# Object Motion and Spatial Reasoning on MMT-47 Source: [Object Motion and Spatial Reasoning on MMT-47]() Collection index: [llms.txt]() Data updated: 2026-04-06T07:25:04.415Z Evaluation of model performance on the MMT-47 Object Motion & Spatial dataset, focusing on Object Motion and Spatial Reasoning capabilities, 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 | Object Motion and Spatial Reasoning | | Dataset (including any stated split) | MMT-47 Object Motion & Spatial | | 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 | 65.41 | Not recorded | 69d33e0b7d0172140ec736af | | MoEDoRA | 65.16 | Not recorded | 69d33e0b7d0172140ec736af | | LiMESliceFine | 65.14 | Not recorded | 69d33e0b7d0172140ec736af | | LiMELoRA | 65.05 | Not recorded | 69d33e0b7d0172140ec736af | | HydraLoRA | 64.95 | Not recorded | 69d33e0b7d0172140ec736af | | MoRe | 64.95 | Not recorded | 69d33e0b7d0172140ec736af | | LiMELoRAFA | 64.89 | Not recorded | 69d33e0b7d0172140ec736af | | MixLoRA | 63.54 | Not recorded | 69d33e0b7d0172140ec736af | | MoCLE | 63.43 | Not recorded | 69d33e0b7d0172140ec736af | | MoELoRA | 63.07 | Not recorded | 69d33e0b7d0172140ec736af | | SliceFine | 62.91 | Not recorded | 69d33e0b7d0172140ec736af | | LoRA | 62.85 | Not recorded | 69d33e0b7d0172140ec736af | | MoLA | 62.74 | Not recorded | 69d33e0b7d0172140ec736af | | DoRA | 62.14 | Not recorded | 69d33e0b7d0172140ec736af | | LoRA-FA | 61.97 | Not recorded | 69d33e0b7d0172140ec736af | | LiMEPromptTuning | 15.39 | Not recorded | 69d33e0b7d0172140ec736af | | PromptTuning | 14.51 | Not recorded | 69d33e0b7d0172140ec736af | ### LiMEDoRA Accuracy: 65.41. Result ID: 69d35f1147f34ce924bac716. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#TTP":"3.84M"}. This record does not assert independent reproduction. ### MoEDoRA Accuracy: 65.16. Result ID: 69d35f1147f34ce924bac713. [Reporting paper]() Recorded evaluation configuration: {"#TTP":"12.19M"}. This record does not assert independent reproduction. ### LiMESliceFine Accuracy: 65.14. Result ID: 69d35f1147f34ce924bac718. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#TTP":"2.44M"}. This record does not assert independent reproduction. ### LiMELoRA Accuracy: 65.05. Result ID: 69d35f1147f34ce924bac715. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#TTP":"3.49M"}. This record does not assert independent reproduction. ### HydraLoRA Accuracy: 64.95. Result ID: 69d35f1147f34ce924bac710. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#TTP":"5.92M"}. This record does not assert independent reproduction. ### MoRe Accuracy: 64.95. Result ID: 69d35f1147f34ce924bac712. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#TTP":"3.59M"}. This record does not assert independent reproduction. ### LiMELoRAFA Accuracy: 64.89. Result ID: 69d35f1147f34ce924bac717. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#TTP":"2.44M"}. This record does not assert independent reproduction. ### MixLoRA Accuracy: 63.54. Result ID: 69d35f1147f34ce924bac70f. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#TTP":"3.83M"}. This record does not assert independent reproduction. ### MoCLE Accuracy: 63.43. Result ID: 69d35f1147f34ce924bac70d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#TTP":"5.92M"}. This record does not assert independent reproduction. ### MoELoRA Accuracy: 63.07. Result ID: 69d35f1147f34ce924bac70e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#TTP":"10.79M"}. This record does not assert independent reproduction. ### SliceFine Accuracy: 62.91. Result ID: 69d35f1147f34ce924bac70c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#TTP":"1.74M"}. This record does not assert independent reproduction. ### LoRA Accuracy: 62.85. Result ID: 69d35f1147f34ce924bac709. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#TTP":"1.74M"}. This record does not assert independent reproduction. ### MoLA Accuracy: 62.74. Result ID: 69d35f1147f34ce924bac711. [Reporting paper]() Recorded evaluation configuration: {"#TTP":"9.04M"}. This record does not assert independent reproduction. ### DoRA Accuracy: 62.14. Result ID: 69d35f1147f34ce924bac70a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#TTP":"2.09M"}. This record does not assert independent reproduction. ### LoRA-FA Accuracy: 61.97. Result ID: 69d35f1147f34ce924bac70b. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#TTP":"0.70M"}. This record does not assert independent reproduction. ### LiMEPromptTuning Accuracy: 15.39. Result ID: 69d35f1147f34ce924bac714. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#TTP":"0.09M"}. This record does not assert independent reproduction. ### PromptTuning Accuracy: 14.51. Result ID: 69d35f1147f34ce924bac708. [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.