| --- |
| 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}] |
|
|
| ``` |
