A transfer-learning benchmark on CheXpert chest X-rays reports AUROC 0.86 with ConvNeXt, but the claimed NLP integration is not demonstrated.
A short proof that $O_2$ is an MCFL
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abstract
We present a new proof that $O_2$ is a multiple context-free language. It contrasts with a recent proof by Salvati (2015) in its avoidance of concepts that seem specific to two-dimensional geometry, such as the complex exponential function. Our simple proof creates realistic prospects of widening the results to higher dimensions. This finding is of central importance to the relation between extreme free word order and classes of grammars used to describe the syntax of natural language.
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Multilabel Classification for Lung Disease Detection: Integrating Deep Learning and Natural Language Processing
A transfer-learning benchmark on CheXpert chest X-rays reports AUROC 0.86 with ConvNeXt, but the claimed NLP integration is not demonstrated.