{"id":4058,"date":"2019-11-13T10:30:57","date_gmt":"2019-11-13T10:30:57","guid":{"rendered":"https:\/\/assoprovider.it\/?p=4058"},"modified":"2019-11-13T10:30:57","modified_gmt":"2019-11-13T10:30:57","slug":"google-bert-il-nuovo-algoritmo","status":"publish","type":"post","link":"https:\/\/assoprovider.it\/en\/google-bert-il-nuovo-algoritmo\/","title":{"rendered":"Google launches Bert, the new algorithm: Here's what you need to know"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">\u00ab<\/span><i><span style=\"font-weight: 400;\">People's curiosity is infinite. Every day we witness billions of searches, and 15 percent of these queries are new: we have never seen them before. We are therefore building systems to provide results for those searches that we cannot anticipate.<\/span><\/i><span style=\"font-weight: 400;\">\u00bb.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">This is how Pandu Nayak, Vice President for Search at the Mountain View company, comments on the launch of BERT, on <\/span><a href=\"https:\/\/www.blog.google\/products\/search\/search-language-understanding-bert\/\" target=\"_blank\" rel=\"noopener noreferrer\"><span style=\"font-weight: 400;\">official blog<\/span><\/a><span style=\"font-weight: 400;\"> by Google. An algorithm update that feels like a revolution. Nayak himself explains that it is \"<\/span><i><span style=\"font-weight: 400;\">of the biggest leap forward in the last five years and one of the most important in the history of Search\u201d<\/span><\/i><span style=\"font-weight: 400;\"> on Google.<\/span><\/p>\n<h2><b>Google Bert: what it is and how it works<\/b><\/h2>\n<p><strong>BERT is a system that leverages NLP, Natural Language Processing: the computational processing of natural language. <\/strong><a href=\"https:\/\/www.celi.it\/blog\/2015\/10\/che-cose-il-natural-language-processing\/\"><span style=\"font-weight: 400;\">What is meant<\/span><\/a><span style=\"font-weight: 400;\"> for natural language? It is the language we actually use every day: it is not the set of rules and vocabulary, but rather refers to what we say to each other daily and what we write, for example, in chats. Compared to formal language, natural language is much more complex for a machine to understand and process because it contains many nuances, ambiguities, and often cannot be interpreted without context.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Here: Google wants to become proficient at understanding natural language, which is what we often resort to when conducting a search (consider the exponential increase in voice searches in recent years). <strong>BERT will therefore help the algorithm better understand our search keys<\/strong>, commonly referred to in jargon <\/span><i><span style=\"font-weight: 400;\">query<\/span><\/i><span style=\"font-weight: 400;\">. Explained in simple terms: Google should now give more importance to context and entire sentences rather than individual words.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Nayak emphasizes how the new system also leverages the so-called <\/span><i><span style=\"font-weight: 400;\">machine learning<\/span><\/i><span style=\"font-weight: 400;\">, machine learning by a \"machine\": in practice, artificial intelligences can (within certain limits) learn on their own by analyzing available data, for example on the Internet.<\/span><\/p>\n<p><span style=\"font-weight: 400;\"><strong>For the time being, the new algorithm operates at full capacity only with English and today it is already capable of better learning about ten percent of queries in the United States.<\/strong> However, as Nayak further explains, the new update will soon be operational in various locations around the world, with different languages (tests are already underway in this regard).<\/span><\/p>\n<h2><b>How BERT was born<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">In 2018, Google launched an interesting experiment called <strong>Bidirectional Encoder Representations from Transformers, from which the acronym BERT.<\/strong> It is a platform <\/span><i><span style=\"font-weight: 400;\">open-source<\/span><\/i><span style=\"font-weight: 400;\">, to test the possibilities of neural network techniques applied to natural language. A technology that has allowed anyone to test their own automated response systems.<\/span><\/p>\n<p><span style=\"font-weight: 400;\"><strong>The true innovation brought by this technology lies in the T of Transformers.<\/strong> These are the logical models that allow for the analysis of words in relation to all others in the sentence, rather than one after the other.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">To effectively implement the new update, Google also had to enhance the hardware, not just the software. <strong>BERT will indeed use the TPU (Tensor Processing Unit), an artificial intelligence accelerator consisting of an ASIC circuit<\/strong> (which Google itself developed). The system is essential for applications in the neural network sector. The TPU used for BERT is also in <\/span><a href=\"https:\/\/assoprovider.it\/en\/scopriamo-il-cloud-networking\/\" target=\"_blank\" rel=\"noopener noreferrer\"><span style=\"font-weight: 400;\">cloud<\/span><\/a><span style=\"font-weight: 400;\">.<\/span><\/p>\n<h2><b>What changes with Google Bert<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Let's now try to understand what actually changes with the advent of BERT. <strong>Google has already provided some examples to make everything clearer.<\/strong> Among the most interesting, there is this one about Taylor Swift:<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Searching the query on the search engine <strong>\"How old was Taylor Swift when Kanye went on stage?\"<\/strong>, previously Google would return a video of Kanye West at the MTV Video Music Awards. <strong>After the update, the first result is a BBC article that exactly answers the question.<\/strong><\/span><\/p>\n<p><span style=\"font-weight: 400;\">A second interesting example comes from <\/span><i><span style=\"font-weight: 400;\">Search Engine Journal<\/span><\/i><span style=\"font-weight: 400;\">, an online newspaper specialized in SEO and SEM optimization. The author, Roger Montti, <\/span><a href=\"https:\/\/www.ninjamarketing.it\/2019\/10\/28\/google-bert-search-ricerche\/\" target=\"_blank\" rel=\"noopener noreferrer\"><span style=\"font-weight: 400;\">illustrates<\/span><\/a><span style=\"font-weight: 400;\"> a small personal \"experiment\":<\/span><\/p>\n<p><span style=\"font-weight: 400;\"><strong>The query in this case is untranslatable, \"how to catch a cow fishing?<\/strong>\". This is a colloquial expression in the field of fishing, limited to the New England area. Until recently, <strong>the word \"cow\" (mucca) misled Google.<\/strong> <strong>While the <\/strong><\/span><strong><i>cow fishing<\/i><\/strong><span style=\"font-weight: 400;\"><strong> it is indeed a fishing technique,<\/strong> the search engine returned a series of results related to farms.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">The experiment was repeated by Montti on October 25, <strong>after the release of BERT: in this case, Google actually \u201cunderstood\u201d what the user was searching for.<\/strong><\/span><\/p>\n<p><span style=\"font-weight: 400;\">Here is a clearer explanation of how BERT understands the overall context of each query, rather than individual words. <strong>It is essential to understand this because it means that Google will focus more on clarifying the so-called \"search intent\"<\/strong>, that is, the intention or need behind the search. For Google, it will no longer be important to understand phrases word by word, but rather to intuit what drives human curiosity, what is the necessity behind the search.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">As can be easily understood, <strong>SEO optimization professionals will need to be careful to understand Google's new approach to queries.\u00a0<\/strong><\/span><\/p>\n<p><span style=\"font-weight: 400;\">According to initial analyses by experts, the search engine will reward those who use appropriate terminology based on the specific context discussed in the articles. <strong>Generic language could be penalized in favor of greater attention to specialist expressions.<\/strong> (as we have seen in the case of the <\/span><i><span style=\"font-weight: 400;\">cow fishing<\/span><\/i><span style=\"font-weight: 400;\">). In any case, it will become increasingly important to try to \"get inside the user's head\": why are they searching for that specific content? What do they need it for? What need does it satisfy? These questions will need to be answered precisely.<\/span><\/p>\n<p><span style=\"font-weight: 400;\"><strong>It will be increasingly less important to stuff articles with keywords<\/strong>, increasingly it will be useful to understand the search intent. It will be more effective to create content where the correct terminology is used based on the specific context to which it refers, obviously providing answers more to the search intentions rather than relying exclusively on the number of keywords used.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">However, the page structure will not become obsolete. After all, clear content that provides simple and immediate answers is also well organized. As further emphasized by <\/span><i><span style=\"font-weight: 400;\">Search Engine Journal<\/span><\/i><span style=\"font-weight: 400;\">, the algorithm expert Dawn Anderson<\/span><i><span style=\"font-weight: 400;\">we must emphasize the importance of using clear structures<\/span><\/i><span style=\"font-weight: 400;\">.<\/span><\/p>","protected":false},"excerpt":{"rendered":"<p>\u00abLa curiosit\u00e0 delle persone \u00e8 infinita. Ogni giorno assistiamo a miliardi di ricerche e il 15 per cento di queste query sono nuove: non le avevamo mai viste prima. Stiamo quindi costruendo dei sistemi per offrire risultati a quelle ricerche che non possiamo anticipare\u00bb. Commenta cos\u00ec Pandu Nayak, vicepresidente per l\u2019area Search dell\u2019azienda di Mountain [&hellip;]<\/p>\n","protected":false},"author":439,"featured_media":4059,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[483,498],"tags":[],"class_list":["post-4058","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-articles","category-news-2"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Google lancia Bert, il nuovo algoritmo - Ecco cosa devi sapere<\/title>\n<meta name=\"description\" content=\"Google lancia Bert, il nuovo algoritmo di ricerca che promette di comprendere il linguaggio non formale. 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