Overall Performance
RQ: Can pretrained EEG FMs outperform strong task-specific supervised baseline models across a wide range of EEG tasks?
Score Matrices
Summary of evaluation results across all models and downstream tasks. For each task, the three best-performing models are indicated by numeric annotations. Models that do not support a particular task are denoted by “--”, while red “E” badges denote tasks whose data overlap with the corresponding pretraining data; these cases are excluded from the ranking analysis.
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Performance Rankings
Average rank and top-5 count of EEG FMs and supervised baselines under bipolar and non-bipolar EEG settings.
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