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Hits 1 – 14 of 14

1
Investigating Failures of Automatic Translation in the Case of Unambiguous Gender ...
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2
On the Relationships Between the Grammatical Genders of Inanimate Nouns and Their Co-Occurring Adjectives and Verbs ...
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3
SIGMORPHON 2020 Shared Task 0: Typologically Diverse Morphological Inflection ...
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4
Intrinsic Probing through Dimension Selection ...
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5
Information-Theoretic Probing for Linguistic Structure ...
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6
Predicting Declension Class from Form and Meaning ...
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7
Predicting declension class from form and meaning
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8
Pareto Probing: Trading Off Accuracy for Complexity ...
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9
A Tale of a Probe and a Parser ...
Abstract: Measuring what linguistic information is encoded in neural models of language has become popular in NLP. Researchers approach this enterprise by training "probes" - supervised models designed to extract linguistic structure from another model's output. One such probe is the structural probe (Hewitt and Manning, 2019), designed to quantify the extent to which syntactic information is encoded in contextualised word representations. The structural probe has a novel design, unattested in the parsing literature, the precise benefit of which is not immediately obvious. To explore whether syntactic probes would do better to make use of existing techniques, we compare the structural probe to a more traditional parser with an identical lightweight parameterisation. The parser outperforms structural probe on UUAS in seven of nine analysed languages, often by a substantial amount (e.g. by 11.1 points in English). Under a second less common metric, however, there is the opposite trend - the structural probe outperforms ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://arxiv.org/abs/2005.01641
https://dx.doi.org/10.48550/arxiv.2005.01641
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10
On the Idiosyncrasies of the Mandarin Chinese Classifier System ...
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11
Quantifying the Semantic Core of Gender Systems ...
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12
XNLI: Evaluating Cross-lingual Sentence Representations ...
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13
Verb Argument Structure Alternations in Word and Sentence Embeddings ...
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14
The RepEval 2017 Shared Task: Multi-Genre Natural Language Inference with Sentence Representations ...
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