Are EEG-to-Text Models Really Learning or Just Memorizing? A Deep Dive into Model Reliability

" data-medium-file="https://www.marktechpost.com/wp-content/uploads/2024/11/Screenshot-2024-11-06-at-12.06.38 AM-300x228.png" data-large-file="https://www.marktechpost.com/wp-content/uploads/2024/11/Screenshot-2024-11-06-at-12.06.38 AM-1024x779.png" tabindex="0" role="button"> " data-medium-file="https://www.marktechpost.com/wp-content/uploads/2024/11/Screenshot-2024-11-06-at-12.06.38 AM-300x228.png" data-large-file="https://www.marktechpost.com/wp-content/uploads/2024/11/Screenshot-2024-11-06-at-12.06.38 AM-1024x779.png" tabindex="0" role="button">A fundamental challenge in studying EEG-to-Text models is ensuring that the models learn from EEG inputs and not just memorize text patterns. In many reports in the literature where great results have been obtained on brain signal translation to text, there seems to be reliance on implicit teacher-forcing evaluation methods that could artificially inflate performance […]

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