Multimodal Reranking on ViDoRe English
60NDCG@5LamRA
Evaluation results
| Method | Links | |
|---|---|---|
| LamRAFirst-stage retriever=ColQwen, Strategy=Pointwise2026.05 | 60 | |
| ZipRerankFirst-stage retriever=ColQwen, Strategy=Listwise2026.05 | 59.9 | |
| ZipRerank-50%First-stage retriever=ColQwen, Strategy=Listwise, Token Retention Ratio=0.52026.05 | 58.5 | |
| DocReRankFirst-stage retriever=ColQwen, Strategy=Pointwise2026.05 | 56.5 | |
| LamRAFirst-stage retriever=DSE, Strategy=Pointwise2026.05 | 56.1 | |
| MM-R5First-stage retriever=ColQwen, Strategy=Listwise2026.05 | 55.8 | |
| LamRAFirst-stage retriever=ColQwen, Strategy=Listwise2026.05 | 54.9 | |
| ZipRerankFirst-stage retriever=DSE, Strategy=Listwise2026.05 | 53.4 | |
| DocReRankFirst-stage retriever=DSE, Strategy=Pointwise2026.05 | 53.3 | |
| ZipRerank-50%First-stage retriever=DSE, Strategy=Listwise, Token Retention Ratio=0.52026.05 | 52.2 | |
| UniMEFirst-stage retriever=ColQwen, Strategy=Listwise2026.05 | 51.4 | |
| DSEwiki-ssFirst-stage retriever=ColQwen, Strategy=First-stage2026.05 | 50.5 | |
| MM-R5First-stage retriever=DSE, Strategy=Listwise2026.05 | 49 | |
| LamRAFirst-stage retriever=DSE, Strategy=Listwise2026.05 | 48 | |
| UniMEFirst-stage retriever=DSE, Strategy=Listwise2026.05 | 42.6 | |
| DSEwiki-ssFirst-stage retriever=DSE, Strategy=First-stage2026.05 | 41 |