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1
Probing for the Usage of Grammatical Number ...
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2
Estimating the Entropy of Linguistic Distributions ...
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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 ...
Abstract: Can we construct a neural model that is inductively biased towards learning human languages? Motivated by this question, we aim at constructing an informative prior over neural weights, in order to adapt quickly to held-out languages in the task of character-level language modeling. We infer this distribution from a sample of typologically diverse training languages via Laplace approximation. The use of such a prior outperforms baseline models with an uninformative prior (so-called "fine-tuning") in both zero-shot and few-shot settings. This shows that the prior is imbued with universal phonological knowledge. Moreover, we harness additional language-specific side information as distant supervision for held-out languages. Specifically, we condition language models on features from typological databases, by concatenating them to hidden states or generating weights with hyper-networks. These features appear beneficial in the few-shot setting, but not in the zero-shot setting. Since the paucity of digital texts ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://arxiv.org/abs/2108.03334
https://dx.doi.org/10.48550/arxiv.2108.03334
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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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