# Vision Understanding on MMT-47 Vision Benchmark Source: [Vision Understanding on MMT-47 Vision Benchmark]() Collection index: [llms.txt]() Data updated: 2026-04-06T07:25:04.177Z Evaluation of general vision understanding capabilities using the MMT-47 Vision Benchmark dataset. 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 | Vision Understanding | | Dataset (including any stated split) | MMT-47 Vision Benchmark | | Metric | Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 17 of 17 | | 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 | | --- | --- | --- | --- | | LiMEDoRA | 78.12 | Not recorded | 69d33e0b7d0172140ec736af | | HydraLoRA | 78.11 | Not recorded | 69d33e0b7d0172140ec736af | | MoEDoRA | 78.07 | Not recorded | 69d33e0b7d0172140ec736af | | LiMELoRA | 78.01 | Not recorded | 69d33e0b7d0172140ec736af | | MoRe | 77.98 | Not recorded | 69d33e0b7d0172140ec736af | | LiMELoRAFA | 77.77 | Not recorded | 69d33e0b7d0172140ec736af | | LiMESliceFine | 77.77 | Not recorded | 69d33e0b7d0172140ec736af | | MoCLE | 77.59 | Not recorded | 69d33e0b7d0172140ec736af | | MoELoRA | 77.27 | Not recorded | 69d33e0b7d0172140ec736af | | MoLA | 77.1 | Not recorded | 69d33e0b7d0172140ec736af | | MixLoRA | 77.08 | Not recorded | 69d33e0b7d0172140ec736af | | SliceFine | 77.06 | Not recorded | 69d33e0b7d0172140ec736af | | LoRA | 77.02 | Not recorded | 69d33e0b7d0172140ec736af | | DoRA | 76.35 | Not recorded | 69d33e0b7d0172140ec736af | | LoRA-FA | 76.31 | Not recorded | 69d33e0b7d0172140ec736af | | LiMEPromptTuning | 73.48 | Not recorded | 69d33e0b7d0172140ec736af | | PromptTuning | 72.63 | Not recorded | 69d33e0b7d0172140ec736af | ### LiMEDoRA Accuracy: 78.12. Result ID: 69d35f1147f34ce924bac6c1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#TTP":"3.84M"}. This record does not assert independent reproduction. ### HydraLoRA Accuracy: 78.11. Result ID: 69d35f1147f34ce924bac6bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#TTP":"5.92M"}. This record does not assert independent reproduction. ### MoEDoRA Accuracy: 78.07. Result ID: 69d35f1147f34ce924bac6be. [Reporting paper]() Recorded evaluation configuration: {"#TTP":"12.19M"}. This record does not assert independent reproduction. ### LiMELoRA Accuracy: 78.01. Result ID: 69d35f1147f34ce924bac6c0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#TTP":"3.49M"}. This record does not assert independent reproduction. ### MoRe Accuracy: 77.98. Result ID: 69d35f1147f34ce924bac6bd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#TTP":"3.59M"}. This record does not assert independent reproduction. ### LiMELoRAFA Accuracy: 77.77. Result ID: 69d35f1147f34ce924bac6c2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#TTP":"2.44M"}. This record does not assert independent reproduction. ### LiMESliceFine Accuracy: 77.77. Result ID: 69d35f1147f34ce924bac6c3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#TTP":"2.44M"}. This record does not assert independent reproduction. ### MoCLE Accuracy: 77.59. Result ID: 69d35f1147f34ce924bac6b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#TTP":"5.92M"}. This record does not assert independent reproduction. ### MoELoRA Accuracy: 77.27. Result ID: 69d35f1147f34ce924bac6b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#TTP":"10.79M"}. This record does not assert independent reproduction. ### MoLA Accuracy: 77.1. Result ID: 69d35f1147f34ce924bac6bc. [Reporting paper]() Recorded evaluation configuration: {"#TTP":"9.04M"}. This record does not assert independent reproduction. ### MixLoRA Accuracy: 77.08. Result ID: 69d35f1147f34ce924bac6ba. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#TTP":"3.83M"}. This record does not assert independent reproduction. ### SliceFine Accuracy: 77.06. Result ID: 69d35f1147f34ce924bac6b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#TTP":"1.74M"}. This record does not assert independent reproduction. ### LoRA Accuracy: 77.02. Result ID: 69d35f1147f34ce924bac6b4. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#TTP":"1.74M"}. This record does not assert independent reproduction. ### DoRA Accuracy: 76.35. Result ID: 69d35f1147f34ce924bac6b5. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#TTP":"2.09M"}. This record does not assert independent reproduction. ### LoRA-FA Accuracy: 76.31. Result ID: 69d35f1147f34ce924bac6b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#TTP":"0.70M"}. This record does not assert independent reproduction. ### LiMEPromptTuning Accuracy: 73.48. Result ID: 69d35f1147f34ce924bac6bf. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#TTP":"0.09M"}. This record does not assert independent reproduction. ### PromptTuning Accuracy: 72.63. Result ID: 69d35f1147f34ce924bac6b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#TTP":"0.07M"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.