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Multimodal Reranking on INQUIRE RERANK
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78.9
nDCG@50
GPT-4o
51.548
58.649
65.75
72.851
Jan 28, 2026
nDCG@50
MRR
Updated 4d ago
Evaluation Results
Method
Method
Links
nDCG@50
MRR
GPT-4o
Category=Proprietary m...
2026.01
78.9
0.78
Rank-Nexus-2B (InternVL)
Category=Ours, Backbon...
2026.01
73.9
0.72
GPT-4V
Category=Proprietary m...
2026.01
71.9
0.7
VILA-13B
Category=Open-source m...
2026.01
71.1
0.67
LLaVA-v1.6-7B
Category=Open-source m...
2026.01
70.4
0.66
Rank-Nexus-2B (Qwen)
Category=Ours, Backbon...
2026.01
69
0.6
CLIP ViT-H-14
Category=Embedding models
2026.01
68.7
0.66
CLIP ViT-L-14
Category=Embedding models
2026.01
64.2
0.57
Qwen3VL-2B
Category=Open-source m...
2026.01
63.9
0.55
CLIP ViT-B-32
Category=Embedding models
2026.01
59.1
0.47
Random
Category=Baseline
2026.01
52.6
0.35
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