Article

Near-Optimal P300 Speller Performance Using Large Language Models: A Multi-Model Analysis with Performance Bounds

2025-10-30

Abstract excerpt

<h4>ABSTRACT</h4> Amyotrophic lateral sclerosis (ALS), a progressive neurodegenerative disease, severely impairs communication, requiring assistive technologies that restore interaction. The P300 speller brain-computer interface (BCI) enables communication by translating EEG responses into text; however, its practical adoption is limited by slow typing speed and the need for subject-specific calibration. Recent w...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: fad8c274-7b86-528f-bae7-04ca48771ea2
DOI: 10.1101/2025.10.28.685216

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Near-Optimal P300 Speller Performance Using Large Language Models: A Multi-Model Analysis with Performance BoundsDOI 10.1101/2025.10.28.685216Read

Large Language Models Integrated into Brain-Computer Interfaces for Communication and Control: A Systematic ReviewSemantic proximity Read

A Novel Machine Learning Model for Non-Invasive EEG-Based Inner-Speech Translation in ALSSemantic proximity Read

A Novel Machine Learning Model for Non-Invasive EEG-Based Inner-Speech Translation in ALSSemantic proximity Read

A generalizable speech neuroprosthesisSemantic proximity Read

An Artificial Intelligence Approach to Augmentative and Assistive Communication for Patients with Amyotrophic Lateral SclerosisSemantic proximity Read

How Far Are We From the Realization of Non-Invasive Speech BCIs? A Deep Learning Scaling Law-Guided Clinical AnalysisSemantic proximity Read

Reconstructing the brain’s language network from non-invasive EEG enables interpretable speech decodingSemantic proximity Read

Non-Invasive Brain-to-Text BCIs: Phoneme-Level Sentence Reconstruction from MEGSemantic proximity Read

Stable speech BCI performance during slow progression of ALS: A longitudinal ECoG studySemantic proximity Read

Simulation of Natural Language from Brain Activity Using Wearable EEG and Deep LearningSemantic proximity Read

Performance-weighted ensemble learning for detecting patients with FTD and ALS from short reading tasksSemantic proximity Read

DO NOT LOSE SLEEP OVER IT: IMPLANTED BRAIN-COMPUTER INTERFACE FUNCTIONALITY DURING NIGHTTIME IN LATE-STAGE AMYOTROPHIC LATERAL SCLEROSISSemantic proximity Read