# Document Understanding, OCR & Charts on MMLongBench Doc Source: [Document Understanding, OCR & Charts on MMLongBench Doc]() Collection index: [llms.txt]() Data updated: 2026-05-29T11:39:09.391Z Evaluation of model performance on the MMLongBench Doc dataset covering Document Understanding, Optical Character Recognition (OCR), and Chart interpretation tasks, measured by a general Score metric. 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) | MMLongBench Doc | | Metric | Score | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 14 of 14 | | 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 3 Nano Omni | 57.5 | Not recorded | 69f1907355a3c32af89fb98b | | Qwen3.5-Omni | 53.6 | Not recorded | 69f1907355a3c32af89fb98b | | Qwen3-Omni | 49.5 | Not recorded | 69f1907355a3c32af89fb98b | | Nemotron 3 Nano Omni | 46.1 | Not recorded | 69f1907355a3c32af89fb98b | | LoMo | 42.9 | Not recorded | 6a191dbddbd7150506f82a00 | | Standard SFT | 40.79 | Not recorded | 6a191dbddbd7150506f82a00 | | Nemotron Nano V2 VL | 38 | Not recorded | 69f1907355a3c32af89fb98b | | LoMo | 36.57 | Not recorded | 6a191dbddbd7150506f82a00 | | Nemotron Nano V2 VL | 32.1 | Not recorded | 69f1907355a3c32af89fb98b | | Standard SFT | 28.87 | Not recorded | 6a191dbddbd7150506f82a00 | | LoMo | 18.06 | Not recorded | 6a191dbddbd7150506f82a00 | | Standard SFT | 15.49 | Not recorded | 6a191dbddbd7150506f82a00 | | LoMo | 6.69 | Not recorded | 6a191dbddbd7150506f82a00 | | Standard SFT | 3.94 | Not recorded | 6a191dbddbd7150506f82a00 | ### Nemotron 3 Nano Omni Score: 57.5. Result ID: 69f1ae5847f34ce924d7aeaf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Open-Source":"true","Size":"30B-A3B","Reasoning":"on"}. This record does not assert independent reproduction. ### Qwen3.5-Omni Score: 53.6. Result ID: 69f1ae5847f34ce924d7aeb3. [Reporting paper]() Recorded evaluation configuration: {"Open-Source":"false","Size":"Flash"}. This record does not assert independent reproduction. ### Qwen3-Omni Score: 49.5. Result ID: 69f1ae5847f34ce924d7aeb2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Open-Source":"true","Size":"30B-A3B"}. This record does not assert independent reproduction. ### Nemotron 3 Nano Omni Score: 46.1. Result ID: 69f1ae5847f34ce924d7aeae. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Open-Source":"true","Size":"30B-A3B","Reasoning":"off"}. This record does not assert independent reproduction. ### LoMo Score: 42.9. Result ID: 6a197ad3fbc373592c14d0f7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Qwen3.5-9B","Evaluation Protocol":"Standard Evaluation"}. This record does not assert independent reproduction. ### Standard SFT Score: 40.79. Result ID: 6a197ad3fbc373592c14d0f6. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen3.5-9B","Evaluation Protocol":"Standard Evaluation"}. This record does not assert independent reproduction. ### Nemotron Nano V2 VL Score: 38. Result ID: 69f1ae5847f34ce924d7aeb1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Open-Source":"true","Size":"12B","Reasoning":"on"}. This record does not assert independent reproduction. ### LoMo Score: 36.57. Result ID: 6a197ad3fbc373592c14d0fb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"Qwen3.5-9B","Evaluation Protocol":"Rendered Evaluation"}. This record does not assert independent reproduction. ### Nemotron Nano V2 VL Score: 32.1. Result ID: 69f1ae5847f34ce924d7aeb0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Open-Source":"true","Size":"12B","Reasoning":"off"}. This record does not assert independent reproduction. ### Standard SFT Score: 28.87. Result ID: 6a197ad3fbc373592c14d0fa. [Reporting paper]() Recorded evaluation configuration: {"Model":"Qwen3.5-9B","Evaluation Protocol":"Rendered Evaluation"}. This record does not assert independent reproduction. ### LoMo Score: 18.06. Result ID: 6a197ad3fbc373592c14d0f5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"LLaVA-OV1.5-8B","Evaluation Protocol":"Standard Evaluation"}. This record does not assert independent reproduction. ### Standard SFT Score: 15.49. Result ID: 6a197ad3fbc373592c14d0f4. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-OV1.5-8B","Evaluation Protocol":"Standard Evaluation"}. This record does not assert independent reproduction. ### LoMo Score: 6.69. Result ID: 6a197ad3fbc373592c14d0f9. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Model":"LLaVA-OV1.5-8B","Evaluation Protocol":"Rendered Evaluation"}. This record does not assert independent reproduction. ### Standard SFT Score: 3.94. Result ID: 6a197ad3fbc373592c14d0f8. [Reporting paper]() Recorded evaluation configuration: {"Model":"LLaVA-OV1.5-8B","Evaluation Protocol":"Rendered Evaluation"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.