classification |
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tags: |
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- legal |
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- privacy |
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- intent |
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- privacy policies |
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--- |
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# privacy_intent for privacy policy intent classification |
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This model is fine-tuned version of [mukund/privbert](https://huggingface.co/mukund/privbert) model on [PolicyIE dataset ](https://github.com/wasiahmad/PolicyIE/blob/main/data/sanitized_split.zip). |
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- Reference Paper: [Intent Classification and Slot Filling for Privacy Policies](https://aclanthology.org/2021.acl-long.340/). |
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- The back translation method (data augmentation) resulted in a 1% improvement in performance when applied to imbalanced samples |
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- **F1 Score: 88** (%4 performance increase compared to original work) |
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<b>5 Intents (Labels)</b>: |
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*(1) Data Collection/Usage: What, why and how user information is collected;* |
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*(2) Data Sharing/Disclosure: What, why and how user information is shared with or collected by third parties;* |
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*(3) Data Storage/Retention: How long and where user information will be stored;* |
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*(4) Data Security/Protection: Protection measures for user information;* |
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*(5) Other: Other privacy practices that do not fall into the above four categories.* |
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```python |
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from transformers import pipeline |
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pipe = pipeline("text-classification", "remzicam/privacy_intent") |
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text="At any time during your use of the Services, you may decide to share some information or content publicly or privately." |
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pipe(text) |
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``` |
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Output |
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``` |
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[{'label': 'data-sharing-disclosure', 'score': 0.8373807072639465}] |
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``` |
