Multimodal Entity Linking on RichPedia MEL
94.8H@1UniMEL
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| UniMELVenue=CIKM, #Params=15B, Entity Size (bytes)=81922026.06 | 94.8 | — | |
| MMoE+DMEVenue=KDD, #Params=†, Entity Size (bytes)=17 2802026.06 | 85.51 | 89.86 | |
| KGMEL+RRVenue=SIGIR, #Params=†*, Entity Size (bytes)=10242026.06 | 85.21 | 88.08 | |
| MMoEVenue=KDD, #Params=150M, Entity Size (bytes)=17 2802026.06 | 84.36 | 88.27 | |
| FAST-MEL#Params=150M, Entity Size (bytes)=10242026.06 | 84.3 | 88.12 | |
| MELOVVenue=ACL, #Params=150M, Entity Size (bytes)=17 2802026.06 | 84.14 | 88.26 | |
| OTMELVenue=ACL, #Params=150M, Entity Size (bytes)=17 2802026.06 | 83.3 | 88.8 | |
| M3ELVenue=KDD, #Params=150M, Entity Size (bytes)=17 2802026.06 | 82.82 | 89.04 | |
| MIMICVenue=KDD, #Params=150M, Entity Size (bytes)=17 2802026.06 | 81.02 | 86.95 | |
| KGMELVenue=SIGIR, #Params=*, Entity Size (bytes)=10242026.06 | 76.4 | 80.94 | |
| I2CRVenue=ACM MM, #Params=8B2026.06 | — | 94.7 |