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Retrieval on MultimodalQA

69.07R@3LILaC (w/ MM-Embed)
49.320454.447759.57564.7023Feb 4, 2026

Evaluation results

MethodLinks
LILaC (w/ MM-Embed)Embedder Type=Multimodal, In-domain fine-tuning=false2026.0269.0775.28
NV-Embed-v2Embedder Type=Text, In-domain fine-tuning=false2026.0260.1967.86
ColPaliEmbedder Type=Image, In-domain fine-tuning=false2026.0258.7365.05
LILaC (w/ UniME)Embedder Type=Multimodal, In-domain fine-tuning=false2026.0258.5261.44
LILaC (w/ mmE5)Embedder Type=Multimodal, In-domain fine-tuning=false2026.0254.7959.02
VisRAG-RetEmbedder Type=Image, In-domain fine-tuning=false2026.0250.0855.08