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Hits 1 – 15 of 15

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
Contrastive Explanations for Model Interpretability ...
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4
Measuring and Improving Consistency in Pretrained Language Models ...
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5
Amnesic Probing: Behavioral Explanation With Amnesic Counterfactuals ...
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6
Counterfactual Interventions Reveal the Causal Effect of Relative Clause Representations on Agreement Prediction ...
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7
Neural Extractive Search ...
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8
Counterfactual Interventions Reveal the Causal Effect of Relative Clause Representations on Agreement Prediction ...
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9
Ab Antiquo: Neural Proto-language Reconstruction ...
NAACL 2021 2021; Goldberg, Yoav; Meloni, Carlo; Ravfogel, Shauli. - : Underline Science Inc., 2021
Abstract: Read the paper on the folowing link: https://www.aclweb.org/anthology/2021.naacl-main.353/ Abstract: Historical linguists have identified regularities in the process of historic sound change. The comparative method utilizes those regularities to reconstruct proto-words based on observed forms in daughter languages. Can this process be efficiently automated? We address the task of proto-word reconstruction, in which the model is exposed to cognates in contemporary daughter languages, and has to predict the proto word in the ancestor language. We provide a novel dataset for this task, encompassing over 8,000 comparative entries, and show that neural sequence models outperform conventional methods applied to this task so far. Error analysis reveals variability in the ability of neural model to capture different phonological changes, correlating with the complexity of the changes. Analysis of learned embeddings reveals the models learn phonologically meaningful generalizations, corresponding to well-attested ...
Keyword: Artificial Intelligence; Computer Science and Engineering; Intelligent System; Natural Language Processing; Psycholinguistics
URL: https://underline.io/lecture/19656-ab-antiquo-neural-proto-language-reconstruction
https://dx.doi.org/10.48448/7cw5-e737
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10
It's not Greek to mBERT: Inducing Word-Level Translations from Multilingual BERT ...
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11
The Extraordinary Failure of Complement Coercion Crowdsourcing ...
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12
Amnesic Probing: Behavioral Explanation with Amnesic Counterfactuals ...
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13
Unsupervised Distillation of Syntactic Information from Contextualized Word Representations ...
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14
Ab Antiquo: Neural Proto-language Reconstruction ...
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15
Can LSTM Learn to Capture Agreement? The Case of Basque ...
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