TMNRED, A Chinese Language EEG Dataset for Fuzzy Semantic Target Identification in Natural Reading Environments.

Journal: Scientific data
PMID: 40280929

Abstract

Semantic understanding is central to advanced cognitive functions, and the mechanisms by which the brain processes language information are still being explored. Existing EEG datasets often lack natural reading data specific to Chinese, limiting research on Chinese semantic decoding and natural language processing. This study aims to construct a Chinese natural reading EEG dataset, TMNRED, for semantic target identification in natural reading environments. TMNRED was collected from 30 participants reading sentences sourced from public internet resources and media reports. Each participant underwent 400-450 trials in a single day, resulting in a dataset with over 10 hours of continuous EEG data and more than 4000 trials. This dataset provides valuable physiological data for studying Chinese semantics and developing more accurate Chinese natural language processing models.

Authors

  • Yanru Bai
    School of Automation and Electrical Engineering, University of Science and Technology Beijing, Beijing 100083, China.
  • Qi Tang
  • Ran Zhao
    College of Information Engineering, Shanghai Maritime University, Shanghai 201306, China.
  • Hongxing Liu
    Institute of Automation, Chinese Academy of Sciences, Beijing, China.
  • Shuming Zhang
  • Mingkun Guo
    Academy of Medical Engineering and Translational Medicine, Tianjin University, Tianjin, 300072, China.
  • Minghan Guo
    Academy of Medical Engineering and Translational Medicine, Tianjin University, Tianjin, 300072, China.
  • Junjie Wang
    School of Computer Science and Technology, Harbin Institute of Technology, Harbin, China.
  • Changjian Wang
    College of Computer, National University of Defense Technology, Changsha, China.
  • Mu Xing
    Academy of Medical Engineering and Translational Medicine, Tianjin University, Tianjin, 300072, China.
  • Guangjian Ni
  • Dong Ming
    Institute of Medical Engineering and Translational Medicine, Tianjin University, Tianjin, China.

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