Retrieval on MP-DocVQA
83.59R@3LILaC (w/ MM-Embed)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LILaC (w/ MM-Embed)Embedder Type=Multimodal, In-domain fine-tuning=false2026.02 | 83.59 | 78.75 | |
| VisRAG-RetEmbedder Type=Image, In-domain fine-tuning=true2026.02 | 83.25 | 75.55 | |
| ColPaliEmbedder Type=Image, In-domain fine-tuning=true2026.02 | 80.71 | 74.86 | |
| LILaC (w/ UniME)Embedder Type=Multimodal, In-domain fine-tuning=false2026.02 | 77.83 | 71.42 | |
| NV-Embed-v2Embedder Type=Text, In-domain fine-tuning=false2026.02 | 67.85 | 61.91 | |
| LILaC (w/ mmE5)Embedder Type=Multimodal, In-domain fine-tuning=false2026.02 | 61.25 | 55.3 |