# Visual Document Retrieval on ViDoRe Biomed 2 (val) Source: [Visual Document Retrieval on ViDoRe Biomed 2 (val)]() Collection index: [llms.txt]() Data updated: 2026-04-08T07:49:47.722Z Evaluation of Visual Document Retrieval performance on the validation split of the ViDoRe Biomed 2 dataset, using ranking metrics like nDCG@5. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Visual Document Retrieval | | Dataset (including any stated split) | ViDoRe Biomed 2 (val) | | Metric | nDCG@5 | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 18 of 18 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [nDCG@5](): Higher is better; unit: SCALAR. - [nDCG@5 Delta](): Higher is better; unit: SCALAR. ## Recorded results | Method | nDCG@5 | Result date | Report paper | | --- | --- | --- | --- | | Joint Adaptation | 61.2 | Not recorded | 69d5e1237d0172140ec75b3c | | Policy Optimization | 60 | Not recorded | 69d5e1237d0172140ec75b3c | | Joint Adaptation | 59.6 | Not recorded | 69d5e1237d0172140ec75b3c | | Retriever fine-tuning | 59.3 | Not recorded | 69d5e1237d0172140ec75b3c | | Retriever fine-tuning | 58.9 | Not recorded | 69d5e1237d0172140ec75b3c | | Policy Optimization | 58.9 | Not recorded | 69d5e1237d0172140ec75b3c | | Zero-shot Transformation | 58.8 | Not recorded | 69d5e1237d0172140ec75b3c | | Policy Optimization | 58.5 | Not recorded | 69d5e1237d0172140ec75b3c | | Policy Optimization | 58.5 | Not recorded | 69d5e1237d0172140ec75b3c | | Zero-shot Transformation | 57.8 | Not recorded | 69d5e1237d0172140ec75b3c | | Zero-shot Transformation | 57 | Not recorded | 69d5e1237d0172140ec75b3c | | Policy Optimization | 55.5 | Not recorded | 69d5e1237d0172140ec75b3c | | Joint Adaptation | 55.2 | Not recorded | 69d5e1237d0172140ec75b3c | | Zero-shot Transformation | 54.4 | Not recorded | 69d5e1237d0172140ec75b3c | | Zero-shot Transformation | 53.8 | Not recorded | 69d5e1237d0172140ec75b3c | | Retriever fine-tuning | 53 | Not recorded | 69d5e1237d0172140ec75b3c | | Policy Optimization | 17.2 | Not recorded | 69d5e1237d0172140ec75b3c | | Zero-shot Transformation | 16.7 | Not recorded | 69d5e1237d0172140ec75b3c | ### Joint Adaptation nDCG@5: 61.2. Result ID: 69d6089247f34ce924be5608. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"Jina-Colbert-V2"}. This record does not assert independent reproduction. ### Policy Optimization nDCG@5: 60. Result ID: 69d6089247f34ce924be55fc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"OpenAI text-emb-large"}. This record does not assert independent reproduction. ### Joint Adaptation nDCG@5: 59.6. Result ID: 69d6089247f34ce924be5604. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"Qwen3-Emb-4B"}. This record does not assert independent reproduction. ### Retriever fine-tuning nDCG@5: 59.3. Result ID: 69d6089247f34ce924be5607. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"Jina-Colbert-V2"}. This record does not assert independent reproduction. ### Retriever fine-tuning nDCG@5: 58.9. Result ID: 69d6089247f34ce924be5603. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"Qwen3-Emb-4B"}. This record does not assert independent reproduction. ### Policy Optimization nDCG@5: 58.9. Result ID: 69d6089247f34ce924be5606. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"Jina-Colbert-V2"}. This record does not assert independent reproduction. ### Zero-shot Transformation nDCG@5: 58.8. Result ID: 69d6089247f34ce924be5601. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"Qwen3-Emb-4B"}. This record does not assert independent reproduction. ### Policy Optimization nDCG@5: 58.5. Result ID: 69d6089247f34ce924be55fe. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"Qwen3-Emb-0.6B"}. This record does not assert independent reproduction. ### Policy Optimization nDCG@5: 58.5. Result ID: 69d6089247f34ce924be5602. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"Qwen3-Emb-4B"}. This record does not assert independent reproduction. ### Zero-shot Transformation nDCG@5: 57.8. Result ID: 69d6089247f34ce924be5605. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"Jina-Colbert-V2"}. This record does not assert independent reproduction. ### Zero-shot Transformation nDCG@5: 57. Result ID: 69d6089247f34ce924be55fb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"OpenAI text-emb-large"}. This record does not assert independent reproduction. ### Policy Optimization nDCG@5: 55.5. Result ID: 69d6089247f34ce924be55fa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"OpenAI text-emb-small"}. This record does not assert independent reproduction. ### Joint Adaptation nDCG@5: 55.2. Result ID: 69d6089247f34ce924be5600. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"Qwen3-Emb-0.6B"}. This record does not assert independent reproduction. ### Zero-shot Transformation nDCG@5: 54.4. Result ID: 69d6089247f34ce924be55fd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"Qwen3-Emb-0.6B"}. This record does not assert independent reproduction. ### Zero-shot Transformation nDCG@5: 53.8. Result ID: 69d6089247f34ce924be55f9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"OpenAI text-emb-small"}. This record does not assert independent reproduction. ### Retriever fine-tuning nDCG@5: 53. Result ID: 69d6089247f34ce924be55ff. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"Qwen3-Emb-0.6B"}. This record does not assert independent reproduction. ### Policy Optimization nDCG@5: 17.2. Result ID: 69d6089247f34ce924be55f8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"BM25"}. This record does not assert independent reproduction. ### Zero-shot Transformation nDCG@5: 16.7. Result ID: 69d6089247f34ce924be55f7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"BM25"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.