Visual Document Retrieval on ViDoRe2 Average (val)
63.3nDCG@5Joint Adaptation
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Joint AdaptationRetriever=Jina-Colbert-V22026.04 | 63.3 | 7.5 | |
| Policy OptimizationRetriever=OpenAI text-emb-large2026.04 | 59.4 | 2.4 | |
| Retriever fine-tuningRetriever=Qwen3-Emb-4B2026.04 | 59.2 | 4.1 | |
| Joint AdaptationRetriever=Qwen3-Emb-4B2026.04 | 58 | 2.9 | |
| Policy OptimizationRetriever=Jina-Colbert-V22026.04 | 58 | 2.2 | |
| Policy OptimizationRetriever=OpenAI text-emb-small2026.04 | 57.6 | 4.3 | |
| Policy OptimizationRetriever=Qwen3-Emb-0.6B2026.04 | 57.3 | 3.9 | |
| Policy OptimizationRetriever=Qwen3-Emb-4B2026.04 | 57.3 | 2.2 | |
| Zero-shot TransformationRetriever=OpenAI text-emb-large2026.04 | 57 | 0 | |
| Retriever fine-tuningRetriever=Jina-Colbert-V22026.04 | 56.7 | 0.9 | |
| Retriever fine-tuningRetriever=Qwen3-Emb-0.6B2026.04 | 56.3 | 2.9 | |
| Zero-shot TransformationRetriever=Jina-Colbert-V22026.04 | 55.8 | 0 | |
| Zero-shot TransformationRetriever=Qwen3-Emb-4B2026.04 | 55.1 | 0 | |
| Joint AdaptationRetriever=Qwen3-Emb-0.6B2026.04 | 54.3 | 0.9 | |
| Zero-shot TransformationRetriever=Qwen3-Emb-0.6B2026.04 | 53.4 | 0 | |
| Zero-shot TransformationRetriever=OpenAI text-emb-small2026.04 | 53.3 | 0 | |
| Policy OptimizationRetriever=BM252026.04 | 19.9 | 1.9 | |
| Zero-shot TransformationRetriever=BM252026.04 | 18 | 0 |