# General Visual Question Answering on MMMU 2024 (val) Source: [General Visual Question Answering on MMMU 2024 (val)]() Collection index: [llms.txt]() Data updated: 2026-02-26T05:30:38.029Z Evaluation of model performance on the validation split of the MMMU 2024 dataset for General Visual Question Answering tasks, measured by Accuracy. 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 | General Visual Question Answering | | Dataset (including any stated split) | MMMU 2024 (val) | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 13 of 13 | | 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. ## Recorded results | Method | Accuracy | Result date | Report paper | | --- | --- | --- | --- | | InternVL2.5-MPO | 52.8 | Not recorded | 68fa793e1e209131cea7cd66 | | InternVL2.5 | 52.4 | Not recorded | 68fa793e1e209131cea7cd66 | | Qwen2-VL | 50.9 | Not recorded | 68fa793e1e209131cea7cd66 | | SAIL-VL-8B | 48.2 | Not recorded | 68fa793e1e209131cea7cd66 | | InternVL2 | 47.6 | Not recorded | 68fa793e1e209131cea7cd66 | | DeepSeekVL-2-Small | 47.6 | Not recorded | 68fa793e1e209131cea7cd66 | | Aquila | 44.1 | Not recorded | 68fa793e1e209131cea7cd66 | | InternVL2.5-MPO | 41.2 | Not recorded | 68fa793e1e209131cea7cd66 | | InternVL2.5 | 40.7 | Not recorded | 68fa793e1e209131cea7cd66 | | SAIL-VL | 40.1 | Not recorded | 68fa793e1e209131cea7cd66 | | Qwen2-VL | 39.9 | Not recorded | 68fa793e1e209131cea7cd66 | | DeepSeekVL-2-Tiny | 39.6 | Not recorded | 68fa793e1e209131cea7cd66 | | InternVL2 | 34.2 | Not recorded | 68fa793e1e209131cea7cd66 | ### InternVL2.5-MPO Accuracy: 52.8. Result ID: 6995d6823badfaffe6dc466d. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### InternVL2.5 Accuracy: 52.4. Result ID: 6995d6823badfaffe6dc466c. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen2-VL Accuracy: 50.9. Result ID: 6995d6823badfaffe6dc466a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SAIL-VL-8B Accuracy: 48.2. Result ID: 6995d6823badfaffe6dc4669. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### InternVL2 Accuracy: 47.6. Result ID: 6995d6823badfaffe6dc466b. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeepSeekVL-2-Small Accuracy: 47.6. Result ID: 6995d6823badfaffe6dc466e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Aquila Accuracy: 44.1. Result ID: 6995d6823badfaffe6dc46dc. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### InternVL2.5-MPO Accuracy: 41.2. Result ID: 6995d6823badfaffe6dc46db. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Training Strategy":"MPO"}. This record does not assert independent reproduction. ### InternVL2.5 Accuracy: 40.7. Result ID: 6995d6823badfaffe6dc46da. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### SAIL-VL Accuracy: 40.1. Result ID: 6995d6823badfaffe6dc46d7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### Qwen2-VL Accuracy: 39.9. Result ID: 6995d6823badfaffe6dc46d8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### DeepSeekVL-2-Tiny Accuracy: 39.6. Result ID: 6995d6823badfaffe6dc46dd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. ### InternVL2 Accuracy: 34.2. Result ID: 6995d6823badfaffe6dc46d9. [Reporting paper]() Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.