{"id":565876,"date":"2021-05-10T13:52:07","date_gmt":"2021-05-10T13:52:07","guid":{"rendered":"https:\/\/enterpriseam.com\/egypt\/2021\/05\/10\/the-role-of-ai-in-breaking-language-barriers\/"},"modified":"2021-05-10T13:52:07","modified_gmt":"2021-05-10T13:52:07","slug":"the-role-of-ai-in-breaking-language-barriers","status":"publish","type":"post","link":"https:\/\/enterpriseam.com\/egypt\/2021\/05\/10\/the-role-of-ai-in-breaking-language-barriers\/","title":{"rendered":"The role of AI in breaking language barriers"},"content":{"rendered":"<p><a class=\"content-anchor\" id=\"tldr-story-07\"><\/a> <strong>The role of AI in providing access to information:<\/strong> Collectively, the human race speaks more than 7k languages. Of those, north of 4k have a writing system and the rest have only ever been spoken (known as low-resource languages). But even languages that have been codified in text don\u2019t always lend themselves well to automatic translation \u2014 in fact, there are just over 100 languages that automatic translation engines (like Google Translate) are able to work with. That leaves a massive gap in potential communication across languages, which the US\u2019 intelligence research arm IARPA is looking to bridge by funding various research teams to develop a system that can find, translate and summarize information from any low-resource language, according to the <a href=\"https:\/\/www.bbc.com\/future\/article\/20210322-the-languages-that-defy-auto-translate\">BBC<\/a>.<\/p>\n<p><strong>What is a low-resource language?<\/strong> Common languages like English, Spanish, French and German are translated in abundance by multilingual institutions like the European Parliament, which in the last 10 years produced 1.37 bn words in 23 languages \u2014 much of which was published online, making it easily accessible to AI-powered translation engines. The algorithms that power translation systems learn from these massive human-translated data sets. The limitations arise when you want to translate languages that may be widely spoken but are not as widely published with high quality translations.<\/p>\n<p><strong>So, how does the new model work? <\/strong>It uses <a href=\"https:\/\/www.iarpa.gov\/index.php\/research-programs\/material\/material-baa\">neural network technology<\/a> that mimics aspects of human thought, and allows AI models to understand the meaning of words and sentences instead of just memorizing them. The concept seems simple enough, but the challenge is reducing how much data the network needs to be able to yield the desired results.<\/p>\n<p><strong>Machines use much more data to learn languages than humans do: <\/strong>\u201cWhenever you study a language, you would never see the amount of data today's machine translation systems use for learning English-to-French translation,\u201d says MIT Researcher Regina Barzilay. \u201cYou see a tiny fraction, which enables you to generalise and to understand French. So in the same way, you want to look at the next generation of machine-translation systems that can do a great job even without having this kind of data-hungry behaviour.\u201d<\/p>\n<p><strong>The neural networks can be pre-trained to understand general features and structures of sentences<\/strong>, which allows researchers to harvest monolingual data on low-resource languages through the internet. Once pre-trained on many languages, the neural models can learn to translate between individual languages using very little bilingual training material.<\/p>\n<p><strong>FURTHER READING- Have you ever seen robot poetry? <\/strong>Read Neukom Institute for Computational Sciences director Dan Rockmore\u2019s fascinating \u201c<a href=\"https:\/\/www.newyorker.com\/culture\/annals-of-inquiry\/the-mechanical-muse\">What happens when machines learn to write poetry<\/a>,\u201d in the New Yorker.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>The role of AI in providing access to information: Collectively, the human race speaks more than 7k languages. Of those, north of 4k have a writing system and the rest have only ever been spoken (known as low-resource languages). But even languages that have been codified in text don\u2019t always lend themselves well to automatic [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":565877,"comment_status":"closed","ping_status":"open","sticky":false,"template":"single-feature.php","format":"standard","meta":{"_acf_changed":false,"newspack_ads_suppress_ads":false,"newspack_popups_has_disabled_popups":false,"newspack_sponsor_sponsorship_scope":"","newspack_sponsor_native_byline_display":"inherit","newspack_sponsor_native_category_display":"inherit","newspack_sponsor_underwriter_style":"inherit","newspack_sponsor_underwriter_placement":"inherit","ep_exclude_from_search":false,"_primary_brand":0,"newspack_featured_image_position":"","newspack_post_subtitle":"","newspack_article_summary_title":"Overview:","newspack_article_summary":"","newspack_hide_updated_date":false,"newspack_show_updated_date":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[9003],"tags":[7094,633,2050,9625,2397],"brand":[],"newspack_spnsrs_tax":[],"class_list":["post-565876","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-worth-reading","tag-ai","tag-enterprisepm","tag-machine-learning","tag-mit","tag-worth-reading","wpautop","entry"],"acf":{"mongo_id":"a880938f-bdcc-43fc-896e-a3ef3e7427fa","is_powered_by":true,"story_type":"1","photo_url":"https:\/\/ent.news\/2021\/5\/349.jpg","photo_position":"above","related_issue":[565865],"teaser":"","voice_url":""},"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.1 (Yoast SEO v27.1.1) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>The role of AI in breaking language barriers - EnterpriseAM Egypt<\/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:\/\/enterpriseam.com\/egypt\/2021\/05\/10\/the-role-of-ai-in-breaking-language-barriers\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"The role of AI in breaking language barriers\" \/>\n<meta property=\"og:description\" content=\"The role of AI in providing access to information: Collectively, the human race speaks more than 7k languages. 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Beyond boosting brain power by improving focus, strengthening your mother language, and sparking creativity, knowing more languages opens doors to better job opportunities in our global job market. With about\u2026","rel":"","context":"In &quot;THE ENTERPRISE GUIDE&quot;","block_context":{"text":"THE ENTERPRISE GUIDE","link":"https:\/\/enterpriseam.com\/egypt\/category\/the-enterprise-guide\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/ent.news\/2025\/4\/1955.jpg?fit=%2C&ssl=1&resize=350%2C200","width":350,"height":200},"classes":[]},{"id":552069,"url":"https:\/\/enterpriseam.com\/egypt\/2022\/08\/09\/meet-our-founder-of-the-week-ahmed-mahmoud-co-founder-and-ceo-of-dxwand\/","url_meta":{"origin":565876,"position":5},"title":"Meet our founder of the week: Ahmed Mahmoud, co-founder and CEO of DXwand","author":"enterpriseam admin","date":"9 August 2022","format":false,"excerpt":"OUR FOUNDER OF THE WEEK- Ahmed Mahmoud, Co-founder, and CEO of DXwand (LinkedIn).My name is Ahmed Mahmoud and I am the CEO and co-founder of DXwand. I\u2019ve been working in tech for 19 years. I studied computer engineering at Ain Shams University and knew that I wanted to be an\u2026","rel":"","context":"In &quot;Founder of the Week&quot;","block_context":{"text":"Founder of the Week","link":"https:\/\/enterpriseam.com\/egypt\/category\/newsmakers\/founder-of-the-week\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/ent.news\/2022\/8\/515.jpg?fit=%2C&ssl=1&resize=350%2C200","width":350,"height":200},"classes":[]}],"_links":{"self":[{"href":"https:\/\/enterpriseam.com\/egypt\/wp-json\/wp\/v2\/posts\/565876","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/enterpriseam.com\/egypt\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/enterpriseam.com\/egypt\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/enterpriseam.com\/egypt\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/enterpriseam.com\/egypt\/wp-json\/wp\/v2\/comments?post=565876"}],"version-history":[{"count":0,"href":"https:\/\/enterpriseam.com\/egypt\/wp-json\/wp\/v2\/posts\/565876\/revisions"}],"acf:post":[{"embeddable":true,"href":"https:\/\/enterpriseam.com\/egypt\/wp-json\/wp\/v2\/afternoon\/565865"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/enterpriseam.com\/egypt\/wp-json\/wp\/v2\/media\/565877"}],"wp:attachment":[{"href":"https:\/\/enterpriseam.com\/egypt\/wp-json\/wp\/v2\/media?parent=565876"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/enterpriseam.com\/egypt\/wp-json\/wp\/v2\/categories?post=565876"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/enterpriseam.com\/egypt\/wp-json\/wp\/v2\/tags?post=565876"},{"taxonomy":"brand","embeddable":true,"href":"https:\/\/enterpriseam.com\/egypt\/wp-json\/wp\/v2\/brand?post=565876"},{"taxonomy":"newspack_spnsrs_tax","embeddable":true,"href":"https:\/\/enterpriseam.com\/egypt\/wp-json\/wp\/v2\/newspack_spnsrs_tax?post=565876"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}