Reviewing Contradictory Pairs

This suggestion is for reviewing pairs that have other pairs that contradict them. Based on the feature scores, the labels of such pairs contradict one another. For optimal model performance it is essential to resolve such contradictory pairs by changing the labels of certain pairs. If this suggestion is not provided, the datasets that were used in training the model contain no contradictory pairs.

When reviewing the list of contradictory pairs, you should analyze each pair individually. Right-click a pair and select Show contradicting pairs to see only the pairs that contradict the selected pair (see the section Filtering and sorting record pairs). After examining these pairs, you can make the labels consistent by either changing the label of the original pair, or changing the labels of all pairs that contradict the original pair. Use the Back button to go back to the overall list of contradictory pairs. Pairs are not immediately removed from the list of contradictory pairs after changing their labels. Therefore, after changing several labels, retrain and save the model, then inspect any remaining contradictory pairs.