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