Visual Document Retrieval on ViDoRe ESG Full 2 (val)
63.1nDCG@5Zero-shot Transformation
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Zero-shot TransformationRetriever=OpenAI text-emb-large2026.04 | 63.1 | 0 | |
| Retriever fine-tuningRetriever=Qwen3-Emb-4B2026.04 | 62.2 | 4.6 | |
| Joint AdaptationRetriever=Qwen3-Emb-4B2026.04 | 62.2 | 4.6 | |
| Policy OptimizationRetriever=OpenAI text-emb-small2026.04 | 61.8 | 4.9 | |
| Joint AdaptationRetriever=Qwen3-Emb-0.6B2026.04 | 60.1 | 4.3 | |
| Policy OptimizationRetriever=OpenAI text-emb-large2026.04 | 59.4 | -3.7 | |
| Retriever fine-tuningRetriever=Qwen3-Emb-0.6B2026.04 | 59.3 | 3.5 | |
| Policy OptimizationRetriever=Qwen3-Emb-0.6B2026.04 | 58.8 | 3 | |
| Policy OptimizationRetriever=Qwen3-Emb-4B2026.04 | 58.8 | 1.2 | |
| Joint AdaptationRetriever=Jina-Colbert-V22026.04 | 58.4 | 2 | |
| Zero-shot TransformationRetriever=Qwen3-Emb-4B2026.04 | 57.6 | 0 | |
| Zero-shot TransformationRetriever=OpenAI text-emb-small2026.04 | 56.9 | 0 | |
| Zero-shot TransformationRetriever=Jina-Colbert-V22026.04 | 56.4 | 0 | |
| Policy OptimizationRetriever=Jina-Colbert-V22026.04 | 55.9 | -0.5 | |
| Zero-shot TransformationRetriever=Qwen3-Emb-0.6B2026.04 | 55.8 | 0 | |
| Retriever fine-tuningRetriever=Jina-Colbert-V22026.04 | 55.1 | -1.3 | |
| Policy OptimizationRetriever=BM252026.04 | 14.9 | 2.8 | |
| Zero-shot TransformationRetriever=BM252026.04 | 12.1 | 0 |