Video Retrieval on MULTIVENT 2.0 (test)
63.4Recall@10RANKVIDEO + MMMORRF
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| RANKVIDEO + MMMORRFFirst-stage retriever=MMMORRF, Reranking=RANKVIDEO2026.02 | 63.4 | 63.9 | 72.5 | 63.9 | 80 | 66.5 | 82.8 | 67.3 | — | |
| MMMORRFFirst-stage retriever=MMMORRF, Reranking=None2026.02 | 61.1 | 58.5 | 69.7 | 62 | 77.9 | 64.9 | 82.8 | 66.3 | — | |
| RANKVIDEO + LanguageBindFirst-stage retriever=LanguageBind, Reranking=RANKVIDEO2026.02 | 49.8 | 48.7 | 56 | 51.2 | 60.7 | 53 | 62 | 53.3 | — | |
| AGCCompression budget=642026.02 | 49.6 | 46.3 | — | — | — | — | — | — | — | |
| H-PoolCompression budget=642026.02 | 49.2 | 46.5 | — | — | — | — | — | — | — | |
| MemTokCompression budget=642026.02 | 48.7 | 44.8 | — | — | — | — | — | — | — | |
| RANKVIDEO + CLIPFirst-stage retriever=CLIP on 16 frames, Reranking=RANKVIDEO2026.02 | 47.7 | 47.8 | 54 | 50.3 | 58.4 | 52 | 60.3 | 52.5 | — | |
| RANKVIDEO + Video-ColBERTFirst-stage retriever=Video-ColBERT, Reranking=RANKVIDEO2026.02 | 44.8 | 53.5 | 49 | 54.9 | 51.4 | 56 | 51.8 | 56.1 | — | |
| SeqResizeCompression budget=642026.02 | 41.1 | 38.5 | — | — | — | — | — | — | — | |
| LanguageBindFirst-stage retriever=LanguageBind, Reranking=None2026.02 | 35.5 | 32.6 | 44.5 | 35.9 | 55 | 39.3 | 62 | 41.2 | — | |
| Video-ColBERTFirst-stage retriever=Video-ColBERT, Reranking=None2026.02 | 34.1 | 42.2 | 40.2 | 44.7 | 47.1 | 47.7 | 51.8 | 49.4 | — | |
| CLIPFirst-stage retriever=CLIP on 16 frames, Reranking=None2026.02 | 33.3 | 30.6 | 41.9 | 33.9 | 52.2 | 37.3 | 60.3 | 39.4 | — |