List of API's I will release under this project
The model is trained on Distill BERT
The seven codes and no of incidents of each are tabulated below:
| Definition | |
| Advice | offers ideas and suggestions actions for coping with challenges |
| Referral | refers to information sources, e.g., books, websites, contacts |
| Facts or situation appraisal | Offers facts or reassesses the situation |
| Personal Experience | Shares personal stories or incidents |
| Opinions | Offers view or judgment formed about something. It is not necessarily based on fact or knowledge |
| Emotional support | Expressing feelings (e.g., fear, joy, despair), listening, and seeking or communicating concern, empathy, or reassurance |
| Others | The comment doesn’t fit any of above |
The table below shows the performance of each class:
|
Support Type |
Support Type Prediction | ||
| Precision | Recall | F-score | |
| Advice | 0.772 | 0.850 | 0.809 |
| Referral | 0.818 | 1.000 | 0.900 |
| Facts or situation appraisal | 0.816 | 0.769 | 0.792 |
| Personal Experience | 0.948 | 0.873 | 0.909 |
| Opinions | 0.807 | 0.807 | 0.807 |
| Emotional support | 0.910 | 0.739 | 0.816 |
| Others | |||
| Average | 0.85 | 0.84 | 0.84 |