The label clusters are important because they capture intra-group correlations between class labels, while the query clusters are important for capturing inter-group correlations.
the algorithm is sensitive to the relative number of clusters in each case: Too many labels/label clusters rel-ative to the number of query clusters make it difficult to learn correlations (O(n 2 ) query clusters are required to capture pairwise interactions).