If we perform single-staged N+1 classification, the classifier is more likely to identify a testing instance as a nonrelation because of the disproportionate size in samples which often decreases the performance.
in detection stage (or detection only task), we perform binary classification by enriching our training samples by assuming 5 types of relations to be one positive class.