Multimodal Reranking Performance on MMDocIR (test)
180.2Vision Latency (ms)ZipRerank
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| ZipRerankScoring Strategy=Listwise, Token Pruning=50%2026.05 | 180.2 | 4.5 | 269.4 | 454.1 | 84.9 | 3.65 | 20.05 | |
| ZipRerankScoring Strategy=Listwise2026.05 | 181.2 | — | 357.4 | 538.5 | 179.7 | 2.8 | 21.71 | |
| LamRAScoring Strategy=Listwise2026.05 | 352.7 | — | 529.3 | 881.9 | 368.2 | 1.89 | 28.31 | |
| DocReRankScoring Strategy=Pointwise2026.05 | 401.1 | — | 737.8 | 1,140.8 | 54.8 | 1.35 | 4.54 | |
| MM-R5Scoring Strategy=Listwise2026.05 | 873.2 | — | 3,233.8 | 4,107 | 263.2 | 0.31 | 23.04 |