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1
Neural reality of argument structure constructions ...
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2
Quantifying the Task-Specific Information in Text-Based Classifications ...
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3
How is BERT surprised? Layerwise detection of linguistic anomalies ...
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4
Semantic coordinates analysis reveals language changes in the AI field ...
Zhu, Zining; Xu, Yang; Rudzicz, Frank. - : arXiv, 2020
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5
An information theoretic view on selecting linguistic probes ...
Zhu, Zining; Rudzicz, Frank. - : arXiv, 2020
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6
Examining the rhetorical capacities of neural language models ...
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7
Detecting cognitive impairments by agreeing on interpretations of linguistic features ...
Abstract: Linguistic features have shown promising applications for detecting various cognitive impairments. To improve detection accuracies, increasing the amount of data or the number of linguistic features have been two applicable approaches. However, acquiring additional clinical data can be expensive, and hand-crafting features is burdensome. In this paper, we take a third approach, proposing Consensus Networks (CNs), a framework to classify after reaching agreements between modalities. We divide linguistic features into non-overlapping subsets according to their modalities, and let neural networks learn low-dimensional representations that agree with each other. These representations are passed into a classifier network. All neural networks are optimized iteratively. In this paper, we also present two methods that improve the performance of CNs. We then present ablation studies to illustrate the effectiveness of modality division. To understand further what happens in CNs, we visualize the representations during ... : NAACL 2019 ...
Keyword: Artificial Intelligence cs.AI; Computation and Language cs.CL; FOS Computer and information sciences
URL: https://arxiv.org/abs/1808.06570
https://dx.doi.org/10.48550/arxiv.1808.06570
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8
Deconfounding age effects with fair representation learning when assessing dementia ...
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