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Communications Mining is now part of UiPath IXP. Check the Introduction in the Overview Guide for more details.
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Communications Mining user guide

Last updated Aug 1, 2025

Training using Search (Refine)

Use the Search action as part of the model training process, for labels that are less frequently occurring and don’t regularly appear in clusters and/or shuffle mode.

If there are minimal initial training examples for a label, you can use Search sparingly for one or more terms, for a given label. This provides sufficient examples for the Teach action to be available, for example, by displaying roughly half of the examples relevant for that label.

Note: Using the Search action too much can lead to annotating bias, and over-fitting the model’s understanding of a label concept into specific terms/phrases, instead of understanding the broader context and variability of the concept itself. This means that you can overuse search unless guardrails are provided by the platform.

Using Search recommendation in Validation

To use the Search recommendation in the Validation page, apply the following steps:

  1. Navigate to the Validation tab.


  2. Select one of the recommendations, which redirects you to the Discover page.


  3. Search for terms or expressions related to the label you are searching for.


    Note: Apply examples sparingly using search for any label to avoid annotating bias.
  4. Add a label, then select Apply labels to bulk annotate messages:




    Attention: Remember to also apply all the other relevant labels to the messages while searching, to avoid partial annotating.
Note: To better understand how to use Search in the Explore tab, check Training using Search (Explore).

  • Using Search recommendation in Validation

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