Video Retrieval on MULTIVENT 2.0
77.3Recall@10C2F-RAG
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| C2F-RAG2026.06 | 77.3 | 84.8 | — | — | — | — | 83.7 | 85.3 | |
| Mixedbread2026.06 | 60.4 | 71.7 | — | — | — | — | 74.1 | 74.8 | |
| RANKVIDEOStage=22026.02 | 59 | 56.6 | 68.2 | 59.9 | 76.9 | 63 | 82 | 64.4 | |
| RANKVIDEOStage=12026.02 | 58.2 | 55.9 | 66.1 | 58.9 | 72.7 | 61.2 | 75.2 | 61.9 | |
| REASONRANK2026.02 | 57 | 54.3 | 69.4 | 58.5 | 76.4 | 60.8 | 80 | 61.9 | |
| QWEN3-VL-RERANKER-8B2026.02 | 53.7 | 46.5 | 66.3 | 51.7 | 73.3 | 54.2 | 74.9 | 54.6 | |
| OMNIEMBEDRole=First-stage retriever2026.02 | 52.3 | 49.5 | 59.8 | 52.4 | 69 | 55.6 | 74.9 | 57.2 | |
| QWEN3-VL-8B-THINKING2026.02 | 51.5 | 48.3 | 61 | 51.9 | 71.9 | 55.5 | 78.4 | 57.2 | |
| QWEN3-VL-8B-INSTRUCT2026.02 | 50.8 | 47.8 | 60 | 51.3 | 69.2 | 54.4 | 74.8 | 56 | |
| OmniEmbedReranker=RankVideo2026.06 | 42.3 | 54.2 | — | — | — | — | 49.4 | 54.6 | |
| OmniEmbed2026.06 | 9.6 | 16.6 | — | — | — | — | 29.7 | 24.5 |