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cs.CL2025
MAD: Multi-Alignment MEG-to-Text Decoding
Yiqian Yang, Hyejeong Jo, Yiqun Duan +6
Deciphering language from brain activity is a crucial task in brain-computer interface (BCI) research. Non-invasive cerebral signaling techniques including electroencephalography (…
cs.CL2024
Are EEG-to-Text Models Working?
Hyejeong Jo, Yiqian Yang, Juhyeok Han +3
This work critically analyzes existing models for open-vocabulary EEG-to-Text translation. We identify a crucial limitation: previous studies often employed implicit teacher-forcin…
cs.CL2024
NeuSpeech: Decode Neural signal as Speech
Yiqian Yang, Yiqun Duan, Qiang Zhang +5
Decoding language from brain dynamics is an important open direction in the realm of brain-computer interface (BCI), especially considering the rapid growth of large language model…