Information-theoretic principles in incremental language production

被引:2
作者
Futrell, Richard [1 ]
机构
[1] Univ Calif Irvine, Dept Language Sci, Irvine, CA 92617 USA
关键词
psycholinguistics; information theory; language production; control theory; reinforcement learning; PICTURE-WORD INTERFERENCE; SPREADING-ACTIVATION THEORY; SEMANTIC INTERFERENCE; SENTENCE PRODUCTION; LEXICAL ACCESS; COMPUTATION; COMPETITION; RETRIEVAL; ORDER; TIME;
D O I
10.1073/pnas.2220593120
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
I apply a recently emerging perspective on the complexity of action selection, the rate-distortion theory of control, to provide a computational-level model of errors and difficulties in human language production, which is grounded in information theory and control theory. Language production is cast as the sequential selection of actions to achieve a communicative goal subject to a capacity constraint on cognitive control. In a series of calculations, simulations, corpus analyses, and comparisons to experimental data, I show that the model directly predicts some of the major known qualitative and quantitative phenomena in language production, including semantic interference and predictability effects in word choice; accessibility-based ("easy-first") production preferences in word order alternations; and the existence and distribution of disfluencies including filled pauses, corrections, and false starts. I connect the rate-distortion view to existing models of human language production, to probabilistic models of semantics and pragmatics, and to proposals for controlled language generation in the machine learning and reinforcement learning literature.
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页数:10
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