Visual Document Retrieval on ViDoRe2 Econ (val)
61nDCG@5Joint Adaptation
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Joint AdaptationRetriever=Jina-Colbert-V22026.04 | 61 | 8.6 | |
| Retriever fine-tuningRetriever=Qwen3-Emb-4B2026.04 | 55 | 3.5 | |
| Policy OptimizationRetriever=Jina-Colbert-V22026.04 | 54.2 | 1.8 | |
| Policy OptimizationRetriever=Qwen3-Emb-0.6B2026.04 | 53.9 | 8.1 | |
| Policy OptimizationRetriever=Qwen3-Emb-4B2026.04 | 53.9 | 2.4 | |
| Policy OptimizationRetriever=OpenAI text-emb-large2026.04 | 53.6 | 4.4 | |
| Retriever fine-tuningRetriever=Jina-Colbert-V22026.04 | 53.2 | 0.8 | |
| Zero-shot TransformationRetriever=Jina-Colbert-V22026.04 | 52.4 | 0 | |
| Zero-shot TransformationRetriever=Qwen3-Emb-4B2026.04 | 51.5 | 0 | |
| Joint AdaptationRetriever=Qwen3-Emb-4B2026.04 | 51.5 | 0 | |
| Policy OptimizationRetriever=OpenAI text-emb-small2026.04 | 51.4 | 4.4 | |
| Joint AdaptationRetriever=Qwen3-Emb-0.6B2026.04 | 49.5 | 3.7 | |
| Zero-shot TransformationRetriever=OpenAI text-emb-large2026.04 | 49.2 | 0 | |
| Retriever fine-tuningRetriever=Qwen3-Emb-0.6B2026.04 | 47.8 | 2 | |
| Zero-shot TransformationRetriever=OpenAI text-emb-small2026.04 | 47 | 0 | |
| Zero-shot TransformationRetriever=Qwen3-Emb-0.6B2026.04 | 45.8 | 0 | |
| Policy OptimizationRetriever=BM252026.04 | 16.1 | 0.8 | |
| Zero-shot TransformationRetriever=BM252026.04 | 15.3 | 0 |