# Manner of Articulation Classification on study2 matched condition (val) Source: [Manner of Articulation Classification on study2 matched condition (val)]() Collection index: [llms.txt]() Data updated: 2026-04-06T07:35:08.227Z Evaluation of Manner of Articulation Classification performance on the validation split of the study2 matched condition dataset, reporting ERP Accuracy and DDA 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 | Manner of Articulation Classification | | Dataset (including any stated split) | study2 matched condition (val) | | Metric | ERP Accuracy | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 7 of 7 | | 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 - [ERP Accuracy](): Higher is better; unit: PERCENT. - [DDA Accuracy](): Higher is better; unit: PERCENT. ## Recorded results | Method | ERP Accuracy | Result date | Report paper | | --- | --- | --- | --- | | ShallowConvNet | 85.7 | Not recorded | 69d33e0d7d0172140ec736c7 | | EEGNet | 85.7 | Not recorded | 69d33e0d7d0172140ec736c7 | | EEG-Conformer | 85.7 | Not recorded | 69d33e0d7d0172140ec736c7 | | CIPHER | 85.2 | Not recorded | 69d33e0d7d0172140ec736c7 | | LDA | 76.9 | Not recorded | 69d33e0d7d0172140ec736c7 | | LR | 59 | Not recorded | 69d33e0d7d0172140ec736c7 | | Chance | 50 | Not recorded | 69d33e0d7d0172140ec736c7 | ### ShallowConvNet ERP Accuracy: 85.7. Result ID: 69d3618d47f34ce924bad7d7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Condition":"NULL","Reporting":"3-seed means"}. This record does not assert independent reproduction. ### EEGNet ERP Accuracy: 85.7. Result ID: 69d3618d47f34ce924bad7d8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Condition":"NULL","Reporting":"3-seed means"}. This record does not assert independent reproduction. ### EEG-Conformer ERP Accuracy: 85.7. Result ID: 69d3618d47f34ce924bad7d9. [Reporting paper]() Recorded evaluation configuration: {"Condition":"NULL","Reporting":"3-seed means"}. This record does not assert independent reproduction. ### CIPHER ERP Accuracy: 85.2. Result ID: 69d3618d47f34ce924bad7da. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Condition":"NULL","Reporting":"3-seed means"}. This record does not assert independent reproduction. ### LDA ERP Accuracy: 76.9. Result ID: 69d3618d47f34ce924bad7d6. [Reporting paper]() Recorded evaluation configuration: {"Condition":"NULL","Reporting":"mean+std"}. This record does not assert independent reproduction. ### LR ERP Accuracy: 59. Result ID: 69d3618d47f34ce924bad7d5. [Reporting paper]() Recorded evaluation configuration: {"Condition":"NULL","Reporting":"mean+std"}. This record does not assert independent reproduction. ### Chance ERP Accuracy: 50. Result ID: 69d3618d47f34ce924bad7d4. [Reporting paper]() Recorded evaluation configuration: {"Condition":"NULL"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.