Minutes after the epic finale of the seventh season of Game of Thrones, fans of the show were already dismayed to hear that the final, six-episode season of the series isn’t set to air until spring 2019.
For readers of the A Song of Ice and Fire novel series on which the TV show is based, disappointment stemming from that estimated wait time is laughable. The fifth novel in seven-novel series, A Dance with Dragons, was published in 2011 and author George R.R. Martin has been laboring over the The Winds of Winter since, with no release date in sight. With no new source material, producers of the TV series have been forced to move the story forward themselves since late season 6.
Tired of the wait and armed with technology far beyond the grand maesters of Oldtown, full-stack software engineer Zack Thoutt is training a recurrent neural network (RNN) to predict the events of the unfinished sixth novel. Read the first chapter of the book here.
“I’m a huge fan of Game of Thrones, the books and the show,” said Thoutt, who had just completed a Udacity course on artificial intelligence and deep learning and used what he learned to do the project. “I had worked with RNNs a bit in that class and thought I’d give working with the books a shot.”
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“It is trying to write a new book. A perfect model would take everything that has happened in the books into account and not write about characters being alive when they died two books ago,” Thoutt said. “The reality, though, is that the model isn’t good enough to do that. If the model were that good authors might be in trouble. The model is striving to be a new book and to take everything into account, but it makes a lot of mistakes because the technology to train a perfect text generator that can remember complex plots over millions of words doesn’t exist yet.”
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“I start each chapter by giving it a prime word, which I always used as a character name, and tell it how many words after that to generate,” Thoutt said. ” I wanted to do chapters for specific characters like in the books, so I always used one of the character names as the prime word … there is no editing other than supplying the network that first prime word.”
George R.R. Martin isn’t going to be calling for writing tips anytime soon, but Thoutt’s network is able to write mostly readable sentences and is packed with some serious twists.
Link to the rest at Motherboard
PG predicts AI-written books will be common within two years.
He doesn’t know if they will be very good, but it will be interesting to watch the technology develop.
PG also predicts that AI-written books won’t put good human authors out of business.