# Place of Articulation Classification on study2 matched (val) Source: [Place of Articulation Classification on study2 matched (val)]() Collection index: [llms.txt]() Data updated: 2026-04-06T07:35:08.256Z Evaluation of Place of Articulation Classification performance on the study2 matched validation split, using 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 | Place of Articulation Classification | | Dataset (including any stated split) | study2 matched (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 | 57.3 | Not recorded | 69d33e0d7d0172140ec736c7 | | CIPHER | 57.3 | Not recorded | 69d33e0d7d0172140ec736c7 | | EEGNet | 57.1 | Not recorded | 69d33e0d7d0172140ec736c7 | | EEG-Conformer | 57.1 | Not recorded | 69d33e0d7d0172140ec736c7 | | LDA | 51.9 | Not recorded | 69d33e0d7d0172140ec736c7 | | LR | 50.7 | Not recorded | 69d33e0d7d0172140ec736c7 | | Chance | 50 | Not recorded | 69d33e0d7d0172140ec736c7 | ### ShallowConvNet ERP Accuracy: 57.3. Result ID: 69d3618d47f34ce924bad7de. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Condition":"NULL","Reporting":"3-seed means"}. This record does not assert independent reproduction. ### CIPHER ERP Accuracy: 57.3. Result ID: 69d3618d47f34ce924bad7e1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Condition":"NULL","Reporting":"3-seed means"}. This record does not assert independent reproduction. ### EEGNet ERP Accuracy: 57.1. Result ID: 69d3618d47f34ce924bad7df. [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: 57.1. Result ID: 69d3618d47f34ce924bad7e0. [Reporting paper]() Recorded evaluation configuration: {"Condition":"NULL","Reporting":"3-seed means"}. This record does not assert independent reproduction. ### LDA ERP Accuracy: 51.9. Result ID: 69d3618d47f34ce924bad7dd. [Reporting paper]() Recorded evaluation configuration: {"Condition":"NULL","Reporting":"mean+std"}. This record does not assert independent reproduction. ### LR ERP Accuracy: 50.7. Result ID: 69d3618d47f34ce924bad7dc. [Reporting paper]() Recorded evaluation configuration: {"Condition":"NULL","Reporting":"mean+std"}. This record does not assert independent reproduction. ### Chance ERP Accuracy: 50. Result ID: 69d3618d47f34ce924bad7db. [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.