Multimodal Entity Linking on WikiMEL
94.1H@1UniMEL
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| UniMELVenue=CIKM, #Params=15B, Entity Size (bytes)=81922026.06 | 94.1 | — | |
| MMoE+DMEVenue=KDD, #Params=†, Entity Size (bytes)=17 2802026.06 | 90.77 | 93.75 | |
| KGMEL+RRVenue=SIGIR, #Params=†*, Entity Size (bytes)=10242026.06 | 90.58 | 93.04 | |
| FAST-MEL#Params=150M, Entity Size (bytes)=10242026.06 | 89.46 | 92.78 | |
| MMoEVenue=KDD, #Params=150M, Entity Size (bytes)=17 2802026.06 | 89.07 | 92.59 | |
| OTMELVenue=ACL, #Params=150M, Entity Size (bytes)=17 2802026.06 | 88.97 | 92.32 | |
| MELOVVenue=ACL, #Params=150M, Entity Size (bytes)=17 2802026.06 | 88.91 | 92.3 | |
| M3ELVenue=KDD, #Params=150M, Entity Size (bytes)=17 2802026.06 | 88.84 | 92.53 | |
| MIMICVenue=KDD, #Params=150M, Entity Size (bytes)=17 2802026.06 | 87.98 | 91.82 | |
| FissFuse+KARVenue=ACM MM, #Params=7B, Entity Size (bytes)=19 2002026.06 | 87.89 | 92.02 | |
| KGMELVenue=SIGIR, #Params=*, Entity Size (bytes)=10242026.06 | 87.29 | 89.99 | |
| FissFuseVenue=ACM MM, #Params=150M, Entity Size (bytes)=19 2002026.06 | 84.8 | 90.26 | |
| GEMELVenue=COLING, #Params=7B2026.06 | 82.6 | — | |
| I2CRVenue=ACM MM, #Params=8B2026.06 | — | 86.8 |