Evidence Retrieval on ChartCheck (Rec@1, Rec@5, Rec@7)
56Recall@1MEVER
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| MEVERModality=Multi-modal2026.02 | 56 | 72.2 | 75 | |
| RAVModality=Multi-modal2026.02 | 53.6 | 69.2 | 72 | |
| TransXH+ViTModality=Multi-modal, Backbone=ViT2026.02 | 53.2 | 69 | 71.8 | |
| MEVERAblation=Without images, Modality=Text-only2026.02 | 51.8 | 67.8 | 70.5 | |
| MochegModelModality=Multi-modal2026.02 | 51.6 | 66.7 | 69.1 | |
| JustiLMModality=Multi-modal2026.02 | 51.4 | 67.8 | 70.7 | |
| BM25Modality=Text-only2026.02 | 35.9 | 46.9 | 48.5 |