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Retrieval on MMCoQA

55.8Recall@3LILaC (w/ MM-Embed)
26.503234.109141.71549.3209Feb 4, 2026

Evaluation results

MethodLinks
LILaC (w/ MM-Embed)Embedder Type=Multimodal, In-domain fine-tuning=false2026.0255.850.77
LILaC (w/ UniME)Embedder Type=Multimodal, In-domain fine-tuning=false2026.0249.6342.97
LILaC (w/ mmE5)Embedder Type=Multimodal, In-domain fine-tuning=false2026.0248.8840.3
NV-Embed-v2Embedder Type=Text, In-domain fine-tuning=false2026.0246.1641.45
ColPaliEmbedder Type=Image, In-domain fine-tuning=false2026.0236.2432.33
VisRAG-RetEmbedder Type=Image, In-domain fine-tuning=false2026.0227.6323.75