# Visual Document Retrieval on ViDoRe2 Econ (val) Source: [Visual Document Retrieval on ViDoRe2 Econ (val)]() Collection index: [llms.txt]() Data updated: 2026-04-08T07:49:47.749Z Evaluation of Visual Document Retrieval performance specifically on the Economic subset of the ViDoRe 2 dataset (validation split), measured 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) | ViDoRe2 Econ (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 | Not recorded | 69d5e1237d0172140ec75b3c | | Retriever fine-tuning | 55 | Not recorded | 69d5e1237d0172140ec75b3c | | Policy Optimization | 54.2 | Not recorded | 69d5e1237d0172140ec75b3c | | Policy Optimization | 53.9 | Not recorded | 69d5e1237d0172140ec75b3c | | Policy Optimization | 53.9 | Not recorded | 69d5e1237d0172140ec75b3c | | Policy Optimization | 53.6 | Not recorded | 69d5e1237d0172140ec75b3c | | Retriever fine-tuning | 53.2 | Not recorded | 69d5e1237d0172140ec75b3c | | Zero-shot Transformation | 52.4 | Not recorded | 69d5e1237d0172140ec75b3c | | Zero-shot Transformation | 51.5 | Not recorded | 69d5e1237d0172140ec75b3c | | Joint Adaptation | 51.5 | Not recorded | 69d5e1237d0172140ec75b3c | | Policy Optimization | 51.4 | Not recorded | 69d5e1237d0172140ec75b3c | | Joint Adaptation | 49.5 | Not recorded | 69d5e1237d0172140ec75b3c | | Zero-shot Transformation | 49.2 | Not recorded | 69d5e1237d0172140ec75b3c | | Retriever fine-tuning | 47.8 | Not recorded | 69d5e1237d0172140ec75b3c | | Zero-shot Transformation | 47 | Not recorded | 69d5e1237d0172140ec75b3c | | Zero-shot Transformation | 45.8 | Not recorded | 69d5e1237d0172140ec75b3c | | Policy Optimization | 16.1 | Not recorded | 69d5e1237d0172140ec75b3c | | Zero-shot Transformation | 15.3 | Not recorded | 69d5e1237d0172140ec75b3c | ### Joint Adaptation nDCG@5: 61. Result ID: 69d6089247f34ce924be561a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"Jina-Colbert-V2"}. This record does not assert independent reproduction. ### Retriever fine-tuning nDCG@5: 55. Result ID: 69d6089247f34ce924be5615. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"Qwen3-Emb-4B"}. This record does not assert independent reproduction. ### Policy Optimization nDCG@5: 54.2. Result ID: 69d6089247f34ce924be5618. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"Jina-Colbert-V2"}. This record does not assert independent reproduction. ### Policy Optimization nDCG@5: 53.9. Result ID: 69d6089247f34ce924be5610. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"Qwen3-Emb-0.6B"}. This record does not assert independent reproduction. ### Policy Optimization nDCG@5: 53.9. Result ID: 69d6089247f34ce924be5614. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"Qwen3-Emb-4B"}. This record does not assert independent reproduction. ### Policy Optimization nDCG@5: 53.6. Result ID: 69d6089247f34ce924be560e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"OpenAI text-emb-large"}. This record does not assert independent reproduction. ### Retriever fine-tuning nDCG@5: 53.2. Result ID: 69d6089247f34ce924be5619. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"Jina-Colbert-V2"}. This record does not assert independent reproduction. ### Zero-shot Transformation nDCG@5: 52.4. Result ID: 69d6089247f34ce924be5617. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"Jina-Colbert-V2"}. This record does not assert independent reproduction. ### Zero-shot Transformation nDCG@5: 51.5. Result ID: 69d6089247f34ce924be5613. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"Qwen3-Emb-4B"}. This record does not assert independent reproduction. ### Joint Adaptation nDCG@5: 51.5. Result ID: 69d6089247f34ce924be5616. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"Qwen3-Emb-4B"}. This record does not assert independent reproduction. ### Policy Optimization nDCG@5: 51.4. Result ID: 69d6089247f34ce924be560c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"OpenAI text-emb-small"}. This record does not assert independent reproduction. ### Joint Adaptation nDCG@5: 49.5. Result ID: 69d6089247f34ce924be5612. [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: 49.2. Result ID: 69d6089247f34ce924be560d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"OpenAI text-emb-large"}. This record does not assert independent reproduction. ### Retriever fine-tuning nDCG@5: 47.8. Result ID: 69d6089247f34ce924be5611. [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: 47. Result ID: 69d6089247f34ce924be560b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"OpenAI text-emb-small"}. This record does not assert independent reproduction. ### Zero-shot Transformation nDCG@5: 45.8. Result ID: 69d6089247f34ce924be560f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"Qwen3-Emb-0.6B"}. This record does not assert independent reproduction. ### Policy Optimization nDCG@5: 16.1. Result ID: 69d6089247f34ce924be560a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"BM25"}. This record does not assert independent reproduction. ### Zero-shot Transformation nDCG@5: 15.3. Result ID: 69d6089247f34ce924be5609. [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.