论文的代码在GitHub可以找到：https://github.com/deepakn97/relationPrediction
在实验室ella（i9-9900 + GTX 2080Ti）上的运行结果：
Current iteration time 1379.8727445602417 Stats for replacing head are -> Current iteration Hits@100 are 0.7065663474692202 Current iteration Hits@10 are 0.5629274965800274 Current iteration Hits@3 are 0.466484268125855 Current iteration Hits@1 are 0.3508891928864569 Current iteration Mean rank 2471.312585499316 Current iteration Mean Reciprocal Rank 0.425575541927745
Stats for replacing tail are -> Current iteration Hits@100 are 0.737688098495212 Current iteration Hits@10 are 0.594733242134063 Current iteration Hits@3 are 0.4945280437756498 Current iteration Hits@1 are 0.36046511627906974 Current iteration Mean rank 1573.5516415868674 Current iteration Mean Reciprocal Rank 0.4447488848113082
Averaged stats for replacing head are -> Hits@100 are 0.7065663474692202 Hits@10 are 0.5629274965800274 Hits@3 are 0.466484268125855 Hits@1 are 0.3508891928864569 Mean rank 2471.312585499316 Mean Reciprocal Rank 0.425575541927745
Averaged stats for replacing tail are -> Hits@100 are 0.737688098495212 Hits@10 are 0.594733242134063 Hits@3 are 0.4945280437756498 Hits@1 are 0.36046511627906974 Mean rank 1573.5516415868674 Mean Reciprocal Rank 0.4447488848113082
Cumulative stats are -> Hits@100 are 0.7221272229822161 Hits@10 are 0.5788303693570451 Hits@3 are 0.4805061559507524 Hits@1 are 0.35567715458276333 Mean rank 2022.4321135430916 Mean Reciprocal Rank 0.4351622133695266
Current iteration time 1022.5329549312592 Stats for replacing head are -> Current iteration Hits@100 are 0.7704276347979254 Current iteration Hits@10 are 0.5673255700166356 Current iteration Hits@3 are 0.45581759467658284 Current iteration Hits@1 are 0.35844994617868675 Current iteration Mean rank 241.34342890693804 Current iteration Mean Reciprocal Rank 0.42902612382184857
Stats for replacing tail are -> Current iteration Hits@100 are 0.8045797044720618 Current iteration Hits@10 are 0.6071533418142675 Current iteration Hits@3 are 0.4882082395537724 Current iteration Hits@1 are 0.3831588218025247 Current iteration Mean rank 182.3465114003327 Current iteration Mean Reciprocal Rank 0.4582423684068296
Averaged stats for replacing head are -> Hits@100 are 0.7704276347979254 Hits@10 are 0.5673255700166356 Hits@3 are 0.45581759467658284 Hits@1 are 0.35844994617868675 Mean rank 241.34342890693804 Mean Reciprocal Rank 0.42902612382184857
Averaged stats for replacing tail are -> Hits@100 are 0.8045797044720618 Hits@10 are 0.6071533418142675 Hits@3 are 0.4882082395537724 Hits@1 are 0.3831588218025247 Mean rank 182.3465114003327 Mean Reciprocal Rank 0.4582423684068296
Cumulative stats are -> Hits@100 are 0.7875036696349936 Hits@10 are 0.5872394559154516 Hits@3 are 0.4720129171151776 Hits@1 are 0.3708043839906057 Mean rank 211.84497015363536 Mean Reciprocal Rank 0.4436342461143391
要注意的一点是，KBAT在WN18RR上的效果要差于FB15K-237，原因是受到了TransE的模型的制约。