Visual Document Retrieval on ViDoRe2 ESG Human (val)
72.6nDCG@5Joint Adaptation
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Joint AdaptationRetriever=Jina-Colbert-V22026.04 | 72.6 | 15.9 | |
| Retriever fine-tuningRetriever=Qwen3-Emb-0.6B2026.04 | 65 | 10.9 | |
| Policy OptimizationRetriever=OpenAI text-emb-large2026.04 | 64.6 | 5.8 | |
| Policy OptimizationRetriever=Jina-Colbert-V22026.04 | 63.1 | 6.4 | |
| Policy OptimizationRetriever=OpenAI text-emb-small2026.04 | 61.9 | 6.3 | |
| Retriever fine-tuningRetriever=Qwen3-Emb-4B2026.04 | 60.8 | 3.7 | |
| Retriever fine-tuningRetriever=Jina-Colbert-V22026.04 | 59.4 | 2.7 | |
| Zero-shot TransformationRetriever=OpenAI text-emb-large2026.04 | 58.8 | 0 | |
| Joint AdaptationRetriever=Qwen3-Emb-4B2026.04 | 58.6 | 1.5 | |
| Policy OptimizationRetriever=Qwen3-Emb-0.6B2026.04 | 58.2 | 4.1 | |
| Policy OptimizationRetriever=Qwen3-Emb-4B2026.04 | 58.2 | 1.1 | |
| Zero-shot TransformationRetriever=Qwen3-Emb-4B2026.04 | 57.1 | 0 | |
| Zero-shot TransformationRetriever=Jina-Colbert-V22026.04 | 56.7 | 0 | |
| Zero-shot TransformationRetriever=OpenAI text-emb-small2026.04 | 55.6 | 0 | |
| Zero-shot TransformationRetriever=Qwen3-Emb-0.6B2026.04 | 54.1 | 0 | |
| Joint AdaptationRetriever=Qwen3-Emb-0.6B2026.04 | 52.5 | -1.6 | |
| Policy OptimizationRetriever=BM252026.04 | 31.5 | 3.4 | |
| Zero-shot TransformationRetriever=BM252026.04 | 28.1 | 0 |