# Document Understanding, OCR & Charts on TextVQA (val) Source: [Document Understanding, OCR & Charts on TextVQA (val)]() Collection index: [llms.txt]() Data updated: 2026-05-12T08:54:34.538Z Evaluation of model performance on the validation split of the TextVQA dataset for Document Understanding, OCR, and Charts tasks, measured by Score. 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 Understanding, OCR & Charts | | Dataset (including any stated split) | TextVQA (val) | | Metric | 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 - [Score](): Higher is better; unit: PERCENT. ## Recorded results | Method | Score | Result date | Report paper | | --- | --- | --- | --- | | Nemotron Nano V2 VL | 85.4 | Not recorded | 69f1907355a3c32af89fb98b | | Nemotron 3 Nano Omni | 85.1 | Not recorded | 69f1907355a3c32af89fb98b | | DeepSeek-VL2-16B-A2.4B | 83.4 | Not recorded | 6a02b42fdbc836b87d8247b1 | | Molmo2-4B | 83.1 | Not recorded | 6a02b42fdbc836b87d8247b1 | | Qwen3-Omni | 81.7 | Not recorded | 69f1907355a3c32af89fb98b | | Qwen3-VL-4B | 81.5 | Not recorded | 6a02b42fdbc836b87d8247b1 | | Qwen3.5-4B | 81.1 | Not recorded | 6a02b42fdbc836b87d8247b1 | | Nemotron 3 Nano Omni | 81 | Not recorded | 69f1907355a3c32af89fb98b | | PLM-3B | 80 | Not recorded | 6a02b42fdbc836b87d8247b1 | | Qwen3-VL-2B | 79.9 | Not recorded | 6a02b42fdbc836b87d8247b1 | | Qwen2.5-VL-3B | 79.2 | Not recorded | 6a02b42fdbc836b87d8247b1 | | Qwen3.5-2B | 79 | Not recorded | 6a02b42fdbc836b87d8247b1 | | InternVL3.5-20B-A4B | 78.5 | Not recorded | 6a02b42fdbc836b87d8247b1 | | MolmoE-8B-A1B | 78.1 | Not recorded | 6a02b42fdbc836b87d8247b1 | | InternVL3.5-4B | 77.6 | Not recorded | 6a02b42fdbc836b87d8247b1 | | InternVL3.5-2B | 76.5 | Not recorded | 6a02b42fdbc836b87d8247b1 | | Nemotron Nano V2 VL | 76.1 | Not recorded | 69f1907355a3c32af89fb98b | | ZAYA1-VL-8B-A1B | 74.4 | Not recorded | 6a02b42fdbc836b87d8247b1 | ### Nemotron Nano V2 VL Score: 85.4. Result ID: 69f1ae5847f34ce924d7aed0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Open-Source":"true","Size":"12B","Reasoning":"off"}. This record does not assert independent reproduction. ### Nemotron 3 Nano Omni Score: 85.1. Result ID: 69f1ae5847f34ce924d7aece. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Open-Source":"true","Size":"30B-A3B","Reasoning":"off"}. This record does not assert independent reproduction. ### DeepSeek-VL2-16B-A2.4B Score: 83.4. Result ID: 6a02eab547f34ce924e5cea9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"DeepSeek-VL2-16B-A2.4B"}. This record does not assert independent reproduction. ### Molmo2-4B Score: 83.1. Result ID: 6a02eab547f34ce924e5ceb0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Molmo2-4B"}. This record does not assert independent reproduction. ### Qwen3-Omni Score: 81.7. Result ID: 69f1ae5847f34ce924d7aed2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Open-Source":"true","Size":"30B-A3B"}. This record does not assert independent reproduction. ### Qwen3-VL-4B Score: 81.5. Result ID: 6a02eab547f34ce924e5ceb1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-VL-4B"}. This record does not assert independent reproduction. ### Qwen3.5-4B Score: 81.1. Result ID: 6a02eab547f34ce924e5ceb2. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen3.5-4B"}. This record does not assert independent reproduction. ### Nemotron 3 Nano Omni Score: 81. Result ID: 69f1ae5847f34ce924d7aecf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Open-Source":"true","Size":"30B-A3B","Reasoning":"on"}. This record does not assert independent reproduction. ### PLM-3B Score: 80. Result ID: 6a02eab547f34ce924e5ceaf. [Reporting paper]() Recorded evaluation configuration: {"Model":"PLM-3B"}. This record does not assert independent reproduction. ### Qwen3-VL-2B Score: 79.9. Result ID: 6a02eab547f34ce924e5ceac. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen3-VL-2B"}. This record does not assert independent reproduction. ### Qwen2.5-VL-3B Score: 79.2. Result ID: 6a02eab547f34ce924e5ceae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"Qwen2.5-VL-3B"}. This record does not assert independent reproduction. ### Qwen3.5-2B Score: 79. Result ID: 6a02eab547f34ce924e5cead. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen3.5-2B"}. This record does not assert independent reproduction. ### InternVL3.5-20B-A4B Score: 78.5. Result ID: 6a02eab547f34ce924e5ceaa. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"InternVL3.5-20B-A4B"}. This record does not assert independent reproduction. ### MolmoE-8B-A1B Score: 78.1. Result ID: 6a02eab547f34ce924e5cea8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"MolmoE-8B-A1B"}. This record does not assert independent reproduction. ### InternVL3.5-4B Score: 77.6. Result ID: 6a02eab547f34ce924e5ceb3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"InternVL3.5-4B"}. This record does not assert independent reproduction. ### InternVL3.5-2B Score: 76.5. Result ID: 6a02eab547f34ce924e5ceab. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"InternVL3.5-2B"}. This record does not assert independent reproduction. ### Nemotron Nano V2 VL Score: 76.1. Result ID: 69f1ae5847f34ce924d7aed1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Open-Source":"true","Size":"12B","Reasoning":"on"}. This record does not assert independent reproduction. ### ZAYA1-VL-8B-A1B Score: 74.4. Result ID: 6a02eab547f34ce924e5cea7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Model":"ZAYA1-VL-8B-A1B"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.