Parsing Model and a Rational Theory of Memory

Jakub Dotlacil; Puck de Haan

doi:10.3389/fpsyg.2021.657705

Parsing Model and a Rational Theory of Memory

Research output: Contribution to journal › Article › Academic › peer-review

Abstract

This paper explores how the rational theory of memory summarized in Anderson (1991) can inform the computational psycholinguistic models of human parsing. It is shown that transition-based parsing is particularly suitable to be combined with Anderson's theory of memory systems. The combination of the rational theory of memory with the transition-based parsers results in a model of sentence processing that is data-driven and can be embedded in the cognitive architecture Adaptive Control of Thought-Rational (ACT-R). The predictions of the parser are tested against qualitative data (garden-path sentences) and a self-paced reading corpus (the Natural Stories corpus).

Original language	English
Article number	657705
Pages (from-to)	1-17
Journal	Frontiers in Psychology
Volume	12
DOIs	https://doi.org/10.3389/fpsyg.2021.657705
Publication status	Published - 23 Jun 2021

Keywords

cognitively constrained parsers
computational psycholinguistics
memory retrieval
modeling reading data
rational theory of memory

Access to Document

10.3389/fpsyg.2021.657705Licence: CC BY

fpsyg-12-657705Final published version, 1.1 MBLicence: CC BY

Cite this

@article{b0380d601dce4da983bb1df69b8ee27c,

title = "Parsing Model and a Rational Theory of Memory",

abstract = "This paper explores how the rational theory of memory summarized in Anderson (1991) can inform the computational psycholinguistic models of human parsing. It is shown that transition-based parsing is particularly suitable to be combined with Anderson's theory of memory systems. The combination of the rational theory of memory with the transition-based parsers results in a model of sentence processing that is data-driven and can be embedded in the cognitive architecture Adaptive Control of Thought-Rational (ACT-R). The predictions of the parser are tested against qualitative data (garden-path sentences) and a self-paced reading corpus (the Natural Stories corpus).",

keywords = "cognitively constrained parsers, computational psycholinguistics, memory retrieval, modeling reading data, rational theory of memory",

author = "Jakub Dotlacil and {de Haan}, Puck",

note = "Funding Information: The research reported in this paper was supported by the NWO grant VC.GW.17.122. Publisher Copyright: {\textcopyright} Copyright {\textcopyright} 2021 Dotla{\v c}il and de Haan.",

year = "2021",

month = jun,

day = "23",

doi = "10.3389/fpsyg.2021.657705",

language = "English",

volume = "12",

pages = "1--17",

journal = "Frontiers in Psychology",

issn = "1664-1078",

publisher = "Frontiers Media S.A.",

}

TY - JOUR

T1 - Parsing Model and a Rational Theory of Memory

AU - Dotlacil, Jakub

AU - de Haan, Puck

PY - 2021/6/23

Y1 - 2021/6/23

N2 - This paper explores how the rational theory of memory summarized in Anderson (1991) can inform the computational psycholinguistic models of human parsing. It is shown that transition-based parsing is particularly suitable to be combined with Anderson's theory of memory systems. The combination of the rational theory of memory with the transition-based parsers results in a model of sentence processing that is data-driven and can be embedded in the cognitive architecture Adaptive Control of Thought-Rational (ACT-R). The predictions of the parser are tested against qualitative data (garden-path sentences) and a self-paced reading corpus (the Natural Stories corpus).

AB - This paper explores how the rational theory of memory summarized in Anderson (1991) can inform the computational psycholinguistic models of human parsing. It is shown that transition-based parsing is particularly suitable to be combined with Anderson's theory of memory systems. The combination of the rational theory of memory with the transition-based parsers results in a model of sentence processing that is data-driven and can be embedded in the cognitive architecture Adaptive Control of Thought-Rational (ACT-R). The predictions of the parser are tested against qualitative data (garden-path sentences) and a self-paced reading corpus (the Natural Stories corpus).

KW - cognitively constrained parsers

KW - computational psycholinguistics

KW - memory retrieval

KW - modeling reading data

KW - rational theory of memory

UR - http://www.scopus.com/inward/record.url?scp=85109404813&partnerID=8YFLogxK

U2 - 10.3389/fpsyg.2021.657705

DO - 10.3389/fpsyg.2021.657705

M3 - Article

SN - 1664-1078

VL - 12

SP - 1

EP - 17

JO - Frontiers in Psychology

JF - Frontiers in Psychology

M1 - 657705

ER -

Parsing Model and a Rational Theory of Memory

Abstract

Keywords

Access to Document

Fingerprint

Cite this