Multimodal Knowledge Graph Completion on MARS (test)
0.301Hits@1MarT_MKGformer
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MarT_MKGformerCategory=MPT, Backbone=Mixed-Stream2022.10 | 0.301 | 0.367 | 0.38 | 0.408 | 0.341 | |
| MKGformerCategory=MPT, Backbone=Mixed-Stream2022.10 | 0.293 | 0.335 | 0.344 | 0.367 | 0.321 | |
| IKRLCategory=MKGE, Backbone=ANALOGY2022.10 | 0.266 | 0.294 | 0.301 | 0.31 | 0.283 | |
| RSMECategory=MKGE, Backbone=ANALOGY2022.10 | 0.266 | 0.298 | 0.307 | 0.311 | 0.285 | |
| MarT_FLAVACategory=MPT, Backbone=Mixed-Stream2022.10 | 0.264 | 0.303 | 0.309 | 0.319 | 0.288 | |
| TransAECategory=MKGE, Backbone=ANALOGY2022.10 | 0.261 | 0.285 | 0.289 | 0.293 | 0.276 | |
| MarT_VisualBERTCategory=MPT, Backbone=Single-Stream2022.10 | 0.261 | 0.292 | 0.308 | 0.321 | 0.284 | |
| FLAVACategory=MPT, Backbone=Mixed-Stream2022.10 | 0.257 | 0.299 | 0.312 | 0.325 | 0.284 | |
| MarT_ViLBERTCategory=MPT, Backbone=Dual-Stream2022.10 | 0.256 | 0.312 | 0.327 | 0.347 | 0.292 | |
| RSMECategory=MKGE, Backbone=ComplEx2022.10 | 0.255 | 0.274 | 0.282 | 0.291 | 0.268 | |
| IKRLCategory=MKGE, Backbone=TransE2022.10 | 0.254 | 0.285 | 0.29 | 0.304 | 0.274 | |
| VILBERTCategory=MPT, Backbone=Dual-Stream2022.10 | 0.252 | 0.308 | 0.32 | 0.338 | 0.287 | |
| VisualBERTCategory=MPT, Backbone=Single-Stream2022.10 | 0.247 | 0.281 | 0.289 | 0.303 | 0.269 | |
| MarT_ViLTCategory=MPT, Backbone=Single-Stream2022.10 | 0.245 | 0.275 | 0.287 | 0.303 | 0.266 | |
| ViLTCategory=MPT, Backbone=Single-Stream2022.10 | 0.235 | 0.266 | 0.274 | 0.286 | 0.257 | |
| TransAECategory=MKGE, Backbone=TransE2022.10 | 0.203 | 0.233 | 0.241 | 0.253 | 0.223 |