Table 6.
Evaluation results of embedding using different embedding models for TKG (adapted from [30])
| Triple type | Model | Dataset | MRR | MR | Hits@10 | Hits@3 | Hits@1 | ||
|---|---|---|---|---|---|---|---|---|---|
| ALL | TransE | ALL | 0.354 | 5040.016 | 0.486 | 0.381 | 0.286 | ||
| No-CPE | 0.052 | 13 909.149 | 0.096 | 0.077 | 0.019 | ||||
| No-CAPEC | 0.355 | 4943.392 | 0.491 | 0.381 | 0.287 | ||||
| DistMult | ALL | 0.205 | 7770.024 | 0.334 | 0.222 | 0.138 | |||
| No-CPE | 0.104 | 6837.032 | 0.231 | 0.097 | 0.047 | ||||
| No-CAPEC | 0.219 | 7 520 358 | 0.355 | 0.230 | 0.153 | ||||
| CVE-CWE | TransE | ALL | 0.077 | 11 284.297 | 0.196 | 0.075 | 0.025 | ||
| No-CPE | 0.004 | 16 158.898 | 0.009 | 0.003 | 0.002 | ||||
| No-CAPEC | 0.075 | 11 495.046 | 0.190 | 0.069 | 0.024 | ||||
| DistMult | ALL | 0.101 | 16 724.084 | 0.225 | 0.102 | 0.044 | |||
| No-CPE | 0.078 | 7910.668 | 0.185 | 0.069 | 0.028 | ||||
| No-CAPEC | 0.104 | 15 791.059 | 0.228 | 0.098 | 0.051 | ||||
| CWE internal | TransE | ALL | 0.305 | 3411.406 | 0.530 | 0.457 | 0.120 | ||
| No-CPE | 0.315 | 1614.365 | 0.596 | 0.519 | 0.079 | ||||
| No-CAPEC | 0.289 | 4616.500 | 0.457 | 0.393 | 0.156 | ||||
| DistMult | ALL | 0.128 | 2376.068 | 0.241 | 0.126 | 0.068 | |||
| No-CPE | 0.258 | 1413.712 | 0.474 | 0.252 | 0.165 | ||||
| No-CAPEC | 0.137 | 4238.609 | 0.214 | 0.130 | 0.090 | ||||
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