Multimodal Retrieval on MULTIMODALQA Doc (test)
371Total Time (ms)VISRAG
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| VISRAG2026.02 | 371 | 0 | 218 | 153 | 0 | 0 | 0 | 0 | |
| VISRAG2026.02 | 386 | 0 | 225 | 161 | 0 | 0 | 0 | 0 | |
| COLPALI2026.02 | 7,919 | 0 | 7,298 | 621 | 0 | 0 | 0 | 0 | |
| COLPALI2026.02 | 9,849 | 0 | 9,210 | 639 | 0 | 0 | 0 | 0 | |
| LILAC2026.02 | 19,187 | 14,822 | 3,782 | 583 | 1 | 1,162 | 737 | 0.0077 | |
| LILAC2026.02 | 19,528 | 15,943 | 3,153 | 432 | 1 | 1,165 | 1,119 | 0.0115 | |
| IRCOT2026.02 | 95,744 | 95,140 | 119 | 484 | 5.44 | 41,943 | 3,296 | 0.0752 | |
| FIF2026.02 | 114,591 | 113,642 | 538 | 411 | 7.92 | 48,863 | 4,785 | 0.1109 | |
| FIF2026.02 | 128,748 | 127,664 | 581 | 505 | 8.61 | 64,683 | 5,159 | 0.1278 | |
| IRCOT2026.02 | 173,815 | 173,011 | 152 | 651 | 6.94 | 65,167 | 3,913 | 0.1082 |