Information Retrieval on ChartWalker Bench (test)
53.9Overall Recall@5VL-Embed
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| VL-EmbedCategory=Plain RAG2026.06 | 53.9 | 71.87 | 49.07 | 73.15 | 61.82 | 79.91 | 52 | 70.52 | 51.09 | 63.64 | |
| HippoRAGCategory=Graph-based RAG2026.06 | 53.25 | 71.78 | 53.24 | 71.76 | 60.75 | 76 | 50.28 | 70.8 | 50.15 | 68.52 | |
| Text-EmbedCategory=Plain RAG2026.06 | 44.59 | 59.41 | 36.81 | 51.85 | 45.45 | 58.75 | 44.56 | 58.82 | 48.69 | 66.61 | |
| RA-MixCategory=Graph-based RAG2026.06 | 42.38 | 54.19 | 33.1 | 45.6 | 42.97 | 54.26 | 45.11 | 54.13 | 41.68 | 59.89 | |
| RA-LocalCategory=Graph-based RAG2026.06 | 40.19 | 50.51 | 37.27 | 48.38 | 47.46 | 58.75 | 44.28 | 52.69 | 23.61 | 36.44 | |
| BM25Category=Plain RAG2026.06 | 37.55 | 49.8 | 37.5 | 57.64 | 53.13 | 66.31 | 38.22 | 51.24 | 15.93 | 20.06 |