Multimodal Reranking on INQUIRE RERANK
78.9nDCG@50GPT-4o
Evaluation results
| Method | Links | ||
|---|---|---|---|
| GPT-4oCategory=Proprietary multimodal models2026.01 | 78.9 | 0.78 | |
| Rank-Nexus-2B (InternVL)Category=Ours, Backbone=InternVL-3-2B2026.01 | 73.9 | 0.72 | |
| GPT-4VCategory=Proprietary multimodal models2026.01 | 71.9 | 0.7 | |
| VILA-13BCategory=Open-source multimodal models2026.01 | 71.1 | 0.67 | |
| LLaVA-v1.6-7BCategory=Open-source multimodal models2026.01 | 70.4 | 0.66 | |
| Rank-Nexus-2B (Qwen)Category=Ours, Backbone=Qwen3-VL-2B2026.01 | 69 | 0.6 | |
| CLIP ViT-H-14Category=Embedding models2026.01 | 68.7 | 0.66 | |
| CLIP ViT-L-14Category=Embedding models2026.01 | 64.2 | 0.57 | |
| Qwen3VL-2BCategory=Open-source multimodal models2026.01 | 63.9 | 0.55 | |
| CLIP ViT-B-32Category=Embedding models2026.01 | 59.1 | 0.47 | |
| RandomCategory=Baseline2026.01 | 52.6 | 0.35 |