Multimodal-to-text retrieval on MM-BRIGHT
45.4Acad ScoreHIVE
Evaluation results
| Method | Links | |||||||||||||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| HIVE2026.04 | 45.4 | — | 42.7 | 42.5 | 25.1 | 45.2 | 44.6 | 40.1 | 34.8 | 42 | 36.1 | 53.6 | 37.3 | 22.5 | 14.9 | 39.1 | 44.9 | 49.2 | 41.9 | 30.1 | 64.6 | 49.2 | 41 | 40.1 | 68.2 | 36.5 | 41.9 | 49.4 | 51.8 | 34.2 | 41.7 | |
| MARVEL2026.04 | 36.8 | — | 42.2 | 40.3 | 24.8 | 39 | 44.5 | 32.9 | 28.4 | 41.1 | 21.3 | 56.4 | 36.9 | 20.4 | 11.3 | 33.8 | 50.7 | 40 | 37.7 | 31.9 | 53.6 | 47.1 | 41.1 | 31.4 | 65.5 | 26.9 | 49.3 | 41.8 | 54.1 | 18.8 | 37.9 | |
| BRIDGE2026.04 | 27.7 | — | 41.1 | 34.3 | 20.7 | 31.9 | 32.3 | 26.4 | 30.8 | 31.3 | 21.3 | 50.4 | 28 | 31.4 | 8.9 | 19 | 30.1 | 23.1 | 28.5 | 18 | 40.2 | 28.9 | 22.6 | 29 | 45.2 | 34.6 | 27.1 | 28.3 | 45.7 | 23.6 | 29.7 | |
| GME-7BParameters=7B2026.04 | 27.6 | — | 15.2 | 21.9 | 14 | 9.3 | 26.2 | 13.4 | 19.2 | 19 | 17 | 34.2 | 19.6 | 7.1 | 5.6 | 18.7 | 47.3 | 12.6 | 18.6 | 18 | 35 | 26.5 | 32 | 17 | 43.9 | 15.6 | 33.2 | 25.6 | 30.8 | 15.3 | 22 | |
| GME-7B2026.04 | 27.6 | — | 15.2 | 21.9 | 14 | 9.3 | 26.2 | 13.4 | 19.2 | 19 | 17 | 34.2 | 19.6 | 7.1 | 5.6 | 18.7 | 47.3 | 12.6 | 18.6 | 18 | 35 | 26.5 | 32 | 17 | 43.9 | 15.6 | 33.2 | 25.6 | 30.8 | 15.3 | 22 | |
| GME-7B2026.04 | 27.6 | — | 15.2 | 21.9 | 14 | 9.3 | 26.2 | 13.4 | 19.2 | 19 | 17 | 34.2 | 19.6 | 7.1 | 5.6 | 18.7 | 47.3 | 12.6 | 18.6 | 18 | 35 | 26.5 | 32 | 17 | 43.9 | 15.6 | 33.2 | 25.6 | 30.8 | 15.3 | 22 | |
| NOMIC2026.04 | 22.6 | — | 26.9 | 30.6 | 17.2 | 34 | 30.1 | 23.4 | 33.8 | 33.9 | 28.7 | 34.3 | 22.7 | 22.4 | 12.1 | 30.3 | 26.2 | 21.1 | 23.9 | 21.7 | 47.6 | 30.9 | 28.9 | 24.1 | 43.1 | 25.8 | 27.6 | 24.7 | 36.7 | 16.2 | 27.6 | |
| NOMIC2026.04 | 22.6 | — | 26.9 | 30.6 | 17.2 | 34 | 30.1 | 23.4 | 33.8 | 33.9 | 28.7 | 34.3 | 22.7 | 22.4 | 12.1 | 30.3 | 26.2 | 21.1 | 23.9 | 21.7 | 47.6 | 30.9 | 28.9 | 24.1 | 43.1 | 25.8 | 27.6 | 24.7 | 36.7 | 16.2 | 27.6 | |
| NOMIC2026.04 | 22.6 | — | 26.9 | 30.6 | 17.2 | 34 | 30.1 | 23.4 | 33.8 | 33.9 | 28.7 | 34.3 | 22.7 | 22.4 | 12.1 | 30.3 | 26.2 | 21.1 | 23.9 | 21.7 | 47.6 | 30.9 | 28.9 | 24.1 | 43.1 | 25.8 | 27.6 | 24.7 | 36.7 | 16.2 | 27.6 | |
| JINA-CLIP2026.04 | 22.3 | — | 20.5 | 30.6 | 14.4 | 27 | 24.6 | 19.4 | 23.7 | 26.8 | 24.3 | 26.1 | 22.6 | 15.5 | 10.8 | 19 | 32.3 | 13.5 | 20.8 | 19.4 | 35.3 | 21 | 24.3 | 24.3 | 45.6 | 20.3 | 20.5 | 24.3 | 26.6 | 11.6 | 23 | |
| JINA-CLIP2026.04 | 22.3 | — | 20.5 | 30.6 | 14.4 | 27 | 24.6 | 19.4 | 23.7 | 26.8 | 24.3 | 26.1 | 22.6 | 15.5 | 10.8 | 19 | 32.3 | 13.5 | 20.8 | 19.4 | 35.3 | 21 | 24.3 | 24.3 | 45.6 | 20.3 | 20.5 | 24.3 | 26.6 | 11.6 | 23 | |
| JINA-CLIP2026.04 | 22.3 | — | 20.5 | 30.6 | 14.4 | 27 | 24.6 | 19.4 | 23.7 | 26.8 | 24.3 | 26.1 | 22.6 | 15.5 | 10.8 | 19 | 32.3 | 13.5 | 20.8 | 19.4 | 35.3 | 21 | 24.3 | 24.3 | 45.6 | 20.3 | 20.5 | 24.3 | 26.6 | 11.6 | 23 | |
| GME-2BParameters=2B2026.04 | 16.2 | — | 22.9 | 27.2 | 13.3 | 16.4 | 20.5 | 10.5 | 21.1 | 22.7 | 23.9 | 25.9 | 18.2 | 9.8 | 5.9 | 15.8 | 31.1 | 10 | 15.6 | 15.2 | 30.7 | 20 | 25.8 | 16.2 | 41.6 | 15.5 | 21.9 | 16.7 | 23.9 | 12.4 | 19.5 | |
| GME-2B2026.04 | 16.2 | — | 22.9 | 27.2 | 13.3 | 16.4 | 20.5 | 10.5 | 21.1 | 22.7 | 23.9 | 25.9 | 18.2 | 9.8 | 5.9 | 15.8 | 31.1 | 10 | 15.6 | 15.2 | 30.7 | 20 | 25.8 | 16.2 | 41.6 | 15.5 | 21.9 | 16.7 | 23.9 | 12.4 | 19.5 | |
| GME-2B2026.04 | 16.2 | — | 22.9 | 27.2 | 13.3 | 16.4 | 20.5 | 10.5 | 21.1 | 22.7 | 23.9 | 25.9 | 18.2 | 9.8 | 5.9 | 15.8 | 31.1 | 10 | 15.6 | 15.2 | 30.7 | 20 | 25.8 | 16.2 | 41.6 | 15.5 | 21.9 | 16.7 | 23.9 | 12.4 | 19.5 | |
| CLIP2026.04 | 4.8 | — | 14.8 | 9.6 | 6.1 | 17.9 | 10.9 | 11.4 | 9.4 | 9.8 | 12.3 | 5.5 | 8.3 | 14.8 | 2.6 | 10.6 | 2.3 | 6 | 8.7 | 5.4 | 19.7 | 15 | 10.7 | 15.4 | 19.1 | 13.1 | 8.9 | 9 | 16.1 | 2.1 | 10.4 | |
| CLIP2026.04 | 4.8 | — | 14.8 | 9.6 | 6.1 | 17.9 | 10.9 | 11.4 | 9.4 | 9.8 | 12.3 | 5.5 | 8.3 | 14.8 | 2.6 | 10.6 | 2.3 | 6 | 8.7 | 5.4 | 19.7 | 15 | 10.7 | 15.4 | 19.1 | 13.1 | 8.9 | 9 | 16.1 | 2.1 | 10.4 | |
| CLIP2026.04 | 4.8 | — | 14.8 | 9.6 | 6.1 | 17.9 | 10.9 | 11.4 | 9.4 | 9.8 | 12.3 | 5.5 | 8.3 | 14.8 | 2.6 | 10.6 | 2.3 | 6 | 8.7 | 5.4 | 19.7 | 15 | 10.7 | 15.4 | 19.1 | 13.1 | 8.9 | 9 | 16.1 | 2.1 | 10.4 | |
| BGE-VL2026.04 | 4.2 | — | 5.7 | 10.8 | 6.8 | 13.1 | 10.1 | 13.3 | 11.6 | 12.6 | 7.2 | 11.6 | 8.9 | 11.3 | 4.5 | 16.1 | 14.2 | 9.5 | 6.4 | 2.4 | 10.2 | 8.9 | 12 | 9.6 | 17.5 | 13.8 | 8.6 | 10.1 | 10.1 | 8.1 | 10 | |
| BGE-VL2026.04 | 4.2 | — | 5.7 | 10.8 | 6.8 | 13.1 | 10.1 | 13.3 | 11.6 | 12.6 | 7.2 | 11.6 | 8.9 | 11.3 | 4.5 | 16.1 | 14.2 | 9.5 | 6.4 | 2.4 | 10.2 | 8.9 | 12 | 9.6 | 17.5 | 13.8 | 8.6 | 10.1 | 10.1 | 8.1 | 10 | |
| BGE-VL2026.04 | 4.2 | — | 5.7 | 10.8 | 6.8 | 13.1 | 10.1 | 13.3 | 11.6 | 12.6 | 7.2 | 11.6 | 8.9 | 11.3 | 4.5 | 16.1 | 14.2 | 9.5 | 6.4 | 2.4 | 10.2 | 8.9 | 12 | 9.6 | 17.5 | 13.8 | 8.6 | 10.1 | 10.1 | 8.1 | 10 | |
| SIGLIP2026.04 | 3.6 | — | 11.9 | 11.6 | 7.3 | 15.3 | 11.8 | 14.8 | 16.8 | 9.1 | 4.4 | 12.6 | 10 | 10.2 | 2.6 | 14.3 | 6.5 | 9.8 | 7.9 | 7 | 16.4 | 13 | 6.5 | 9.2 | 21.4 | 16.5 | 12.4 | 11.5 | 13.1 | 5.8 | 10.8 | |
| SIGLIP2026.04 | 3.6 | — | 11.9 | 11.6 | 7.3 | 15.3 | 11.8 | 14.8 | 16.8 | 9.1 | 4.4 | 12.6 | 10 | 10.2 | 2.6 | 14.3 | 6.5 | 9.8 | 7.9 | 7 | 16.4 | 13 | 6.5 | 9.2 | 21.4 | 16.5 | 12.4 | 11.5 | 13.1 | 5.8 | 10.8 | |
| SIGLIP2026.04 | 3.6 | — | 11.9 | 11.6 | 7.3 | 15.3 | 11.8 | 14.8 | 16.8 | 9.1 | 4.4 | 12.6 | 10 | 10.2 | 2.6 | 14.3 | 6.5 | 9.8 | 7.9 | 7 | 16.4 | 13 | 6.5 | 9.2 | 21.4 | 16.5 | 12.4 | 11.5 | 13.1 | 5.8 | 10.8 |