# Visual Document Retrieval on ViDoRe2 ESG Human (val) Source: [Visual Document Retrieval on ViDoRe2 ESG Human (val)]() Collection index: [llms.txt]() Data updated: 2026-04-08T07:49:47.784Z Evaluation of Visual Document Retrieval performance on the validation split of the ViDoRe2 ESG Human dataset, focusing on 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 ESG Human (val) | | Metric | nDCG@5 | | Unit | PERCENT | | 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: PERCENT. - [nDCG@5 Delta](): Higher is better; unit: SCALAR. ## Recorded results | Method | nDCG@5 | Result date | Report paper | | --- | --- | --- | --- | | Joint Adaptation | 72.6 | Not recorded | 69d5e1237d0172140ec75b3c | | Retriever fine-tuning | 65 | Not recorded | 69d5e1237d0172140ec75b3c | | Policy Optimization | 64.6 | Not recorded | 69d5e1237d0172140ec75b3c | | Policy Optimization | 63.1 | Not recorded | 69d5e1237d0172140ec75b3c | | Policy Optimization | 61.9 | Not recorded | 69d5e1237d0172140ec75b3c | | Retriever fine-tuning | 60.8 | Not recorded | 69d5e1237d0172140ec75b3c | | Retriever fine-tuning | 59.4 | Not recorded | 69d5e1237d0172140ec75b3c | | Zero-shot Transformation | 58.8 | Not recorded | 69d5e1237d0172140ec75b3c | | Joint Adaptation | 58.6 | Not recorded | 69d5e1237d0172140ec75b3c | | Policy Optimization | 58.2 | Not recorded | 69d5e1237d0172140ec75b3c | | Policy Optimization | 58.2 | Not recorded | 69d5e1237d0172140ec75b3c | | Zero-shot Transformation | 57.1 | Not recorded | 69d5e1237d0172140ec75b3c | | Zero-shot Transformation | 56.7 | Not recorded | 69d5e1237d0172140ec75b3c | | Zero-shot Transformation | 55.6 | Not recorded | 69d5e1237d0172140ec75b3c | | Zero-shot Transformation | 54.1 | Not recorded | 69d5e1237d0172140ec75b3c | | Joint Adaptation | 52.5 | Not recorded | 69d5e1237d0172140ec75b3c | | Policy Optimization | 31.5 | Not recorded | 69d5e1237d0172140ec75b3c | | Zero-shot Transformation | 28.1 | Not recorded | 69d5e1237d0172140ec75b3c | ### Joint Adaptation nDCG@5: 72.6. Result ID: 69d6089247f34ce924be562c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"Jina-Colbert-V2"}. This record does not assert independent reproduction. ### Retriever fine-tuning nDCG@5: 65. Result ID: 69d6089247f34ce924be5623. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"Qwen3-Emb-0.6B"}. This record does not assert independent reproduction. ### Policy Optimization nDCG@5: 64.6. Result ID: 69d6089247f34ce924be5620. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"OpenAI text-emb-large"}. This record does not assert independent reproduction. ### Policy Optimization nDCG@5: 63.1. Result ID: 69d6089247f34ce924be562a. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"Jina-Colbert-V2"}. This record does not assert independent reproduction. ### Policy Optimization nDCG@5: 61.9. Result ID: 69d6089247f34ce924be561e. [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: 60.8. Result ID: 69d6089247f34ce924be5627. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"Qwen3-Emb-4B"}. This record does not assert independent reproduction. ### Retriever fine-tuning nDCG@5: 59.4. Result ID: 69d6089247f34ce924be562b. [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: 69d6089247f34ce924be561f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"OpenAI text-emb-large"}. This record does not assert independent reproduction. ### Joint Adaptation nDCG@5: 58.6. Result ID: 69d6089247f34ce924be5628. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"Qwen3-Emb-4B"}. This record does not assert independent reproduction. ### Policy Optimization nDCG@5: 58.2. Result ID: 69d6089247f34ce924be5622. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"Qwen3-Emb-0.6B"}. This record does not assert independent reproduction. ### Policy Optimization nDCG@5: 58.2. Result ID: 69d6089247f34ce924be5626. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"Qwen3-Emb-4B"}. This record does not assert independent reproduction. ### Zero-shot Transformation nDCG@5: 57.1. Result ID: 69d6089247f34ce924be5625. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"Qwen3-Emb-4B"}. This record does not assert independent reproduction. ### Zero-shot Transformation nDCG@5: 56.7. Result ID: 69d6089247f34ce924be5629. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"Jina-Colbert-V2"}. This record does not assert independent reproduction. ### Zero-shot Transformation nDCG@5: 55.6. Result ID: 69d6089247f34ce924be561d. [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: 54.1. Result ID: 69d6089247f34ce924be5621. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"Qwen3-Emb-0.6B"}. This record does not assert independent reproduction. ### Joint Adaptation nDCG@5: 52.5. Result ID: 69d6089247f34ce924be5624. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"Qwen3-Emb-0.6B"}. This record does not assert independent reproduction. ### Policy Optimization nDCG@5: 31.5. Result ID: 69d6089247f34ce924be561c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Retriever":"BM25"}. This record does not assert independent reproduction. ### Zero-shot Transformation nDCG@5: 28.1. Result ID: 69d6089247f34ce924be561b. [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.