Document Retrieval on MultiDocR
92.7nDCG@10 (Research Reports)Jina_reranker-v2
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Jina_reranker-v2Method Domain=Vis.2026.05 | 92.7 | 89.4 | 87.5 | 89 | 87 | 85.4 | 86.1 | 87.6 | 91.6 | 70.4 | 86.7 | 14.6 | |
| SimilarMethod Domain=ICL2026.05 | 92.4 | 90.9 | 90.7 | 86.6 | 85.7 | 90.2 | 83.2 | 91.8 | 91 | 74.8 | 87.8 | 33.4 | |
| MonoQwen2Method Domain=Vis.2026.05 | 87.3 | 83 | 83.3 | 83.2 | 84.3 | 78.2 | 83.4 | 83.1 | 89.3 | 69.1 | 82.6 | 13.5 | |
| RandomMethod Domain=ICL2026.05 | 85.1 | 81.3 | 83.6 | 74.8 | 82.9 | 84.3 | 76.4 | 86 | 84.2 | 65.1 | 80.5 | 33.4 | |
| DifficultMethod Domain=ICL2026.05 | 84.4 | 82.2 | 82.1 | 71.2 | 83.9 | 83.1 | 77.2 | 85.4 | 82.5 | 66.2 | 79.7 | 33.4 | |
| MM-R5Method Domain=Vis.2026.05 | 84.2 | 85.1 | 86.8 | 78.2 | 83 | 76.8 | 85.3 | 81.9 | 85.6 | 66.4 | 81.2 | 49.5 | |
| ColQhyMethod Domain=Hybrid Retriever2026.05 | 84.1 | 80.2 | 76.5 | 74.8 | 75.9 | 74.3 | 77.2 | 78.6 | 79.2 | 56.7 | 75.6 | — | |
| Qwen3_rerankerMethod Domain=Text2026.05 | 81.9 | 77.3 | 64.7 | 79.4 | 68.7 | 83.4 | 80.5 | 79.5 | 83.5 | 64.3 | 76.3 | 43.6 | |
| GTE_rerankerMethod Domain=Text2026.05 | 77.7 | 74.5 | 58.8 | 71.1 | 69.6 | 73.3 | 77.5 | 74.2 | 76.2 | 34.7 | 68.7 | 3.9 | |
| Jina_reranker-v2Method Domain=Text2026.05 | 75.3 | 68.3 | 58.8 | 63.2 | 65.9 | 66.8 | 72.9 | 69.6 | 71.8 | 33.7 | 64.6 | 4.2 | |
| BGE_rerankerMethod Domain=Text2026.05 | 72.9 | 69.5 | 57.8 | 63 | 64.2 | 66.4 | 73.3 | 70.3 | 74.8 | 33 | 64.5 | 6.5 |