Visual Document Retrieval on ViDoRe Biomed 2 (val)
61.2nDCG@5Joint Adaptation
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Joint AdaptationRetriever=Jina-Colbert-V22026.04 | 61.2 | 3.4 | |
| Policy OptimizationRetriever=OpenAI text-emb-large2026.04 | 60 | 3 | |
| Joint AdaptationRetriever=Qwen3-Emb-4B2026.04 | 59.6 | 0.8 | |
| Retriever fine-tuningRetriever=Jina-Colbert-V22026.04 | 59.3 | 1.5 | |
| Retriever fine-tuningRetriever=Qwen3-Emb-4B2026.04 | 58.9 | 0.1 | |
| Policy OptimizationRetriever=Jina-Colbert-V22026.04 | 58.9 | 1.1 | |
| Zero-shot TransformationRetriever=Qwen3-Emb-4B2026.04 | 58.8 | 0 | |
| Policy OptimizationRetriever=Qwen3-Emb-0.6B2026.04 | 58.5 | 4.1 | |
| Policy OptimizationRetriever=Qwen3-Emb-4B2026.04 | 58.5 | -0.3 | |
| Zero-shot TransformationRetriever=Jina-Colbert-V22026.04 | 57.8 | 0 | |
| Zero-shot TransformationRetriever=OpenAI text-emb-large2026.04 | 57 | 0 | |
| Policy OptimizationRetriever=OpenAI text-emb-small2026.04 | 55.5 | 1.7 | |
| Joint AdaptationRetriever=Qwen3-Emb-0.6B2026.04 | 55.2 | 0.8 | |
| Zero-shot TransformationRetriever=Qwen3-Emb-0.6B2026.04 | 54.4 | 0 | |
| Zero-shot TransformationRetriever=OpenAI text-emb-small2026.04 | 53.8 | 0 | |
| Retriever fine-tuningRetriever=Qwen3-Emb-0.6B2026.04 | 53 | -1.4 | |
| Policy OptimizationRetriever=BM252026.04 | 17.2 | 0.5 | |
| Zero-shot TransformationRetriever=BM252026.04 | 16.7 | 0 |