Technique to allow AI to learn words in the flow of dialogue developed
A group of researchers at Osaka University has developed a new method for dialogue systems*1. This new method, lexical acquisition through implicit confirmation, is a method for a computer to acquire the category of an unknown word over multiple dialogues by confirming whether or not its predictions are correct in the flow of conversation.
Many conversation robots, chatbots, and voice assistant apps have appeared in recent years; however, in these systems, computers basically answer questions based on what has been preprogrammed. There is another method in which a computer learns from humans by asking simple repetitive questions; however, if the computer asks only questions such as “What is xyz?” in order to acquire knowledge, users will lose interest in talking with the computer.
The group led by Professor Komatani developed an implicit confirmation method by which the computer acquires the category of an unknown word during conversation with humans. This method aims for the system to predict the category of an unknown word from user input during conversation, to make implicit confirmation requests to the user, and to have the user respond to these requests. In this way, the system acquires knowledge about words during dialogues.
In this method, the system decides whether the prediction is correct or not by using the user response following each request, its context, by using machine learning*2 techniques. In addition, this system’s decision performance improved by taking the classification results gained from dialogues with other users into consideration.
Chatbots in the market speak to anyone in the same manner. However, as dialogue systems become popular in the future, computers will be required to speak by learning from a conversational partner according to the situation. This group’s research results are a new approach towards the realization of dialogue systems in which a computer can become smarter through conversation with humans and will lead to the development of dialogue systems with the ability to customize responses to the user’s situation.
This research project was conducted as a part of joint research with Honda Research Institute Japan Co., Ltd.
*1 Dialogue system
A dialogue system (or conversational system), a part of artificial intelligence, is a computer system intended to converse with a human in natural language. Many speech-enabled IVR (interactive voice response) applications, humanoid robots, and text-based chatbots have been developed in recent years.
*2 Machine learning (AI)
Machine Learning is a method using algorithms to analyze data, learn from it, and then make a determination or prediction. Machine learning includes supervised learning, unsupervised learning, and reinforcement learning. In supervised learning, the computer is trained with a set of examples (dataset) that contains the correct answer; through which it becomes able to make judgements in different situations.
Edited by Ariasun editorial board
for ariasun products online shopping ,click here.
website ariasuniweb net ariasuniportal ariasuni Health Journal Family physician Medical Health Ariasan Elcomp </ em> Elcomp Exhibition </ em> Online Elcomp Therapy Health Electronics Tourism Aryans City Net Soocom Ariasun Soopak Ariasun medipharma Advertisement Reader The requirements Employment Currency Exchange Currency Coin Gold < em> car property land building stock exchange bank Government People Leader Assembly Quran Book Student University Knowledge base Exercise Sima Sound Religion < / em> Life People Hope Work Dread Unemployment youth exercise information technology computer < / em> Hardware Software Computer Server Virtual Tablet < / em> Mobile Zanjan Tehran Iran Germany Greece Georgia Georgia Dubai World Air Space < em> Country Product Finder AriaSun International Group Online Store WikiPharma AriaSun Production Industrial Operations Equip Installation & Investment Air Space International Trading Research Industrial Business Medical Dummy Undoubtedly Health Drug Therapy Health Information Technology & Computer Airlines Tourism Logo Design Sticker Design Advertising Campaign Science & Research News </em > Political News Economic Trade International Stock Market News Medical Tourism & Cultural Heritage Aeronautics & Tourism Sport & Olympic Domain and University The Quran Arts & Culture Industry & Technology Accidents Ladies Currency and Gold Coins Flats Rip’s Web Site Kandasheh Ahwaz Web Site Foot Website Abuse Clean Sean Cinere Live Nature Whats Punababy Mussels Clinic Radarians Man AriaSun Preddies Reservations < Em> Tourists Unemployment youth exercise CityNet PakSaman SooComAriaSun SooPakAriaSun MediPharma AriaSun Kalayab AriaSunBazar AriaSunBazar Medeca MediKala Artists Group AriaSunGroup Web site designing RP Pilgrimage website Historical tours website Web Resident Resorts site Tours website The Pana The Natural Tours Website Kandesheh Ahwaz The Scientific Tour Website Oil & Refineries The Sports Tour Website Gas The Web Tours Water Exposure Tour Site Travel Tour Website Travel Tours The Last-minute Tours Site Tours of the last minute Web-site of the local tours Recreation site Internal tours site Pilgrimage Fun Places Design Web Design City Net Designing a Holiday Resort Pilgrimage Pilgrimage Website designing pilgrimage City Net Pilgrimage Travel </em > Designing Travel Planner Website Designing Travel Places Historic Places Designing Historic Places Historic Places Design Residences Residential Residential Design Residential Residential Design Cultural Places Designing a Web Site for Cultural Places Designing Cultural Places Natural Places Natural Places Designing a natural site Designing a natural website scientific Designing for scientific Designing for scientific sports sports designing sports < Em> Sports Facilities Design Sports Facilities Sport Sport Designing a Sports Center for Extreme Sports Creating places Designing for Exhibition Exhibit places Designing Exhibit Places Designing Exposure Website Web Recreation Recreation Web Design Recreational tours The design of the tourist resorts Pilgrimage Pilgrimage Pilgrimage Pilgrimage Pilgrimage Tours Historic Tours Tour Design Historic Tours Web Tour Design Historical Tours Residential Tours Resorts Tour Design Residential Tour Website Design Cultural Design Cultural Tour Site Cultural Tour Website Natural Designing Natural Tours Designing Natural Tours Web Site Science Designing Scientific Tours Designing Sci-Fi Web Site Designing a Sports Tour Designing a Sports Tour Website Designing a Tours Tour Designing a Touring Web Site Exhibit Exhibit Tour Travel Designing Tours Tour The Last Moment Toure The Last Moment Designing the Last Minute Tours Internal Tours Designing Local Tours Designing a Web Site Tour </em > Foreign Tours Designing a Tours Site Designing a Website for Tours Coastal Work < em> Designing the Coast Guided Tour Urban Designing Urban Tours Urban Touring Sights < Em> Sightseeing Design Sightseeing Web Site Mountaineering Sailing Designing Sailing Tours < Em> Website Designing Sailing Tours Aviation Designing Tours Cruising Cruising ships Creating cruise ship cruises Creating Cruise Cruises Inbound Flights Designing Inbound Flights Foreign Flights Designing a Foreign Airmail Web site Last Minute Flights Web Design Last Minute Deals cheap Website Design Cheap Flights Online Shopping Online Sales Online Selling Website Design Online Shopping Online Store Online Store Design Online Tickets Design an Online Ticket Internet Designing a Web Store Internet Tickets Designing an Internet Ticket > parscoders
Finance & Administration
Soopak Ariasun ( IT )
Sookam Ariasun ( Medical and Veterinary )
Aerospace ( Pad Ariasun )
Manufacture and production ( Rad Ariasun )
Airline and Tourism ( Man Ariasun )
International Commerce ( Mad Ariasun )
Research Center Ariasun ( R&D&C )
Cultural,Satellite and Digital
AriaSun International Group