Constructing Semantic Networks of Comprehension from Eye-movement During Reading

被引:4
|
作者
Al Madi, Naser S. [1 ]
Khan, Javed I. [1 ]
机构
[1] Kent State Univ, Dept Comp Sci, Kent, OH 44242 USA
来源
2018 IEEE 12TH INTERNATIONAL CONFERENCE ON SEMANTIC COMPUTING (ICSC) | 2018年
关键词
WORD RECOGNITION; MODEL; PREDICTABILITY; FREQUENCY;
D O I
10.1109/ICSC.2018.00016
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this research we aim at modeling the interaction between eye-movement and comprehension during reading. Specifically, our work aspires to predict the semantic representation constructed during reading based on eye-movement data. Existing research in psychology has established that cognitive and linguistic processing influence eye-movement during reading. Our work extends existing reading models to generate semantic networks of comprehension based on cognitive theories of eyemovement and comprehension. We evaluate our model through a human experiment in four reading situations explaining and answering many of the phenomena observed in reading research. This work contributes to our understanding of reading as a cognitive task, and provides a framework for computer systems that mimic and evaluate human reading behavior.
引用
收藏
页码:49 / 55
页数:7
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