# Natural Language Understanding on GLUE (General Accuracy) Source: [Natural Language Understanding on GLUE (General Accuracy)]() Collection index: [llms.txt]() Data updated: 2026-04-06T07:25:04.344Z Evaluation of model performance on the GLUE benchmark suite for Natural Language Understanding, reporting a general Accuracy 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 | Natural Language Understanding | | Dataset (including any stated split) | GLUE | | 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 | | --- | --- | --- | --- | | MoELoRA | 91.21 | Not recorded | 69d33e0b7d0172140ec736af | | LiMESliceFine | 91.19 | Not recorded | 69d33e0b7d0172140ec736af | | LiMELoRAFA | 91.14 | Not recorded | 69d33e0b7d0172140ec736af | | LiMEDoRA | 91.11 | Not recorded | 69d33e0b7d0172140ec736af | | HydraLoRA | 91.05 | Not recorded | 69d33e0b7d0172140ec736af | | LiMELoRA | 91.02 | Not recorded | 69d33e0b7d0172140ec736af | | MoEDoRA | 90.98 | Not recorded | 69d33e0b7d0172140ec736af | | MoLA | 90.88 | Not recorded | 69d33e0b7d0172140ec736af | | MoRe | 90.74 | Not recorded | 69d33e0b7d0172140ec736af | | MoCLE | 90.66 | Not recorded | 69d33e0b7d0172140ec736af | | LoRA | 90.64 | Not recorded | 69d33e0b7d0172140ec736af | | SliceFine | 90.54 | Not recorded | 69d33e0b7d0172140ec736af | | MixLoRA | 90.5 | Not recorded | 69d33e0b7d0172140ec736af | | DoRA | 90.37 | Not recorded | 69d33e0b7d0172140ec736af | | LoRA-FA | 90.31 | Not recorded | 69d33e0b7d0172140ec736af | | LiMEPromptTuning | 72.68 | Not recorded | 69d33e0b7d0172140ec736af | | PromptTuning | 71.91 | Not recorded | 69d33e0b7d0172140ec736af | ### MoELoRA Accuracy: 91.21. Result ID: 69d35f1147f34ce924bac6ec. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#TTP":"10.79M"}. This record does not assert independent reproduction. ### LiMESliceFine Accuracy: 91.19. Result ID: 69d35f1147f34ce924bac6f6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#TTP":"2.44M"}. This record does not assert independent reproduction. ### LiMELoRAFA Accuracy: 91.14. Result ID: 69d35f1147f34ce924bac6f5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#TTP":"2.44M"}. This record does not assert independent reproduction. ### LiMEDoRA Accuracy: 91.11. Result ID: 69d35f1147f34ce924bac6f4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#TTP":"3.84M"}. This record does not assert independent reproduction. ### HydraLoRA Accuracy: 91.05. Result ID: 69d35f1147f34ce924bac6ee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#TTP":"5.92M"}. This record does not assert independent reproduction. ### LiMELoRA Accuracy: 91.02. Result ID: 69d35f1147f34ce924bac6f3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#TTP":"3.49M"}. This record does not assert independent reproduction. ### MoEDoRA Accuracy: 90.98. Result ID: 69d35f1147f34ce924bac6f1. [Reporting paper]() Recorded evaluation configuration: {"#TTP":"12.19M"}. This record does not assert independent reproduction. ### MoLA Accuracy: 90.88. Result ID: 69d35f1147f34ce924bac6ef. [Reporting paper]() Recorded evaluation configuration: {"#TTP":"9.04M"}. This record does not assert independent reproduction. ### MoRe Accuracy: 90.74. Result ID: 69d35f1147f34ce924bac6f0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#TTP":"3.59M"}. This record does not assert independent reproduction. ### MoCLE Accuracy: 90.66. Result ID: 69d35f1147f34ce924bac6eb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#TTP":"5.92M"}. This record does not assert independent reproduction. ### LoRA Accuracy: 90.64. Result ID: 69d35f1147f34ce924bac6e7. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#TTP":"1.74M"}. This record does not assert independent reproduction. ### SliceFine Accuracy: 90.54. Result ID: 69d35f1147f34ce924bac6ea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#TTP":"1.74M"}. This record does not assert independent reproduction. ### MixLoRA Accuracy: 90.5. Result ID: 69d35f1147f34ce924bac6ed. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#TTP":"3.83M"}. This record does not assert independent reproduction. ### DoRA Accuracy: 90.37. Result ID: 69d35f1147f34ce924bac6e8. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"#TTP":"2.09M"}. This record does not assert independent reproduction. ### LoRA-FA Accuracy: 90.31. Result ID: 69d35f1147f34ce924bac6e9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#TTP":"0.70M"}. This record does not assert independent reproduction. ### LiMEPromptTuning Accuracy: 72.68. Result ID: 69d35f1147f34ce924bac6f2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"#TTP":"0.09M"}. This record does not assert independent reproduction. ### PromptTuning Accuracy: 71.91. Result ID: 69d35f1147f34ce924bac6e6. [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.