{"id":9496,"date":"2017-10-04T22:21:22","date_gmt":"2017-10-04T22:21:22","guid":{"rendered":"https:\/\/rsoftsolution.com\/blog\/rasa-core-kicks-up-the-context-for-chatbots.html"},"modified":"2017-10-04T22:21:22","modified_gmt":"2017-10-04T22:21:22","slug":"rasa-core-kicks-up-the-context-for-chatbots","status":"publish","type":"post","link":"https:\/\/www.rbsitsoftwaresolution.in\/blog\/rasa-core-kicks-up-the-context-for-chatbots.html","title":{"rendered":"Rasa Core kicks up the context for chatbots"},"content":{"rendered":"<p><!-- Begin: WordPress Article Content --><br \/>\n<img data-recalc-dims=\"1\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/rsoftsolution.com\/blog\/wp-content\/plugins\/RSSPoster_PRO\/cache\/f93fd_screen-shot-2017-10-04-at-11-33-43-am.png?w=640&#038;ssl=1\" class=\"\" \/><\/p>\n<p id=\"speakable-summary\">Context is everything when dealing with dialog systems. We humans take for granted how complex even our simplest conversations are. That\u2019s part of the reason why dialog systems can\u2019t live up to their human counterparts. But with an interactive learning approach and some open source love, Berlin-based <a href=\"javascript:void(0)\">Rasa<\/a> is hoping to help enterprises solve their conversational AI problems.<\/p>\n<p>The premise of Rasa Core is similar to the approach of a lot of AI startups that use services like Amazon Mechanical Turk to correct for uncertainty faced by machine learning models. But instead of Turk, Rasa built its own platform that allows anyone to train and update models by engaging in sample conversations with bots under construction.<\/p>\n<p><a href=\"javascript:void(0)\"><img data-recalc-dims=\"1\" loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1551271\" src=\"https:\/\/i0.wp.com\/rsoftsolution.com\/blog\/wp-content\/plugins\/RSSPoster_PRO\/cache\/f93fd_screen-shot-2017-10-04-at-12-24-22-pm.png?resize=640%2C369&#038;ssl=1\" alt=\"\" width=\"640\" height=\"369\" \/><\/a><\/p>\n<p>You can see this playing out in the image above. Rasa Core suggests the most probable pre-programmed action that a given user is looking to perform. The trainer can then either reaffirm the correct decision or correct for an error. After a correction, the model adapts and the next time it\u2019s faced with a similar situation, it won\u2019t need to question it.<\/p>\n<p>The Rasa team says that only a few dozen sample conversations are needed to get a bot working effectively. Of course extra samples can only serve to help increase accuracy and ultimately user friendliness for customers.<\/p>\n<p>\u201cWe\u2019ve seen conversations IBM built on their Watson tech and it was a little disappointing,\u201d Florian N\u00e4gele, a PM for conversational AI and customer of Rasa at large European insurer <a href=\"javascript:void(0)\">Helvetica<\/a>, told me in an interview. \u201cYou have one decision tree and you can\u2019t take over context from one tree to another.\u201d<\/p>\n<p>The beauty of Rasa\u2019s approach is that it allows customers to bootstrap models without training data. In a perfect world everyone has large corpuses of sample conversations that they can use to train dialog systems but this isn\u2019t always the case \u2014 particularly for less technical enterprises.<\/p>\n<p>Rasa Core is available <a href=\"javascript:void(0)\">now in open source via GitHub. <\/a>The company also announced paid enterprise tiers for both Rasa Core and Rasa NLU. <a href=\"javascript:void(0)\">We covered Rasa NLU when it launched back in December 2016.\u00a0<\/a>The paid subscriptions will offer enterprises an administrative interface, customer support, automated testing and collaborative model training.<\/p>\n<p><!-- End: WordPress Article Content --><\/p>\n<p>Article source: http:\/\/feedproxy.google.com\/~r\/techcrunchIt\/~3\/UvCUStEKs84\/<\/p>","protected":false},"excerpt":{"rendered":"<p>Context is everything when dealing with dialog systems. We humans take for granted how complex even our simplest conversations are. That\u2019s part of the reason why dialog systems can\u2019t live <\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"jetpack_post_was_ever_published":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2}},"categories":[19],"tags":[25],"class_list":["post-9496","post","type-post","status-publish","format-standard","hentry","category-enterprise-software","tag-enterprise"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.3 - aioseo.com -->\n\t<meta name=\"description\" content=\"Context is everything when dealing with dialog systems. 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