Multimodal Question Answering on MULTIMODALQADoc
65.15EMFIF
Evaluation results
| Method | Links | ||
|---|---|---|---|
| FIFAlgorithm=FIF2026.02 | 65.15 | 70.47 | |
| FIFAlgorithm=FIF2026.02 | 62.63 | 72.47 | |
| IRCOTAlgorithm=IRCOT2026.02 | 60.32 | 68.09 | |
| LILACAlgorithm=LILAC2026.02 | 57.78 | 63.98 | |
| IRCOTAlgorithm=IRCOT2026.02 | 57.03 | 65.88 | |
| NVEMBED-V2Algorithm=NVEMBED-V22026.02 | 53.8 | 61.15 | |
| LILACAlgorithm=LILAC2026.02 | 53.38 | 60.71 | |
| COLPALIAlgorithm=COLPALI2026.02 | 52.82 | 63.14 | |
| NVEMBED-V2Algorithm=NVEMBED-V22026.02 | 51.82 | 59.88 | |
| VISRAGAlgorithm=VISRAG2026.02 | 51.4 | 61.72 | |
| COLPALIAlgorithm=COLPALI2026.02 | 49.87 | 57.78 | |
| VISRAGAlgorithm=VISRAG2026.02 | 46.53 | 55.19 |