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Hits 1 – 20 of 58
1
How Efficiency Shapes Human Language
Gibson, Edward
;
Futrell, Richard
;
Piantadosi, Steven
...
In: https://hal.archives-ouvertes.fr/hal-03552539 ; 2022 (2022)
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2
A verb-frame frequency account of constraints on long-distance dependencies in English
Liu, Yingtong
;
Ryskin, Rachel
;
Futrell, Richard
...
In: Prof. Gibson (2022)
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3
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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4
When classifying grammatical role, BERT doesn't care about word order... except when it matters ...
Papadimitriou, Isabel
;
Futrell, Richard
;
Mahowald, Kyle
. - : arXiv, 2022
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5
Grammatical cues are largely, but not completely, redundant with word meanings in natural language ...
Mahowald, Kyle
;
Diachek, Evgeniia
;
Gibson, Edward
. - : arXiv, 2022
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6
Learning Constraints on Wh-Dependencies by Learning How to Efficiently Represent Wh-Dependencies: A Developmental Modeling Investigation With Fragment Grammars
Dickson, Niels
;
Pearl, Lisa
;
Futrell, Richard
In: Proceedings of the Society for Computation in Linguistics (2022)
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7
When Classifying Arguments, BERT Doesn't Care About Word Order. Except When It Matters
Papadimitriou, Isabel
;
Futrell, Richard
;
Mahowald, Kyle
In: Proceedings of the Society for Computation in Linguistics (2022)
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8
Word order affects the frequency of adjective use across languages
Kachakeche, Zeinab
;
Futrell, Richard
;
Scontras, Gregory
In: Proceedings of the Annual Meeting of the Cognitive Science Society, vol 43, iss 43 (2021)
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9
Syntactic dependencies correspond to word pairs with high mutual information
Futrell, Richard
;
Qian, Peng
;
Gibson, Edward A
...
In: Association for Computational Linguistics (2021)
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10
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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11
Structural Supervision Improves Few-Shot Learning and Syntactic Generalization in Neural Language Models
Wilcox, Ethan
;
Futrell, Richard
;
Qian, Peng
...
In: Association for Computational Linguistics (2021)
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12
Syntactic dependencies correspond to word pairs with high mutual information
Futrell, Richard
;
Qian, Peng
;
Gibson, Edward
...
In: Association for Computational Linguistics (2021)
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13
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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14
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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15
An Information-Theoretic Characterization of Morphological Fusion ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Futrell, Richard
;
Hahn, Michael
. - : Underline Science Inc., 2021
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16
Deep Subjecthood: Higher-Order Grammatical Features in Multilingual BERT ...
Papadimitriou, Isabel
;
Chi, Ethan A.
;
Futrell, Richard
. - : arXiv, 2021
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17
Multilingual BERT, Ergativity, and Grammatical Subjecthood ...
Papadimitriou, Isabel
;
Chi, Ethan A.
;
Futrell, Richard
. - : University of Massachusetts Amherst, 2021
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18
Sensitivity as a Complexity Measure for Sequence Classification Tasks ...
Hahn, Michael
;
Jurafsky, Dan
;
Futrell, Richard
. - : arXiv, 2021
Abstract:
We introduce a theoretical framework for understanding and predicting the complexity of sequence classification tasks, using a novel extension of the theory of Boolean function sensitivity. The sensitivity of a function, given a distribution over input sequences, quantifies the number of disjoint subsets of the input sequence that can each be individually changed to change the output. We argue that standard sequence classification methods are biased towards learning low-sensitivity functions, so that tasks requiring high sensitivity are more difficult. To that end, we show analytically that simple lexical classifiers can only express functions of bounded sensitivity, and we show empirically that low-sensitivity functions are easier to learn for LSTMs. We then estimate sensitivity on 15 NLP tasks, finding that sensitivity is higher on challenging tasks collected in GLUE than on simple text classification tasks, and that sensitivity predicts the performance both of simple lexical classifiers and of vanilla ... : Accepted by TACL. This is a pre-MIT Press publication version ...
Keyword:
Computation and Language cs.CL
;
Computational Complexity cs.CC
;
FOS Computer and information sciences
;
Machine Learning cs.LG
URL:
https://dx.doi.org/10.48550/arxiv.2104.10343
https://arxiv.org/abs/2104.10343
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19
What do RNN Language Models Learn about Filler–Gap Dependencies?
Wilcox, Ethan
;
Levy, Roger
;
Morita, Takashi
...
In: Association for Computational Linguistics (2021)
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20
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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