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Visual Document Retrieval on ViDoRe2 Econ (val)

61nDCG@5Joint Adaptation
13.47225.81138.1550.489Apr 6, 2026

Evaluation results

MethodLinks
Joint AdaptationRetriever=Jina-Colbert-V22026.04618.6
Retriever fine-tuningRetriever=Qwen3-Emb-4B2026.04553.5
Policy OptimizationRetriever=Jina-Colbert-V22026.0454.21.8
Policy OptimizationRetriever=Qwen3-Emb-0.6B2026.0453.98.1
Policy OptimizationRetriever=Qwen3-Emb-4B2026.0453.92.4
Policy OptimizationRetriever=OpenAI text-emb-large2026.0453.64.4
Retriever fine-tuningRetriever=Jina-Colbert-V22026.0453.20.8
Zero-shot TransformationRetriever=Jina-Colbert-V22026.0452.40
Zero-shot TransformationRetriever=Qwen3-Emb-4B2026.0451.50
Joint AdaptationRetriever=Qwen3-Emb-4B2026.0451.50
Policy OptimizationRetriever=OpenAI text-emb-small2026.0451.44.4
Joint AdaptationRetriever=Qwen3-Emb-0.6B2026.0449.53.7
Zero-shot TransformationRetriever=OpenAI text-emb-large2026.0449.20
Retriever fine-tuningRetriever=Qwen3-Emb-0.6B2026.0447.82
Zero-shot TransformationRetriever=OpenAI text-emb-small2026.04470
Zero-shot TransformationRetriever=Qwen3-Emb-0.6B2026.0445.80
Policy OptimizationRetriever=BM252026.0416.10.8
Zero-shot TransformationRetriever=BM252026.0415.30