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.