{"id":3609,"date":"2023-10-23T07:57:08","date_gmt":"2023-10-23T10:57:08","guid":{"rendered":"https:\/\/labvetbio.com.br\/blog\/?p=3609"},"modified":"2023-12-27T05:24:22","modified_gmt":"2023-12-27T08:24:22","slug":"how-does-natural-language-processing-nlp-help","status":"publish","type":"post","link":"https:\/\/labvetbio.com.br\/blog\/how-does-natural-language-processing-nlp-help\/","title":{"rendered":"How Does Natural Language Processing NLP help Chatbots?"},"content":{"rendered":"<p><h1>Natural Language Processing NLP based Chatbots by Shreya Rastogi Analytics Vidhya<\/h1>\n<\/p>\n<p><img decoding=\"async\" class='wp-post-image' style='margin-left:auto;margin-right:auto' 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\" width=\"300px\" alt=\"nlp in chatbots\" \/><\/p>\n<p><p>The rule-based chatbot is taught how to respond to these questions \u2014 <a href=\"https:\/\/www.metadialog.com\/blog\/nlp-for-building-a-chatbot\/\">but the wording<\/a> must be an exact match. That means your bot builder  will have to go through the labor-intensive process of manually programming every single way a customer might phrase a question, for every possible question a customer might ask. Artificial intelligence tools use natural language processing to understand the input of the user.<\/p>\n<\/p>\n<ul>\n<li>Meaning businesses can start reaping the benefits of support automation in next to no time.<\/li>\n<li>This can be resolved by having default responses in place, however, it isn\u2019t exactly possible to predict the kind of questions a user may ask or the manner in which they will be raised.<\/li>\n<li>From \u2018American Express customer support\u2019 to Google Pixel\u2019s call screening software chatbots can be found in various flavours.<\/li>\n<li>So the next time the chatbot is interacting with the next customer, it might suggest a quick solution to the customer for the common problem, and hence the customer receives a quicker response.<\/li>\n<\/ul>\n<p><p>Basically, we thrive to generate Interest by publishing content on behalf of our resources. The world body had made use of NLP chatbot to gather information from areas where it is running development campaigns. All these steps when performed properly shall result in an efficient NLP chatbot. The customer is happy, the company is happy, and NLP has done its job to make the  chatbot smarter in conjunction with ML.<\/p>\n<\/p>\n<p><h2>What&#8217;s the difference between NLP,\u00a0 NLU, and NLG?<\/h2>\n<\/p>\n<p><p>With personalized recommendations, instant support, and now human-like conversations, AI-powered chatbot development has significantly streamlined interactions. Now it\u2019s time to really get into the details of how AI chatbots work. For intent-based models, there are 3 major steps involved \u2014 normalizing, tokenizing, and intent classification.<\/p>\n<\/p>\n<p><a href=\"https:\/\/www.metadialog.com\/\"><\/p>\n<figure><img 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alt='https:\/\/www.metadialog.com\/' class='aligncenter' style='margin-left:auto;margin-right:auto' width='404px' \/><\/figure>\n<p><\/a><\/p>\n<p><p>It is therefore thanks to this technology that bots and humans can communicate in the same language. It is a technology related to artificial intelligence, relating to the way machines interpret the language of humans. Indeed, bots do not directly understand what the human asks in his question. As we all know Google Assistant is one of the smartest chatbots available for millions of Android and iOS users. And no wonder, as being a tech giant, Google can make use of its powerful AI engine that empowers Google search abilities and is the language understanding system behind the Google Assistant. It is only a matter of time that someone develops a chatbot for their business and revolutionizes the customer experience.<\/p>\n<\/p>\n<p><h2>ChatGPT<\/h2>\n<\/p>\n<p><p>In fact, they can even feel human thanks to machine learning technology. To offer a better user experience, these AI-powered chatbots use a branch of AI known as natural language processing (NLP). These NLP chatbots, also known as virtual agents or intelligent virtual assistants, support human agents by handling time-consuming and repetitive communications.<\/p>\n<\/p>\n<p><img decoding=\"async\" class='aligncenter' style='margin-left:auto;margin-right:auto' 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width=\"307px\" alt=\"nlp in chatbots\" \/><\/p>\n<p><p>This can have a profound impact on a chatbot\u2019s ability to carry on a successful conversation with a user. This step is necessary so that the development team can comprehend the requirements of our client. It is a branch of artificial intelligence <a href=\"https:\/\/www.metadialog.com\/blog\/nlp-for-building-a-chatbot\/\">that assists<\/a> computers in reading and comprehending natural human language.<\/p>\n<\/p>\n<p><h2>Unveiling the Dark Side of Social Media: Why It\u2019s Bad for Your Mental Health<\/h2>\n<\/p>\n<p><p>However, NLP is much more than just delivering a natural conversation. NLP can also be used to improve the accuracy of the chatbot&#8217;s responses, as well as the speed at which it responds. Additionally, NLP can help businesses save money by automating customer service tasks that would otherwise need to be performed by human employees. NLP is a powerful tool that can be used to create AI chatbots that are more accurate, efficient, and personalized. The younger generation has grown up using technology such as Siri and Alexa.<\/p>\n<\/p>\n<div style='border: grey dashed 1px;padding: 11px'>\n<h3>Benefits &amp; Limitations of Using Large Language Models (LLMs) &#8211; EnterpriseTalk<\/h3>\n<p>Benefits &amp; Limitations of Using Large Language Models (LLMs).<\/p>\n<p>Posted: Mon, 30 Oct 2023 14:03:24 GMT [<a href='https:\/\/news.google.com\/rss\/articles\/CBMiXWh0dHBzOi8vZW50ZXJwcmlzZXRhbGsuY29tL2ZlYXR1cmVkL2JlbmVmaXRzLWxpbWl0YXRpb25zLW9mLXVzaW5nLWxhcmdlLWxhbmd1YWdlLW1vZGVscy1sbG1zL9IBYWh0dHBzOi8vZW50ZXJwcmlzZXRhbGsuY29tL2ZlYXR1cmVkL2JlbmVmaXRzLWxpbWl0YXRpb25zLW9mLXVzaW5nLWxhcmdlLWxhbmd1YWdlLW1vZGVscy1sbG1zL2FtcC8?oc=5' rel=\"nofollow\">source<\/a>]<\/p>\n<\/div>\n<p><p>NLP (i.e. NLU and NLG) on the other hand, can provide an understanding of what the customers \u201csay\u201d. Without NLP, a chatbot cannot meaningfully differentiate between responses like \u201cHello\u201d and \u201cGoodbye\u201d. One of the key technologies that chatbots use to achieve these goals is Natural Language Processing (NLP). NLP is a field of artificial intelligence that deals with the manipulation and understanding of human language. In the context of AI chatbots, NLP is used to process the user&#8217;s input and understand what they are trying to say.<\/p>\n<\/p>\n<p><h2>On which sites and when do consumers want chatbots?<\/h2>\n<\/p>\n<p><p>Read more about <a href=\"https:\/\/www.metadialog.com\/\">https:\/\/www.metadialog.com\/<\/a> here.<\/p>\n<\/p>\n<ul>\n<li>In the wrong hands, ChatGPT and GPT-4 could be exploited to create more authentic-looking, well-written phishing messages and websites that can evade traditional email security or anti-phishing filters.<\/li>\n<li>It\u2019s time to explore the role of NLP in the development of intelligent chatbots.<\/li>\n<li>The chatbot is still in its initial phase of development and hence it is a bit rudimentary in terms of responses for the questions, but with time it is sure to improve.<\/li>\n<li>Engineers are able to do this by giving the computer and \u201cNLP training\u201d.<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Natural Language Processing NLP based Chatbots by Shreya Rastogi Analytics Vidhya The rule-based chatbot is taught how to respond to these questions \u2014 but the wording must be an exact match. That means your bot builder will have to go through the labor-intensive process of manually programming every single way a customer might phrase a [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[],"_links":{"self":[{"href":"https:\/\/labvetbio.com.br\/blog\/wp-json\/wp\/v2\/posts\/3609"}],"collection":[{"href":"https:\/\/labvetbio.com.br\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/labvetbio.com.br\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/labvetbio.com.br\/blog\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/labvetbio.com.br\/blog\/wp-json\/wp\/v2\/comments?post=3609"}],"version-history":[{"count":1,"href":"https:\/\/labvetbio.com.br\/blog\/wp-json\/wp\/v2\/posts\/3609\/revisions"}],"predecessor-version":[{"id":3610,"href":"https:\/\/labvetbio.com.br\/blog\/wp-json\/wp\/v2\/posts\/3609\/revisions\/3610"}],"wp:attachment":[{"href":"https:\/\/labvetbio.com.br\/blog\/wp-json\/wp\/v2\/media?parent=3609"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/labvetbio.com.br\/blog\/wp-json\/wp\/v2\/categories?post=3609"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/labvetbio.com.br\/blog\/wp-json\/wp\/v2\/tags?post=3609"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}