{"id":5777,"date":"2018-10-12T09:45:55","date_gmt":"2018-10-12T16:45:55","guid":{"rendered":"https:\/\/athis-consulting.com\/news\/?p=5777"},"modified":"2018-10-12T10:41:24","modified_gmt":"2018-10-12T17:41:24","slug":"darpa-us-military-wants-to-create-ai-standardized-tests","status":"publish","type":"post","link":"https:\/\/athis-technologies.com\/news\/innovation\/ai-big-data\/2018\/darpa-us-military-wants-to-create-ai-standardized-tests\/","title":{"rendered":"DARPA (US Military) wants to create AI standardised tests"},"content":{"rendered":"<p id=\"speakable-summary\">It\u2019s a funny thing, AI. It can identify objects in a fraction of a second, imitate the human voice and recommend new music, but most machine \u201cintelligence\u201d lacks the most basic understanding of everyday objects and actions \u2014 in other words, common sense.\u00a0<a class=\"crunchbase-link\" href=\"https:\/\/crunchbase.com\/organization\/darpa\" target=\"_blank\" rel=\"noopener\" data-type=\"organization\" data-entity=\"darpa\">DARPA\u00a0<\/a>\u00a0is teaming up with the Seattle-based Allen Institute for Artificial Intelligence to see about changing that.<\/p>\n<p><a href=\"https:\/\/www.darpa.mil\/news-events\/2018-10-11\">The Machine Common Sense program<\/a>\u00a0aims to both define the problem and engender progress on it, though no one is expecting this to be \u201csolved\u201d in a year or two. But if AI is to escape the prison of the hyper-specific niches where it works well, it\u2019s going to need to grow a brain that does more than execute a classification task at great speed.<\/p>\n<p>\u201cThe absence of common sense prevents an intelligent system from understanding its world, communicating naturally with people, behaving reasonably in unforeseen situations, and learning from new experiences. This absence is perhaps the most significant barrier between the narrowly focused AI applications we have today and the more general AI applications we would like to create in the future,\u201d explained DARPA\u2019s Dave Gunning in a press release.<\/p>\n<p><span class=\"embed-youtube\" style=\"text-align:center; display: block;\"><iframe loading=\"lazy\" class=\"youtube-player\" width=\"696\" height=\"392\" src=\"https:\/\/www.youtube.com\/embed\/-O01G3tSYpU?version=3&#038;rel=1&#038;showsearch=0&#038;showinfo=1&#038;iv_load_policy=1&#038;fs=1&#038;hl=en-US&#038;autohide=2&#038;wmode=transparent\" allowfullscreen=\"true\" style=\"border:0;\" sandbox=\"allow-scripts allow-same-origin allow-popups allow-presentation allow-popups-to-escape-sandbox\"><\/iframe><\/span><\/p>\n<p>Not only is common sense lacking in AIs, but it\u2019s remarkably difficult to define and test, given how broad the concept is. Common sense could be anything from understanding that solid objects can\u2019t intersect to the idea that the kitchen is where people generally go when they\u2019re thirsty. As obvious as those things are to any human more than a few months old, they\u2019re actually quite sophisticated constructs involving multiple concepts and intuitive connections<\/p>\n<p>It\u2019s not just a set of facts (like that you must peel an orange before you eat it, or that a drawer can hold small items) but identifying connections between them based on what you\u2019ve observed elsewhere. That\u2019s why DARPA\u2019s proposal involves building \u201ccomputational models that learn from experience and mimic the core domains of cognition as defined by developmental psychology. This includes the domains of\u00a0<em>objects<\/em>\u00a0(intuitive physics),\u00a0<em>places<\/em>\u00a0(spatial navigation) and\u00a0<em>agents<\/em>\u00a0(intentional actors).\u201d<\/p>\n<p>But how do you test these things? Fortunately, great minds have been at work on this problem for decades, and one research group has proposed an initial method for testing common sense that should work as a stepping stone to more sophisticated ones.<\/p>\n<p>I talked with Oren Etzioni, head of the Allen Institute for AI, which has been working on common sense AI for quite a while now, among many other projects regarding the understanding and navigation of the real world.<\/p>\n<p>\u201cThis has been a holy grail of AI for 35 years or more,\u201d he said. \u201cOne of the problems is how to put this on an empirical footing. If you can\u2019t measure it, how can you evaluate it? This is one of the very first times people have tried to make common sense measurable, and certainly the first time that DARPA has thrown their hat, and their leadership and funding, into the ring.\u201d<\/p>\n<p>The AI2 approach is simple but carefully calibrated. Machine learning models will be presented with written descriptions of situations and several short options for what happens next. Here\u2019s one example:<\/p>\n<blockquote><p>On stage, a woman takes a seat at the piano. She<br \/>\na) sits on a bench as her sister plays with the doll.<br \/>\nb) smiles with someone as the music plays.<br \/>\nc) is in the crowd, watching the dancers.<br \/>\nd) nervously sets her fingers on the keys.<\/p><\/blockquote>\n<p>The answer, as you and I would know in a heartbeat, is d. But the amount of context and knowledge that we put into finding that answer is enormous. And it\u2019s not like the other options are impossible \u2014 in fact, they\u2019re AI-generated to seem plausible to other agents but easily detectable by humans. This really is quite a difficult problem for a machine to solve, and current models are getting it right about 60 percent of the time (25 percent would be chance).<\/p>\n<p>There are 113,000 of these questions, but Etzioni told me this is just the first data set of several.<\/p>\n<figure id=\"attachment_5779\" aria-describedby=\"caption-attachment-5779\" style=\"width: 669px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" class=\"td-modal-image wp-image-5779\" src=\"https:\/\/athis-consulting.com\/news\/wp-content\/uploads\/2018\/10\/Ability-1-300x152.png\" alt=\"Artificial intelligence is a programmed ability to process information\" width=\"669\" height=\"339\" srcset=\"https:\/\/athis-technologies.com\/news\/wp-content\/uploads\/2018\/10\/Ability-1-300x152.png 300w, https:\/\/athis-technologies.com\/news\/wp-content\/uploads\/2018\/10\/Ability-1-768x390.png 768w, https:\/\/athis-technologies.com\/news\/wp-content\/uploads\/2018\/10\/Ability-1-1024x520.png 1024w, https:\/\/athis-technologies.com\/news\/wp-content\/uploads\/2018\/10\/Ability-1-696x354.png 696w, https:\/\/athis-technologies.com\/news\/wp-content\/uploads\/2018\/10\/Ability-1-827x420.png 827w, https:\/\/athis-technologies.com\/news\/wp-content\/uploads\/2018\/10\/Ability-1.png 1057w\" sizes=\"(max-width: 669px) 100vw, 669px\" \/><figcaption id=\"caption-attachment-5779\" class=\"wp-caption-text\">Artificial intelligence is a programmed ability to process <a href=\"https:\/\/www.darpa.mil\/attachments\/AIFull.pdf\">information<\/a><\/figcaption><\/figure>\n<p>\u201cThis particular data set is not that hard,\u201d he said. \u201cI expect to see rapid progress. But we\u2019re going to be rolling out at least four more by the end of the year that will be harder.\u201d<\/p>\n<p>After all, toddlers don\u2019t learn common sense by taking the GRE. As with other AI challenges, you want gradual improvements that generalize to harder versions of similar problems \u2014 for example, going from recognizing a face in a photo, to recognizing multiple faces, then identifying the expression on those faces.<\/p>\n<div class=\"embed breakout\">\n<p>There will be a proposers\u2019 day next week in Arlington for any researcher who wants a little face time with the people running this little challenge, after which there will be a partner selection process, and early next year the selected groups will be able to submit their models for evaluation by AI2\u2019s systems in the spring.<\/p>\n<p>The common sense effort is part of DARPA\u2019s big $2 billion investment in AI on multiple fronts. But they\u2019re not looking to duplicate or compete with the likes of Google, Amazon and Baidu, which have invested heavily in the narrow AI applications we see on our phones and the like.<\/p>\n<p>\u201cThey\u2019re saying, what are the limitations of those systems? Where can we fund basic research that will be the basis of whole new industries?\u201d Etzioni suggested. And of course it is DARPA and government investment that set the likes of self-driving cars and virtual assistants on their first steps. Why shouldn\u2019t it be the same for common sense?<\/p>\n<p>&nbsp;<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>It\u2019s a funny thing, AI. It can identify objects in a fraction of a second, imitate the human voice and recommend new music, but most machine \u201cintelligence\u201d lacks the most basic understanding of everyday objects and actions \u2014 in other words, common sense.\u00a0DARPA\u00a0\u00a0is teaming up with the Seattle-based Allen Institute for Artificial Intelligence to see [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":5787,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"amp_status":"","_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":false,"jetpack_social_options":{"image_generator_settings":{"template":"highway","enabled":false}}},"categories":[208,241],"tags":[127,421],"jetpack_publicize_connections":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v22.8 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>DARPA (US Military) wants to create AI standardised tests - AthisNews<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/athis-technologies.com\/news\/innovation\/ai-big-data\/2018\/darpa-us-military-wants-to-create-ai-standardized-tests\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"DARPA (US Military) wants to create AI standardised tests - AthisNews\" \/>\n<meta property=\"og:description\" content=\"It\u2019s a funny thing, AI. It can identify objects in a fraction of a second, imitate the human voice and recommend new music, but most machine \u201cintelligence\u201d lacks the most basic understanding of everyday objects and actions \u2014 in other words, common sense.\u00a0DARPA\u00a0\u00a0is teaming up with the Seattle-based Allen Institute for Artificial Intelligence to see [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/athis-technologies.com\/news\/innovation\/ai-big-data\/2018\/darpa-us-military-wants-to-create-ai-standardized-tests\/\" \/>\n<meta property=\"og:site_name\" content=\"AthisNews\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/AthisNews-271175647014395\/\" \/>\n<meta property=\"article:published_time\" content=\"2018-10-12T16:45:55+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2018-10-12T17:41:24+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/athis-technologies.com\/news\/wp-content\/uploads\/2018\/10\/artificial-intelligence-ai-brain-machine-learning-ss-1920_d7k9rw.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1920\" \/>\n\t<meta property=\"og:image:height\" content=\"1080\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Mickael Madjour\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@https:\/\/twitter.com\/MMickael82\" \/>\n<meta name=\"twitter:site\" content=\"@Athis_News\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Mickael Madjour\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/athis-technologies.com\/news\/innovation\/ai-big-data\/2018\/darpa-us-military-wants-to-create-ai-standardized-tests\/\",\"url\":\"https:\/\/athis-technologies.com\/news\/innovation\/ai-big-data\/2018\/darpa-us-military-wants-to-create-ai-standardized-tests\/\",\"name\":\"DARPA (US Military) wants to create AI standardised tests - 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