# Document Visual Question Answering on Doc VQA (Accuracy, Avg., Retain %) Source: [Document Visual Question Answering on Doc VQA (Accuracy, Avg., Retain %)]() Collection index: [llms.txt]() Data updated: 2026-05-12T14:07:51.264Z Evaluation of model performance on the Doc VQA dataset for Document Visual Question Answering, reporting Accuracy, Average Score, and Retention percentage. 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 | Document Visual Question Answering | | Dataset (including any stated split) | Doc VQA | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 16 of 16 | | 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 - [Accuracy](): Higher is better; unit: PERCENT. - [Average Score](): Higher is better; unit: PERCENT. - [Retention Rate](): Higher is better; unit: PERCENT. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | Base | 94.79 | Not recorded | 6a02b493dbc836b87d824d3b | | ERASE | 94.4 | Not recorded | 6a02b493dbc836b87d824d3b | | IVC-Prune | 94.23 | Not recorded | 6a02b493dbc836b87d824d3b | | IVC-Prune | 93.83 | Not recorded | 6a02b493dbc836b87d824d3b | | ERASE | 93.78 | Not recorded | 6a02b493dbc836b87d824d3b | | ERASE | 90.11 | Not recorded | 6a02b493dbc836b87d824d3b | | PruneSID | 89.35 | Not recorded | 6a02b493dbc836b87d824d3b | | IVC-Prune | 89.01 | Not recorded | 6a02b493dbc836b87d824d3b | | DART | 87.7 | Not recorded | 6a02b493dbc836b87d824d3b | | DART | 81.64 | Not recorded | 6a02b493dbc836b87d824d3b | | PruneSID | 81.64 | Not recorded | 6a02b493dbc836b87d824d3b | | PruneSID | 73.72 | Not recorded | 6a02b493dbc836b87d824d3b | | CDPruner | 71.12 | Not recorded | 6a02b493dbc836b87d824d3b | | CDPruner | 62.88 | Not recorded | 6a02b493dbc836b87d824d3b | | DART | 61.93 | Not recorded | 6a02b493dbc836b87d824d3b | | CDPruner | 45.46 | Not recorded | 6a02b493dbc836b87d824d3b | ### Base Accuracy: 94.79. Result ID: 6a03343247f34ce924e7e72a. [Reporting paper]() Recorded evaluation configuration: {"Ratio":"100%","Model Backbone":"Qwen3-VL-4B"}. This record does not assert independent reproduction. ### ERASE Accuracy: 94.4. Result ID: 6a03343247f34ce924e7e72f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ratio":"-65.11%","Model Backbone":"Qwen3-VL-4B"}. This record does not assert independent reproduction. ### IVC-Prune Accuracy: 94.23. Result ID: 6a03343247f34ce924e7e72e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ratio":"-65.11%","Model Backbone":"Qwen3-VL-4B"}. This record does not assert independent reproduction. ### IVC-Prune Accuracy: 93.83. Result ID: 6a03343247f34ce924e7e733. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ratio":"-72.77%","Model Backbone":"Qwen3-VL-4B"}. This record does not assert independent reproduction. ### ERASE Accuracy: 93.78. Result ID: 6a03343247f34ce924e7e734. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ratio":"-72.77%","Model Backbone":"Qwen3-VL-4B"}. This record does not assert independent reproduction. ### ERASE Accuracy: 90.11. Result ID: 6a03343247f34ce924e7e739. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ratio":"-84.43%","Model Backbone":"Qwen3-VL-4B"}. This record does not assert independent reproduction. ### PruneSID Accuracy: 89.35. Result ID: 6a03343247f34ce924e7e72d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ratio":"-65.11%","Model Backbone":"Qwen3-VL-4B"}. This record does not assert independent reproduction. ### IVC-Prune Accuracy: 89.01. Result ID: 6a03343247f34ce924e7e738. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ratio":"-84.43%","Model Backbone":"Qwen3-VL-4B"}. This record does not assert independent reproduction. ### DART Accuracy: 87.7. Result ID: 6a03343247f34ce924e7e72b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ratio":"-65.11%","Model Backbone":"Qwen3-VL-4B"}. This record does not assert independent reproduction. ### DART Accuracy: 81.64. Result ID: 6a03343247f34ce924e7e730. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ratio":"-72.77%","Model Backbone":"Qwen3-VL-4B"}. This record does not assert independent reproduction. ### PruneSID Accuracy: 81.64. Result ID: 6a03343247f34ce924e7e732. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ratio":"-72.77%","Model Backbone":"Qwen3-VL-4B"}. This record does not assert independent reproduction. ### PruneSID Accuracy: 73.72. Result ID: 6a03343247f34ce924e7e737. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ratio":"-84.43%","Model Backbone":"Qwen3-VL-4B"}. This record does not assert independent reproduction. ### CDPruner Accuracy: 71.12. Result ID: 6a03343247f34ce924e7e72c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ratio":"-65.11%","Model Backbone":"Qwen3-VL-4B"}. This record does not assert independent reproduction. ### CDPruner Accuracy: 62.88. Result ID: 6a03343247f34ce924e7e731. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ratio":"-72.77%","Model Backbone":"Qwen3-VL-4B"}. This record does not assert independent reproduction. ### DART Accuracy: 61.93. Result ID: 6a03343247f34ce924e7e735. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ratio":"-84.43%","Model Backbone":"Qwen3-VL-4B"}. This record does not assert independent reproduction. ### CDPruner Accuracy: 45.46. Result ID: 6a03343247f34ce924e7e736. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Ratio":"-84.43%","Model Backbone":"Qwen3-VL-4B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.