What is the recommended setting for "Suppress Duplicate Documents" when setting up a Coverage Review in an Active Learning Project?

In setting up a Coverage Review for an Active Learning Project, the recommended setting for "Suppress Duplicate Documents" is to select "No." This ensures that all instances of documents, even if they are duplicates, are retained and reviewed. The purpose of the Coverage Review is to assess whether the training sets for the active learning model adequately represent the documents in the population, and including duplicates can provide insight into how frequently certain documents appear and their influence on the model’s performance.

By choosing to suppress duplicates, you might miss critical insights from documents that are repeated multiple times in the dataset, which could lead to an incomplete understanding of the model’s coverage. Thus, retaining all documents, including duplicates, is crucial for a thorough and robust review process, allowing for better data training and more accurate outcomes. This approach promotes a more comprehensive evaluation of the model's current standing in relation to the full spectrum of documents.