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Hits 1 – 20 of 34
1
Dependency locality as an explanatory principle for word order
Futrell, Richard
;
Levy, Roger P
;
Gibson, Edward A
In: Prof. Levy (2022)
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2
A Systematic Assessment of Syntactic Generalization in Neural Language Models
Hu, Jennifer
;
Gauthier, Jon
;
Qian, Peng
...
In: Association for Computational Linguistics (2021)
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3
Hierarchical Representation in Neural Language Models: Suppression and Recovery of Expectations
Wilcox, Ethan
;
Levy, Roger P
;
Futrell, Richard
In: Association for Computational Linguistics (2021)
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4
Cognitive Science Honors the Memory of Jeffrey Elman
Aslin, Richard N
;
Levy, Roger P
In: MIT Press (2021)
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5
SyntaxGym: An Online Platform for Targeted Evaluation of Language Models
Gauthier, Jon
;
Hu, Jennifer
;
Wilcox, Ethan
...
In: Association for Computational Linguistics (2021)
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6
Neural language models as psycholinguistic subjects: Representations of syntactic state
Levy, Roger P
;
Qian, Peng
In: Association for Computational Linguistics (2021)
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7
Structural Supervision Improves Learning of Non-Local Grammatical Dependencies
Wilcox, Ethan
;
Qian, Peng
;
Futrell, Richard
...
In: Association for Computational Linguistics (2021)
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8
Maze Made Easy: Better and easier measurement of incremental processing difficulty
Boyce, Veronica
;
Futrell, Richard
;
Levy, Roger P
In: Other repository (2021)
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9
Child-directed Listening: How Caregiver Inference Enables Children's Early Verbal Communication ...
Meylan, Stephan C.
;
Foushee, Ruthe
;
Bergelson, Elika
. - : arXiv, 2021
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10
Child-directed Listening: How Caregiver Inference Enables Children's Early Verbal Communication.
Levy, Roger P
;
Meylan, Stephan C
;
Foushee, Ruthe
. - 2021
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11
Do domain-general executive resources play a role in linguistic prediction? Re-evaluation of the evidence and a path forward
Ryskin, Rachel
;
Levy, Roger P
;
Fedorenko, Evelina
In: Prof. Fedorenko (2021)
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12
Pronoun interpretation in Mandarin Chinese follows principles of Bayesian inference
Zhan, Meilin
;
Levy, Roger P
;
Kehler, Andrew
In: PLoS (2021)
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13
Assessing Language Proficiency from Eye Movements in Reading
Berzak, Yevgeni
;
Katz, Boris
;
Levy, Roger P
In: Association for Computational Linguistics (2021)
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14
Implicit Gender Bias in Linguistic Descriptions for Expected Events: The Cases of the 2016 United States and 2017 United Kingdom Elections
von der Malsburg, Titus
;
Poppels, Till
;
Levy, Roger P
In: Sage (2021)
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15
Language Learning and Processing in People and Machines
Nematzadeh, Aida
;
Futrell, Richard
;
Levy, Roger P
In: Association for Computational Linguistics (2021)
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16
Lossy‐Context Surprisal: An Information‐Theoretic Model of Memory Effects in Sentence Processing
Futrell, Richard
;
Gibson, Edward
;
Levy, Roger P
In: Wiley (2021)
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17
A Targeted Assessment of Incremental Processing in Neural LanguageModels and Humans ...
Wilcox, Ethan Gotlieb
;
Vani, Pranali
;
Levy, Roger P.
. - : arXiv, 2021
Abstract:
We present a targeted, scaled-up comparison of incremental processing in humans and neural language models by collecting by-word reaction time data for sixteen different syntactic test suites across a range of structural phenomena. Human reaction time data comes from a novel online experimental paradigm called the Interpolated Maze task. We compare human reaction times to by-word probabilities for four contemporary language models, with different architectures and trained on a range of data set sizes. We find that across many phenomena, both humans and language models show increased processing difficulty in ungrammatical sentence regions with human and model `accuracy' scores (a la Marvin and Linzen(2018)) about equal. However, although language model outputs match humans in direction, we show that models systematically under-predict the difference in magnitude of incremental processing difficulty between grammatical and ungrammatical sentences. Specifically, when models encounter syntactic violations they ... : To appear at ACL 2021 ...
Keyword:
Computation and Language cs.CL
;
FOS Computer and information sciences
URL:
https://arxiv.org/abs/2106.03232
https://dx.doi.org/10.48550/arxiv.2106.03232
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18
A Rate–Distortion view of human pragmatic reasoning
Zaslavsky, Noga
;
Hu, Jennifer
;
Levy, Roger P.
In: Proceedings of the Society for Computation in Linguistics (2021)
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19
Towards a Referential Theory of Ellipsis
Poppels, Till
. - : eScholarship, University of California, 2020
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20
Implicit Gender Bias in Linguistic Descriptions for Expected Events: The Cases of the 2016 United States and 2017 United Kingdom Elections ...
Malsburg, Titus Von Der
;
Poppels, Till
;
Levy, Roger P.
. - : SAGE Journals, 2020
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