Document Retrieval on VisualMRC
60.78Recall@1only Segmentation
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| only SegmentationEmbedding Model=e5-large-v22026.04 | 60.78 | 72.23 | 76.12 | — | |
| REVISE_metaEmbedding Model=e5-large-v22026.04 | 60.76 | 72.32 | 75.92 | — | |
| BaselineEmbedding Model=e5-large-v22026.04 | 60.44 | 72.08 | 75.33 | — | |
| only TranspositionEmbedding Model=e5-large-v22026.04 | 60.24 | 71.69 | 75.37 | — | |
| only SubstitutionEmbedding Model=e5-large-v22026.04 | 60.18 | 71.96 | 75.55 | — | |
| only ColumnEmbedding Model=e5-large-v22026.04 | 60.05 | 71.74 | 75.39 | — | |
| only DeletionEmbedding Model=e5-large-v22026.04 | 59.97 | 71.9 | 75.46 | — | |
| only InsertionEmbedding Model=e5-large-v22026.04 | 59.91 | 71.87 | 75.24 | — | |
| only SegmentationEmbedding Model=bge-large-en-v1.52026.04 | 57.96 | 70.21 | 74.27 | — | |
| REVISE_metaEmbedding Model=bge-large-en-v1.52026.04 | 57.93 | 70.3 | 74.22 | — | |
| only ColumnEmbedding Model=bge-large-en-v1.52026.04 | 57.51 | 69.81 | 73.48 | — | |
| only TranspositionEmbedding Model=bge-large-en-v1.52026.04 | 57.32 | 69.38 | 73.2 | — | |
| only SegmentationEmbedding Model=gte-base-en-v1.52026.04 | 57.19 | 69.48 | 73.23 | — | |
| only SubstitutionEmbedding Model=bge-large-en-v1.52026.04 | 57.16 | 69.36 | 73.32 | — | |
| REVISE_metaEmbedding Model=gte-base-en-v1.52026.04 | 56.96 | 69.6 | 73.36 | — | |
| BaselineEmbedding Model=bge-large-en-v1.52026.04 | 56.9 | 69.28 | 73.14 | — | |
| only InsertionEmbedding Model=bge-large-en-v1.52026.04 | 56.87 | 69.2 | 73.03 | — | |
| only DeletionEmbedding Model=bge-large-en-v1.52026.04 | 56.84 | 69.1 | 73.17 | — | |
| only ColumnEmbedding Model=gte-base-en-v1.52026.04 | 56.65 | 69.14 | 73.21 | — | |
| only SubstitutionEmbedding Model=gte-base-en-v1.52026.04 | 56.29 | 68.69 | 72.5 | — | |
| only TranspositionEmbedding Model=gte-base-en-v1.52026.04 | 56.05 | 68.84 | 72.42 | — | |
| BaselineEmbedding Model=gte-base-en-v1.52026.04 | 56.04 | 68.59 | 72.48 | — | |
| only InsertionEmbedding Model=gte-base-en-v1.52026.04 | 55.78 | 68.31 | 72.2 | — | |
| only DeletionEmbedding Model=gte-base-en-v1.52026.04 | 55.55 | 68.56 | 72.18 | — | |
| only SegmentationEmbedding Model=jina-embeddings-v2-base2026.04 | 53.62 | 65.15 | 69.54 | — | |
| REVISE_metaEmbedding Model=jina-embeddings-v2-base2026.04 | 53.52 | 65.53 | 69.51 | — | |
| only ColumnEmbedding Model=jina-embeddings-v2-base2026.04 | 53.06 | 64.77 | 68.68 | — | |
| only SubstitutionEmbedding Model=jina-embeddings-v2-base2026.04 | 52.65 | 64.3 | 68.47 | — | |
| only TranspositionEmbedding Model=jina-embeddings-v2-base2026.04 | 52.61 | 64.4 | 68.56 | — | |
| BaselineEmbedding Model=jina-embeddings-v2-base2026.04 | 52.43 | 64.18 | 68.43 | — | |
| only InsertionEmbedding Model=jina-embeddings-v2-base2026.04 | 52.33 | 63.86 | 68.28 | — | |
| only DeletionEmbedding Model=jina-embeddings-v2-base2026.04 | 51.95 | 64.04 | 67.89 | — | |
| BaselineEmbedding Model=Aggregate (All Models)2026.04 | — | — | — | 65.78 | |
| only ColumnEmbedding Model=Aggregate (All Models)2026.04 | — | — | — | 66.12 | |
| only DeletionEmbedding Model=Aggregate (All Models)2026.04 | — | — | — | 65.55 | |
| only InsertionEmbedding Model=Aggregate (All Models)2026.04 | — | — | — | 65.57 | |
| only SegmentationEmbedding Model=Aggregate (All Models)2026.04 | — | — | — | 66.65 | |
| only SubstitutionEmbedding Model=Aggregate (All Models)2026.04 | — | — | — | 65.87 | |
| only TranspositionEmbedding Model=Aggregate (All Models)2026.04 | — | — | — | 65.84 | |
| REVISE_metaEmbedding Model=Aggregate (All Models)2026.04 | — | — | — | 66.66 |