眼动记录与主旨结构标注的关联性分析研究(Research on the correlation between eye movement feature and thematic structure label)

Haocong Shan (单昊聪), Qiang Zhou (周强)


Abstract
给定包含主旨概括句的汉语句群,针对该句群的内部结构标注是基于语言学的分析结果,而阅读句群时的眼动轨迹则蕴含着人的心理认知,两者的信息融合和内在关联性分析是该文主要工作。该文使用基于径向基函数支持向量机和递归特征消除的分类模型,根据标点小句片段对应的眼动指标数据预测该片段是否为包含主旨内容的关键信息,达到了0.76的准确率,并通过分析关键片段上眼动数据的分布特点,提取出对句群主旨概括信息区分度较好的眼动指标。
Anthology ID:
2020.ccl-1.14
Volume:
Proceedings of the 19th Chinese National Conference on Computational Linguistics
Month:
October
Year:
2020
Address:
Haikou, China
Venue:
CCL
SIG:
Publisher:
Chinese Information Processing Society of China
Note:
Pages:
141–152
Language:
Chinese
URL:
https://www.aclweb.org/anthology/2020.ccl-1.14
DOI:
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PDF:
http://aclanthology.lst.uni-saarland.de/2020.ccl-1.14.pdf