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Technology

AI just got a big boost in its ability to understand the news

By Conor Gearin

20 June 2016

 

Daily Mail website

AI can read it for you

M4OS Photos/Alamy Stock Photo

Soon you could be chatting with your computer about the morning news. An AI has learned to read and answer questions about a news article with unprecedented accuracy.

Creating AI systems that can learn in the background from humanity鈥檚 existing stores of information is one of the big goals of computer science. 鈥淐omputers don鈥檛 have the kind of general knowledge and common sense of how the world works [from reading] about things in novels or watch[ing] sitcoms,鈥 says at Stanford University.

To get a step closer to this, last year, Google鈥檚 DeepMind team used articles from the Daily Mail website and CNN to help to read and understand a short story. The team used the bulleted summaries at the top of these articles to create simple interpretive questions that trained the algorithm to search for key points.

Now a group led by Manning has designed an algorithm that beat DeepMind鈥檚 results by an impressive 10 per cent on the CNN articles and 8 per cent for Daily Mail stories. It scored 70 per cent overall.

The improvement came through streamlining the DeepMind model. 聽鈥淪ome of the stuff they had just causes needless complications,鈥 says Manning. 鈥淵ou get rid of that and the numbers go up.鈥

Design trade-off

鈥淚t makes sense,鈥 says of Carnegie Mellon University in Pittsburgh. 鈥淢aking something more complicated doesn鈥檛 make it better.鈥

There鈥檚 a trade-off in AI design: if an algorithm is complex, it鈥檚 more powerful, but to perform well it needs more data to learn from, says Frederking. Simpler AI can train quickly with smaller amounts of data.

Manning says there鈥檚 not much more a computer can learn from this particular data set. To prepare the hundreds of thousands of articles for AI readers, DeepMind used a program to go through them and assign the same label to nouns and the pronouns that reference them. But this program inevitably confused some pronouns. Fresh nouns and pronouns labelled in a new data set would be needed to keep AI reading improving.

The advantage of using Daily Mail and CNN articles was that there鈥檚 so many of them, says at the University of Illinois at Urbana-Champaign. The more texts the algorithm learns from, the smarter it becomes. It will be tricky to find or create another large set of texts that come with ready-made questions, she says.

Before we turn artificial intelligence loose to gather knowledge from the world鈥檚 texts, there鈥檚 a few challenges to overcome, says Frederking. 鈥淚t鈥檚 hard to keep these things on track and figure out what information to keep and what to throw away,鈥 he says. 鈥淚f you鈥檙e not careful, your AI system will think Obama was born in Kenya.鈥

Reference:

Read more: Computer with human-like learning will program itself; Super-literate software reads and comprehends better than humans

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