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1
Probing for the Usage of Grammatical Number ...
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2
On Homophony and Rényi Entropy ...
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3
On Homophony and Rényi Entropy ...
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4
Revisiting the Uniform Information Density Hypothesis ...
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5
Revisiting the Uniform Information Density Hypothesis ...
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6
Modeling the Unigram Distribution ...
Abstract: Read paper: https://www.aclanthology.org/2021.findings-acl.326 Abstract: The unigram distribution is the non-contextual probability of finding a specific word form in a corpus. While of central importance to the study of language, it is commonly approximated by each word's sample frequency in the corpus. This approach, being highly dependent on sample size, assigns zero probability to any out-of-vocabulary (oov) word form. As a result, it produces negatively biased probabilities for any oov word form, while positively biased probabilities to in-corpus words. In this work, we argue in favor of properly modeling the unigram distribution---claiming it should be a central task in natural language processing. With this in mind, we present a novel model for estimating it in a language (a neuralization of Goldwater et al.'s (2011) model) and show it produces much better estimates across a diverse set of 7 languages than the naïive use of neural character-level language models. ...
URL: https://dx.doi.org/10.48448/fx5z-4a29
https://underline.io/lecture/26417-modeling-the-unigram-distribution
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7
A Bayesian Framework for Information-Theoretic Probing ...
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8
A surprisal--duration trade-off across and within the world's languages ...
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9
Revisiting the Uniform Information Density Hypothesis ...
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10
What About the Precedent: An Information-Theoretic Analysis of Common Law ...
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11
Modeling the Unigram Distribution ...
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12
Finding Concept-specific Biases in Form–Meaning Associations ...
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13
Modeling the Unigram Distribution
In: Findings of the Association for Computational Linguistics: ACL-IJCNLP 2021 (2021)
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14
What About the Precedent: An Information-Theoretic Analysis of Common Law
In: Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (2021)
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15
Finding Concept-specific Biases in Form–Meaning Associations
In: Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (2021)
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16
A Non-Linear Structural Probe
In: Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (2021)
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17
Disambiguatory Signals are Stronger in Word-initial Positions
In: Proceedings of the 16th Conference of the European Chapter of the Association for Computational Linguistics: Main Volume (2021)
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18
How (Non-)Optimal is the Lexicon?
In: Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (2021)
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19
A Bayesian Framework for Information-Theoretic Probing
In: Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing (2021)
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20
How (Non-)Optimal is the Lexicon? ...
NAACL 2021 2021; Blasi, Damián; Cotterell, Ryan. - : Underline Science Inc., 2021
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