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1
Analyzing Gender Representation in Multilingual Models ...
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2
BitFit: Simple Parameter-efficient Fine-tuning for Transformer-based Masked Language-models ...
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3
Including Signed Languages in Natural Language Processing ...
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4
Data Augmentation for Sign Language Gloss Translation ...
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5
Counterfactual Interventions Reveal the Causal Effect of Relative Clause Representations on Agreement Prediction ...
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6
It's not Greek to mBERT: Inducing Word-Level Translations from Multilingual BERT ...
Abstract: Recent works have demonstrated that multilingual BERT (mBERT) learns rich cross-lingual representations, that allow for transfer across languages. We study the word-level translation information embedded in mBERT and present two simple methods that expose remarkable translation capabilities with no fine-tuning. The results suggest that most of this information is encoded in a non-linear way, while some of it can also be recovered with purely linear tools. As part of our analysis, we test the hypothesis that mBERT learns representations which contain both a language-encoding component and an abstract, cross-lingual component, and explicitly identify an empirical language-identity subspace within mBERT representations. ... : BlackboxNLP 2020 ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://dx.doi.org/10.48550/arxiv.2010.08275
https://arxiv.org/abs/2010.08275
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7
The Extraordinary Failure of Complement Coercion Crowdsourcing ...
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8
Amnesic Probing: Behavioral Explanation with Amnesic Counterfactuals ...
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9
Break It Down: A Question Understanding Benchmark ...
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10
Unsupervised Domain Clusters in Pretrained Language Models ...
Aharoni, Roee; Goldberg, Yoav. - : arXiv, 2020
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11
Nakdan: Professional Hebrew Diacritizer ...
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12
Interactive Extractive Search over Biomedical Corpora ...
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13
Unsupervised Distillation of Syntactic Information from Contextualized Word Representations ...
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14
pyBART: Evidence-based Syntactic Transformations for IE ...
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15
Syntactic Search by Example ...
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16
Ab Antiquo: Neural Proto-language Reconstruction ...
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17
How does Grammatical Gender Affect Noun Representations in Gender-Marking Languages? ...
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18
Breaking NLI Systems with Sentences that Require Simple Lexical Inferences ...
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19
Can LSTM Learn to Capture Agreement? The Case of Basque ...
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20
Exploring the Syntactic Abilities of RNNs with Multi-task Learning ...
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