For link prediction tasks, Kumo provides F1@K, MAP@K, Precision@K, Recall@K (for K = 1, 10, and 100), as well as the following: Normalized Discounted Cumulative Gain (NDCG) is calculated by: Screenshot2025 06 27at10 41 36AM Pn where _reli _is the graded relevance of the result at position i. Mean Average Precision (MAP) is calculated by: Screenshot2025 06 27at10 41 57AM Pn where MAP is calculated by finding the average precision(AP) for each class, and then averaging over the number of classes. Mean Reciprocal Rank (MRR) is calculated by: Screenshot2025 06 27at10 42 26AM Pn where _ranki _refers to the rank position of the first relevant item for the i-th query.