Preprint
Jul 2026
Do EEG Foundation Models Transfer to Speech? A Benchmark on Overt and Imagined Speech Decoding
Large-scale EEG pretraining yields no consistent advantage over a 16K-parameter CNN on speech tasks, indicating that current general-purpose EEG pretraining does not yet transfer to speech production and motivating speech-specific foundation models.
O. M. Khanday, Mohamed Baha Ben Ticha, Sanae Belfrouh et al.
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