DeepTingle

May 09, 2017 ยท Declared Dead ยท ๐Ÿ› ICCC

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Authors Ahmed Khalifa, Gabriella A. B. Barros, Julian Togelius arXiv ID 1705.03557 Category cs.CL: Computation & Language Cross-listed cs.LG Citations 31 Venue ICCC Last Checked 4 months ago
Abstract
DeepTingle is a text prediction and classification system trained on the collected works of the renowned fantastic gay erotica author Chuck Tingle. Whereas the writing assistance tools you use everyday (in the form of predictive text, translation, grammar checking and so on) are trained on generic, purportedly "neutral" datasets, DeepTingle is trained on a very specific, internally consistent but externally arguably eccentric dataset. This allows us to foreground and confront the norms embedded in data-driven creativity and productivity assistance tools. As such tools effectively function as extensions of our cognition into technology, it is important to identify the norms they embed within themselves and, by extension, us. DeepTingle is realized as a web application based on LSTM networks and the GloVe word embedding, implemented in JavaScript with Keras-JS.
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