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1
On the Relationships Between the Grammatical Genders of Inanimate Nouns and Their Co-Occurring Adjectives and Verbs ...
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2
SIGMORPHON 2020 Shared Task 0: Typologically Diverse Morphological Inflection ...
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3
Intrinsic Probing through Dimension Selection ...
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4
Information-Theoretic Probing for Linguistic Structure ...
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Information-Theoretic Probing for Linguistic Structure ...
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Intrinsic Probing through Dimension Selection ...
Abstract: Most modern NLP systems make use of pre-trained contextual representations that attain astonishingly high performance on a variety of tasks. Such high performance should not be possible unless some form of linguistic structure inheres in these representations, and a wealth of research has sprung up on probing for it. In this paper, we draw a distinction between intrinsic probing, which examines how linguistic information is structured within a representation, and the extrinsic probing popular in prior work, which only argues for the presence of such information by showing that it can be successfully extracted. To enable intrinsic probing, we propose a novel framework based on a decomposable multivariate Gaussian probe that allows us to determine whether the linguistic information in word embeddings is dispersed or focal. We then probe fastText and BERT for various morphosyntactic attributes across 36 languages. We find that most attributes are reliably encoded by only a few neurons, with fastText ... : Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP) ...
URL: http://hdl.handle.net/20.500.11850/462314
https://dx.doi.org/10.3929/ethz-b-000462314
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Predicting Declension Class from Form and Meaning ...
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8
Predicting declension class from form and meaning
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9
Measuring the Similarity of Grammatical Gender Systems by Comparing Partitions
In: Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP) (2020)
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10
Pareto Probing: Trading Off Accuracy for Complexity
In: Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP) (2020)
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11
Predicting Declension Class from Form and Meaning
In: Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics (2020)
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12
A Tale of a Probe and a Parser
In: Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics (2020)
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13
Intrinsic Probing through Dimension Selection
In: Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP) (2020)
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14
Information-Theoretic Probing for Linguistic Structure
In: Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics (2020)
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15
Pareto Probing: Trading Off Accuracy for Complexity ...
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16
A Tale of a Probe and a Parser ...
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17
A Tale of a Probe and a Parser ...
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18
Measuring the Similarity of Grammatical Gender Systems by Comparing Partitions ...
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19
Predicting Declension Class from Form and Meaning ...
Williams, Adina; Pimentel, Tiago; Blix, Hagen. - : ETH Zurich, 2020
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