Table 4.
Measurement | Model |
|||
---|---|---|---|---|
TransE | TransR | DistMult | ComplEx | |
Hit@1 | 0.74 | 0.81 | 0.39 | 0.42 |
Hit@3 | 0.88 | 0.92 | 0.62 | 0.64 |
Hit@10 | 0.95 | 0.98 | 0.80 | 0.82 |
MR | 3.55 | 2.64 | 10.87 | 9.49 |
MRR | 0.82 | 0.87 | 0.53 | 0.56 |
For Hit@k (k = 1, 3, or 10) and MRR, a value close to 1 indicates good link prediction performance, otherwise close to 0. For MR, a smaller value, i.e., close to 1, indicates good link prediction performance.
Abbreviations: MR = Mean Rank; MRR = Mean Reciprocal Rank.