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1
Dependency locality as an explanatory principle for word order
In: Prof. Levy (2022)
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2
Granularity in the Semantics of Comparison
In: Semantics and Linguistic Theory; Proceedings of SALT 31; 550-569 ; 2163-5951 (2022)
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3
Competition from novel features drives scalar inferences in reference games
In: Proceedings of the Annual Meeting of the Cognitive Science Society, vol 43, iss 43 (2021)
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4
Using the Interpolated Maze Task to Assess Incremental Processing in English Relative Clauses
In: Proceedings of the Annual Meeting of the Cognitive Science Society, vol 43, iss 43 (2021)
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5
Child-directed Listening: How Caregiver Inference Enables Children's Early Verbal Communication
In: Proceedings of the Annual Meeting of the Cognitive Science Society, vol 43, iss 43 (2021)
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6
On Factors Influencing Typing Time: Insights from a Viral Online Typing Game
In: Proceedings of the Annual Meeting of the Cognitive Science Society, vol 43, iss 43 (2021)
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7
Eye Movement Traces of Linguistic Knowledge
In: Proceedings of the Annual Meeting of the Cognitive Science Society, vol 43, iss 43 (2021)
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8
A Systematic Assessment of Syntactic Generalization in Neural Language Models
In: Association for Computational Linguistics (2021)
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9
Hierarchical Representation in Neural Language Models: Suppression and Recovery of Expectations
In: Association for Computational Linguistics (2021)
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10
SyntaxGym: An Online Platform for Targeted Evaluation of Language Models
In: Association for Computational Linguistics (2021)
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11
Comparing Models of Associative Meaning: An Empirical Investigation of Reference in Simple Language Games
In: Association for Computational Linguistics (2021)
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12
Cognitive Science Honors the Memory of Jeffrey Elman
In: MIT Press (2021)
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13
Investigating Novel Verb Learning in BERT: Selectional Preference Classes and Alternation-Based Syntactic Generalization
In: Association for Computational Linguistics (2021)
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14
Representation of Constituents in Neural Language Models: Coordination Phrase as a Case Study
In: Association for Computational Linguistics (2021)
Abstract: © 2019 Association for Computational Linguistics Neural language models have achieved state-of-the-art performances on many NLP tasks, and recently have been shown to learn a number of hierarchically-sensitive syntactic dependencies between individual words. However, equally important for language processing is the ability to combine words into phrasal constituents, and use constituent-level features to drive downstream expectations. Here we investigate neural models' ability to represent constituent-level features, using coordinated noun phrases as a case study. We assess whether different neural language models trained on English and French represent phrase-level number and gender features, and use those features to drive downstream expectations. Our results suggest that models use a linear combination of NP constituent number to drive CoordNP/verb number agreement. This behavior is highly regular and even sensitive to local syntactic context, however it differs crucially from observed human behavior. Models have less success with gender agreement. Models trained on large corpora perform best, and there is no obvious advantage for models trained using explicit syntactic supervision.
URL: https://hdl.handle.net/1721.1/137251
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15
SyntaxGym: An Online Platform for Targeted Evaluation of Language Models
In: Association for Computational Linguistics (2021)
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16
Structural Supervision Improves Few-Shot Learning and Syntactic Generalization in Neural Language Models
In: Association for Computational Linguistics (2021)
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17
Neural language models as psycholinguistic subjects: Representations of syntactic state
In: Association for Computational Linguistics (2021)
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18
Linking artificial and human neural representations of language
In: Association for Computational Linguistics (2021)
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19
Structural Supervision Improves Learning of Non-Local Grammatical Dependencies
In: Association for Computational Linguistics (2021)
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20
Maze Made Easy: Better and easier measurement of incremental processing difficulty
In: Other repository (2021)
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