澳门六合彩资料库

Alexa, Let鈥檚 Chat

澳门六合彩资料库 Davis students built a chat bot using data from millions of Amazon Alexa user conversations. Their goal? Ask it anything.

A man sits on a chair in front of a fireplace, back to the camera. A chair faces him with an Amazon Echo device sitting on it, lit up.
(Karin Higgins/澳门六合彩资料库 Davis)

Alexa: Who鈥檚 your favorite actor or actress? Mine is Leonardo DiCaprio, he consistently gives great performances and uses his fame to help the environment, too.

Me: Actually I wanted to talk to you about artificial intelligence.

I鈥檓 interviewing a machine.

Through my teen鈥檚 Amazon Echo device, I am talking with intelligent software created by 澳门六合彩资料库 Davis students. Last fall, 澳门六合彩资料库 Davis鈥 Team Gunrock won first prize and $500,000 in the Amazon Alexa Challenge to create a social chat bot that can converse engagingly with humans on a variety of subjects.

Just now though, getting off the topic of movies is a little difficult.

Alexa: Hmm. OK, sure. Do you have a favorite director? I鈥檒l watch anything by Christopher Nolan. He has so many great movies like 鈥淚nception鈥 and 鈥淚nterstellar.鈥

A social bot, or chat bot, is a computer program that can communicate by itself with humans. Bots can communicate through text, speech or social media.

鈥淲e鈥檙e basically trying to build technologies that can understand natural language,鈥 said Zhou Yu, assistant professor in the Department of Computer Science, who advised the team. Before coming to 澳门六合彩资料库 Davis, Yu took part in a previous round of the Amazon Alexa Challenge as a graduate student at Carnegie Mellon University.

鈥淎lexa, what is machine learning?鈥 鈥淚 think it鈥檚 the study of how brains compute. But, I haven鈥檛 heard much about it to be honest.鈥

The Alexa prize came after about a year of work by the 澳门六合彩资料库 Davis team, which included Chun-Yen (Arbit) Chen, Dian Yu, Weiming Wen, Terry Yang, Mingyang Zhou, Kevin Jesse, Austin Chau, Antara Bhowmick, Shreenath Iyer, Giritheja Sreenivasulu and Ashwin Bhandare.

Eight semi-finalists were announced in February 2018. Amazon device users around the world chatted with and rated the bots. Two of three finalists were selected on the basis of user scores. The 澳门六合彩资料库 Davis team got a wild card into the final round, judged by a panel of experts. The prizes were announced Nov. 27 during the Amazon Web Services re:invent conference in Las Vegas.

鈥淭he other two finalists had placed second and third last year, but we built everything from scratch,鈥 Yu said. Team Gunrock started behind the more experienced teams, but its scores built steadily over time.

In the finals, Team Gunrock鈥檚 bot sustained conversations for almost 10 minutes. That鈥檚 short of the 20 minutes that would have triggered a million-dollar grand prize, but still a formidable achievement.

鈥淓ven for a person, it鈥檚 hard to hold an engaging conversation with a stranger for as long as 20 minutes,鈥 said Terry Yang, a member of the team and an undergraduate majoring in computer science. 鈥淵ou can imagine how difficult it is to build a computer that is capable of such a task.鈥

In a conversation, you have to understand what is said to you, think of a response and then express it. In computer terms, that means natural language processing, looking up information online and natural language generation. Team Gunrock used a combination of machine learning and prewritten templates so that their bot could understand human speech and respond to it.

Yet a successful back and forth calls for more than listening and responding.

鈥淕ood conversation involves more than just these classical AI challenges in natural language processing and dialog systems and requires more of a social/emotional intelligence,鈥 Yang said.

In computer terms, you also need a good user experience.

Me: Alexa, what is machine learning?

Alexa: I think it鈥檚 the study of how brains compute. But I don鈥檛 know a lot about it, to be honest.

Me: What is natural language processing?

Alexa: Natural language processing is a subfield of computer science, information engineering and artificial intelligence concerned with the interactions between computers and human languages in particular how to program computers to process and analyze large amounts of natural language data. Anyways, I was thinking. I am a huge fan of science fiction. What鈥檚 your favorite genre?

The Team Gunrock bot is made up of a series of modules, Yang said. A master dialog manager handles the modules and decides which to use. Based on what you say to it, the bot can decide whether to respond with information, a question or an opinion. Or it can switch topics to talk about something else.

Because it is drawing on publicly available information on the internet, some topics 鈥 such as movies, sports and popular culture 鈥 are better represented than more specialized topics.

鈥淚f you look into, say, string theory it鈥檚 hard to find things to talk about, but if you look into books or movies there鈥檚 IMDB with all this trivia, there鈥檚 Google Books with a lot of structured information,鈥 Yu said.

Photo: A girl has a conversation with Alexa
(Karin Higgins/澳门六合彩资料库 Davis)

Yu studies how people engage with computers.

鈥淓ngagement is very hard to tease out. There鈥檚 task engagement and social engagement,鈥 Yu said.

Task-oriented systems have become quite common. You鈥檝e probably used one to book a flight or make a restaurant reservation without involving a human being. Task-oriented conversation is easier to program than social conversation. The former has a desired goal (book a flight or a table) and a limited set of vocabulary and options.

Social conversation, which can be open-ended and switch topics, is much more challenging.

鈥淚n a social conversation you can ask about anything and it can go anywhere,鈥 Yu said. 鈥淟anguage understanding is much harder; controlling the dialog is much harder.鈥

And language can be ambiguous. 鈥淭urkey鈥 for example, could be a country, a bird or a dish.

But even when we are engaged in a task, most conversation between humans, as much as 80 percent, is social.

鈥淚t鈥檚 a buffer for you to connect stuff together. Social conversation can build trust, build rapport before you complete a task together. This is how human beings behave,鈥 Yu said.

When she started working on social bots about five years ago, her work was viewed with some skepticism, but that has been changing, Yu said.

鈥淚 used to have to justify why I was working on social bots, but over the years more and more people joined me,鈥 she said.

Alexa: Do you try to keep up with technology?

Me: I鈥檓 trying.

Alexa: Great! I wouldn鈥檛 exist without science and tech. So it鈥檚 personal. Ha, ha.

Right now, social bots such as Alexa are largely for entertainment. But they have many potential uses, Yu said. They can help people who cannot or do not know how to use keyboards, such as young children, the elderly and people with disabilities, communicate with machines. They can be used in 鈥渉ands-free鈥 situations such as driving or cooking.

鈥淭here are a lot of tasks that require hands or eyes to be somewhere else. It can really open up access to technology,鈥 Yang said.

Alexa: Do you want to know some cool things about computers that show how far we鈥檝e come?

Me: Yes, go ahead.

Alexa: Here鈥檚 another thing I saw. The average computer user blinks seven times a minute, less than half the average rate of 20. I think it鈥檚 kind of nice that you don鈥檛 need to stress your eyes when you鈥檙e talking to me.

The Team Gunrock social bot will be available on Amazon devices until the new competition begins in December. Just say, 鈥淎lexa, let鈥檚 chat.鈥

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