# Document Visual Question Answering on DocVQA (DocVQA Metric) Source: [Document Visual Question Answering on DocVQA (DocVQA Metric)]() Collection index: [llms.txt]() Data updated: 2026-07-03T07:29:20.577Z Evaluation of model performance on the DocVQA dataset for Document Visual Question Answering, reporting the metric specifically labeled 'DocVQA'. 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) | DocVQA | | Metric | DocVQA Score | | 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 - [DocVQA Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | DocVQA Score | Result date | Report paper | | --- | --- | --- | --- | | GPTQ | 94.01 | Not recorded | 6a47420e143ebdcacacc5cf9 | | Full Precision | 94 | Not recorded | 6a47420e143ebdcacacc5cf9 | | Full Precision | 93.4 | Not recorded | 6a47420e143ebdcacacc5cf9 | | Full Precision | 92.47 | Not recorded | 6a47420e143ebdcacacc5cf9 | | GPTQ | 90.25 | Not recorded | 6a47420e143ebdcacacc5cf9 | | GPTQ | 89.82 | Not recorded | 6a47420e143ebdcacacc5cf9 | | SAB-LVLM | 87.19 | Not recorded | 6a47420e143ebdcacacc5cf9 | | ARB-LLM | 86.85 | Not recorded | 6a47420e143ebdcacacc5cf9 | | ARB-LLM | 85.15 | Not recorded | 6a47420e143ebdcacacc5cf9 | | SAB-LVLM | 84.34 | Not recorded | 6a47420e143ebdcacacc5cf9 | | PB-LLM | 54.02 | Not recorded | 6a47420e143ebdcacacc5cf9 | | SAB-LVLM | 48.03 | Not recorded | 6a47420e143ebdcacacc5cf9 | | BiLLM | 47.09 | Not recorded | 6a47420e143ebdcacacc5cf9 | | BiLLM | 42.9 | Not recorded | 6a47420e143ebdcacacc5cf9 | | ARB-LLM | 40.67 | Not recorded | 6a47420e143ebdcacacc5cf9 | | BiLLM | 0.93 | Not recorded | 6a47420e143ebdcacacc5cf9 | | PB-LLM | 0.03 | Not recorded | 6a47420e143ebdcacacc5cf9 | | PB-LLM | 0 | Not recorded | 6a47420e143ebdcacacc5cf9 | ### GPTQ DocVQA Score: 94.01. Result ID: 6a4764cf60b88bb33992d4ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"InternVL3.5-14B-Instruct","Weight bits":"3 bit","Memory":"5.38 GB"}. This record does not assert independent reproduction. ### Full Precision DocVQA Score: 94. Result ID: 6a4764cf60b88bb33992d4bf. [Reporting paper]() Recorded evaluation configuration: {"Model":"InternVL3.5-38B-Instruct","Weight bits":"16 bit","Memory":"71.51 GB"}. This record does not assert independent reproduction. ### Full Precision DocVQA Score: 93.4. Result ID: 6a4764cf60b88bb33992d4b9. [Reporting paper]() Recorded evaluation configuration: {"Model":"InternVL3.5-14B-Instruct","Weight bits":"16 bit","Memory":"28.16 GB"}. This record does not assert independent reproduction. ### Full Precision DocVQA Score: 92.47. Result ID: 6a4764cf60b88bb33992d4b3. [Reporting paper]() Recorded evaluation configuration: {"Model":"InternVL3.5-8B-Instruct","Weight bits":"16 bit","Memory":"15.89 GB"}. This record does not assert independent reproduction. ### GPTQ DocVQA Score: 90.25. Result ID: 6a4764cf60b88bb33992d4c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"InternVL3.5-38B-Instruct","Weight bits":"3 bit","Memory":"12.71 GB"}. This record does not assert independent reproduction. ### GPTQ DocVQA Score: 89.82. Result ID: 6a4764cf60b88bb33992d4b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"InternVL3.5-8B-Instruct","Weight bits":"3 bit","Memory":"2.83 GB"}. This record does not assert independent reproduction. ### SAB-LVLM DocVQA Score: 87.19. Result ID: 6a4764cf60b88bb33992d4c4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"InternVL3.5-38B-Instruct","Weight bits":"1.06 bit","Memory":"10.27 GB"}. This record does not assert independent reproduction. ### ARB-LLM DocVQA Score: 86.85. Result ID: 6a4764cf60b88bb33992d4c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"InternVL3.5-38B-Instruct","Weight bits":"1.08 bit","Memory":"10.27 GB"}. This record does not assert independent reproduction. ### ARB-LLM DocVQA Score: 85.15. Result ID: 6a4764cf60b88bb33992d4bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"InternVL3.5-14B-Instruct","Weight bits":"1.07 bit","Memory":"4.33 GB"}. This record does not assert independent reproduction. ### SAB-LVLM DocVQA Score: 84.34. Result ID: 6a4764cf60b88bb33992d4be. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"InternVL3.5-14B-Instruct","Weight bits":"1.07 bit","Memory":"4.33 GB"}. This record does not assert independent reproduction. ### PB-LLM DocVQA Score: 54.02. Result ID: 6a4764cf60b88bb33992d4c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"InternVL3.5-38B-Instruct","Weight bits":"1.70 bit","Memory":"10.24 GB"}. This record does not assert independent reproduction. ### SAB-LVLM DocVQA Score: 48.03. Result ID: 6a4764cf60b88bb33992d4b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"InternVL3.5-8B-Instruct","Weight bits":"1.07 bit","Memory":"2.28 GB"}. This record does not assert independent reproduction. ### BiLLM DocVQA Score: 47.09. Result ID: 6a4764cf60b88bb33992d4bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"InternVL3.5-14B-Instruct","Weight bits":"1.07 bit","Memory":"4.53 GB"}. This record does not assert independent reproduction. ### BiLLM DocVQA Score: 42.9. Result ID: 6a4764cf60b88bb33992d4c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"InternVL3.5-38B-Instruct","Weight bits":"1.07 bit","Memory":"10.72 GB"}. This record does not assert independent reproduction. ### ARB-LLM DocVQA Score: 40.67. Result ID: 6a4764cf60b88bb33992d4b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"InternVL3.5-8B-Instruct","Weight bits":"1.07 bit","Memory":"2.28 GB"}. This record does not assert independent reproduction. ### BiLLM DocVQA Score: 0.93. Result ID: 6a4764cf60b88bb33992d4b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"InternVL3.5-8B-Instruct","Weight bits":"1.08 bit","Memory":"2.39 GB"}. This record does not assert independent reproduction. ### PB-LLM DocVQA Score: 0.03. Result ID: 6a4764cf60b88bb33992d4b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"InternVL3.5-8B-Instruct","Weight bits":"1.70 bit","Memory":"2.28 GB"}. This record does not assert independent reproduction. ### PB-LLM DocVQA Score: 0. Result ID: 6a4764cf60b88bb33992d4bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"InternVL3.5-14B-Instruct","Weight bits":"1.70 bit","Memory":"4.34 GB"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.