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1
Probing for the Usage of Grammatical Number ...
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2
Estimating the Entropy of Linguistic Distributions ...
Abstract: Shannon entropy is often a quantity of interest to linguists studying the communicative capacity of human language. However, entropy must typically be estimated from observed data because researchers do not have access to the underlying probability distribution that gives rise to these data. While entropy estimation is a well-studied problem in other fields, there is not yet a comprehensive exploration of the efficacy of entropy estimators for use with linguistic data. In this work, we fill this void, studying the empirical effectiveness of different entropy estimators for linguistic distributions. In a replication of two recent information-theoretic linguistic studies, we find evidence that the reported effect size is over-estimated due to over-reliance on poor entropy estimators. Finally, we end our paper with concrete recommendations for entropy estimation depending on distribution type and data availability. ... : 21 pages (5 pages main text). 4 figures. Accepted to ACL 2022 ...
Keyword: 94A17 Primary 62B10 Secondary; Computation and Language cs.CL; FOS Computer and information sciences; I.2.7; E.4
URL: https://arxiv.org/abs/2204.01469
https://dx.doi.org/10.48550/arxiv.2204.01469
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3
A Latent-Variable Model for Intrinsic Probing ...
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4
On Homophony and Rényi Entropy ...
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5
Towards Zero-shot Language Modeling ...
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6
Differentiable Generative Phonology ...
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7
Finding Concept-specific Biases in Form--Meaning Associations ...
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8
Quantifying Gender Bias Towards Politicians in Cross-Lingual Language Models ...
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9
Probing as Quantifying Inductive Bias ...
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10
Revisiting the Uniform Information Density Hypothesis ...
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11
How (Non-)Optimal is the Lexicon? ...
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12
Disambiguatory Signals are Stronger in Word-initial Positions ...
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13
A Cognitive Regularizer for Language Modeling ...
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14
Do Syntactic Probes Probe Syntax? Experiments with Jabberwocky Probing ...
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15
On the Relationships Between the Grammatical Genders of Inanimate Nouns and Their Co-Occurring Adjectives and Verbs ...
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16
Investigating Cross-Linguistic Adjective Ordering Tendencies with a Latent-Variable Model ...
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17
SIGMORPHON 2020 Shared Task 0: Typologically Diverse Morphological Inflection ...
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18
Intrinsic Probing through Dimension Selection ...
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19
SIGTYP 2020 Shared Task: Prediction of Typological Features ...
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20
Information-Theoretic Probing for Linguistic Structure ...
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