A Survey of Neural Networks and Formal Languages

June 02, 2020 ยท The Cartographer ยท ๐Ÿ› arXiv.org

๐Ÿ“š THE CARTOGRAPHER: The Cartographer
Survey/review paper โ€” maps the landscape rather than implementing a method.

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"Title-pattern auto-detect: A Survey of Neural Networks and Formal Languages"

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Authors Joshua Ackerman, George Cybenko arXiv ID 2006.01338 Category cs.CL: Computation & Language Citations 21 Venue arXiv.org Last Checked 2 days ago
Abstract
This report is a survey of the relationships between various state-of-the-art neural network architectures and formal languages as, for example, structured by the Chomsky Language Hierarchy. Of particular interest are the abilities of a neural architecture to represent, recognize and generate words from a specific language by learning from samples of the language.
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