# Action Understanding on MMT-47 Action Understanding Source: [Action Understanding on MMT-47 Action Understanding]() Collection index: [llms.txt]() Data updated: 2026-04-06T07:25:04.452Z Evaluation of model performance on the MMT-47 Action Understanding dataset, focusing on Action Understanding capabilities, measured primarily 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 | Action Understanding | | Dataset (including any stated split) | MMT-47 Action Understanding | | 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 | | --- | --- | --- | --- | | MoRe | 53.48 | Not recorded | 69d33e0b7d0172140ec736af | | LiMEDoRA | 53.39 | Not recorded | 69d33e0b7d0172140ec736af | | HydraLoRA | 53.28 | Not recorded | 69d33e0b7d0172140ec736af | | LiMELoRA | 53.19 | Not recorded | 69d33e0b7d0172140ec736af | | LiMELoRAFA | 53.01 | Not recorded | 69d33e0b7d0172140ec736af | | LiMESliceFine | 52.73 | Not recorded | 69d33e0b7d0172140ec736af | | MoEDoRA | 52.54 | Not recorded | 69d33e0b7d0172140ec736af | | MixLoRA | 51.7 | Not recorded | 69d33e0b7d0172140ec736af | | MoCLE | 51.53 | Not recorded | 69d33e0b7d0172140ec736af | | MoELoRA | 51.13 | Not recorded | 69d33e0b7d0172140ec736af | | SliceFine | 51.06 | Not recorded | 69d33e0b7d0172140ec736af | | LoRA | 50.99 | Not recorded | 69d33e0b7d0172140ec736af | | MoLA | 50.97 | Not recorded | 69d33e0b7d0172140ec736af | | DoRA | 50.41 | Not recorded | 69d33e0b7d0172140ec736af | | LoRA-FA | 50.3 | Not recorded | 69d33e0b7d0172140ec736af | | LiMEPromptTuning | 16.95 | Not recorded | 69d33e0b7d0172140ec736af | | PromptTuning | 15.86 | Not recorded | 69d33e0b7d0172140ec736af | ### MoRe Accuracy: 53.48. Result ID: 69d35f1147f34ce924bac723. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#TTP":"3.59M"}. This record does not assert independent reproduction. ### LiMEDoRA Accuracy: 53.39. Result ID: 69d35f1147f34ce924bac727. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#TTP":"3.84M"}. This record does not assert independent reproduction. ### HydraLoRA Accuracy: 53.28. Result ID: 69d35f1147f34ce924bac721. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#TTP":"5.92M"}. This record does not assert independent reproduction. ### LiMELoRA Accuracy: 53.19. Result ID: 69d35f1147f34ce924bac726. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#TTP":"3.49M"}. This record does not assert independent reproduction. ### LiMELoRAFA Accuracy: 53.01. Result ID: 69d35f1147f34ce924bac728. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#TTP":"2.44M"}. This record does not assert independent reproduction. ### LiMESliceFine Accuracy: 52.73. Result ID: 69d35f1147f34ce924bac729. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#TTP":"2.44M"}. This record does not assert independent reproduction. ### MoEDoRA Accuracy: 52.54. Result ID: 69d35f1147f34ce924bac724. [Reporting paper]() Recorded evaluation configuration: {"#TTP":"12.19M"}. This record does not assert independent reproduction. ### MixLoRA Accuracy: 51.7. Result ID: 69d35f1147f34ce924bac720. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#TTP":"3.83M"}. This record does not assert independent reproduction. ### MoCLE Accuracy: 51.53. Result ID: 69d35f1147f34ce924bac71e. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#TTP":"5.92M"}. This record does not assert independent reproduction. ### MoELoRA Accuracy: 51.13. Result ID: 69d35f1147f34ce924bac71f. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#TTP":"10.79M"}. This record does not assert independent reproduction. ### SliceFine Accuracy: 51.06. Result ID: 69d35f1147f34ce924bac71d. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#TTP":"1.74M"}. This record does not assert independent reproduction. ### LoRA Accuracy: 50.99. Result ID: 69d35f1147f34ce924bac71a. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#TTP":"1.74M"}. This record does not assert independent reproduction. ### MoLA Accuracy: 50.97. Result ID: 69d35f1147f34ce924bac722. [Reporting paper]() Recorded evaluation configuration: {"#TTP":"50.97±1.99"}. This record does not assert independent reproduction. ### DoRA Accuracy: 50.41. Result ID: 69d35f1147f34ce924bac71b. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#TTP":"2.09M"}. This record does not assert independent reproduction. ### LoRA-FA Accuracy: 50.3. Result ID: 69d35f1147f34ce924bac71c. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#TTP":"0.70M"}. This record does not assert independent reproduction. ### LiMEPromptTuning Accuracy: 16.95. Result ID: 69d35f1147f34ce924bac725. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#TTP":"0.09M"}. This record does not assert independent reproduction. ### PromptTuning Accuracy: 15.86. Result ID: 69d35f1147f34ce924bac719. [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.