User permissions required: ‘View Sources’ AND ‘Review and label’
Reviewing unreviewed verbatims and accepting or rejecting Re:infer’s predicted labels further trains the model and its accuracy.
You can review unreviewed verbatims in most of the training modes in Explore and in Discover:
- Cluster (Discover)
- Search (Discover & Explore)
- Recent (Explore)
- Shuffle mode (Explore)
- Label mode (Explore)
- Teach (Explore)
- Low Confidence (Explore)
Make sure to apply all of the relevant labels in your taxonomy to each verbatim. When you review a verbatim, not only do you teach the model which labels apply, but also which labels don’t. If you don’t apply all relevant labels, you send a negative training signal to the model, which will affect its performance.
Unreviewed verbatims with labels predicted by Re:infer
The opacity of a label indicates the confidence of Re:infer’s prediction of that label, with higher opacity indicating higher confidence.
Accepting or rejecting labels
Hovering your cursor over the label opens a modal showing the confidence with which the model has predicted the label and, if sentiment analysis is enabled, the net sentiment.
Accept/reject a label
- Clicking on the label, or the sentiment indicator (if sentiment analysis is enabled) pins the label to the verbatim, i.e. it confirms the model’s prediction of that label
- If you want to change the sentiment of the predicted label, click the face image that appears when you hover over the verbatim
- If the prediction is wrong, add the correct one - this effectively dismisses the incorrect predictions