Author

Tian Zheng

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Jul 2026

Joint Text-Audio Alignment for EEG-to-Text Decoding in Chinese Speech Production and Perception

EEAlign is introduced, a novel parameter-efficient framework that jointly aligns EEG with two axes---text alignment with BGE-M3 text embeddings and audio alignment with wav2vec~2.0 speech features via contrastive learning followed by CTC character-sequence decoding.

Tian Zheng, Xu-Rong Xie, Xinxin Zhu et al. · arXiv.org · 0 citations

Open access Jul 2026

Decoding Chinese speech across multiple neural conditions via EEG: dataset construction and interpretability driven spatial optimization

The potential of neural signal decoding technologies in communication assistance is demonstrated, the decodability of Chinese Mandarin EEG datasets are revealed, and feasible recommendations for the future design of Chinese BCI applications are provided.

Haoming Wang, Gaoyuan Zhang, Xu-Rong Xie et al. · Frontiers in Psychology · 1 citation