Visual Document Retrieval on PlotQA
62.2NDCG@5ReAlign
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ReAlignRetriever Type=Multi-modal, Backbone=Qwen2026.04 | 62.2 | 65.1 | |
| ReAlignRetriever Type=Multi-modal, Backbone=Phi3V2026.04 | 59.9 | 63 | |
| VDocRetrieverRetriever Type=Multi-modal2026.04 | 59.7 | 62.9 | |
| ColPaliRetriever Type=Multi-modal2026.04 | 59.1 | 62.2 | |
| DSERetriever Type=Multi-modal2026.04 | 57.6 | 60.2 | |
| E5-VRetriever Type=Multi-modal2026.04 | 39 | 43.4 | |
| SigLIP 2Retriever Type=Multi-modal2026.04 | 38 | 41.9 | |
| VLM2VecRetriever Type=Multi-modal2026.04 | 36.2 | 39.2 | |
| CLIPRetriever Type=Multi-modal2026.04 | 9.4 | 12.1 | |
| NV-EmbedRetriever Type=Text-based2026.04 | 6.8 | 7.8 | |
| E5-MistralRetriever Type=Text-based2026.04 | 5.6 | 6.5 | |
| BGERetriever Type=Text-based2026.04 | 4.7 | 5.2 | |
| BM25Retriever Type=Text-based2026.04 | 4.4 | 5.7 |