@inproceedings{65840a002b3e4859b263de75748be556,
title = "EEG-Based Recognition of Knowledge Acquisition States in Second Language Learning",
abstract = "Decoding information related to language cognition from Electroencephalogram (EEG) signals can reveal learners{\textquoteright} genuine responses to knowledge. Existing language learning research using EEG experimental paradigms often focuses on abstract stimuli, which undermines the accuracy of reflecting real experiences in the actual learning process. This study presents a more natural EEG experimental paradigm for second language(L2) learners, recording EEG signals in video-based language learning scenarios. Data analysis from 12 participants confirms the paradigm{\textquoteright}s validity, allowing us to establish a mapping model between EEG signals and learners{\textquoteright} states of language acquisition, achieving an accuracy of 0.95. These findings demonstrate the feasibility of decoding cognitive states from real-world scenarios, highlighting the proposed paradigm{\textquoteright}s significant research potential in second language learning and offering insights into the brain{\textquoteright}s linguistic cognitive processes.",
keywords = "EEG, language acquisition state recognition, language cognition, second language learning",
author = "Shanlin Xi and Ziyu Li and Xia Wu",
note = "Publisher Copyright: {\textcopyright} The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2025.; 14th International Conference on Brain Inspired Cognitive Systems, BICS 2024 ; Conference date: 06-12-2024 Through 08-12-2024",
year = "2025",
doi = "10.1007/978-981-96-2885-8_3",
language = "English",
isbn = "9789819628841",
series = "Lecture Notes in Computer Science",
publisher = "Springer Science and Business Media Deutschland GmbH",
pages = "21--30",
editor = "Amir Hussain and Bo Jiang and Jinchang Ren and Mufti Mahmud and Erfu Yang and Aihua Zheng and Chenglong Li and Shuqiang Wang and Zhi Gao and Zhicheng Zhao",
booktitle = "Advances in Brain Inspired Cognitive Systems - 14th International Conference, BICS 2024, Proceedings",
address = "Germany",
}