{"id":185981,"date":"2024-06-13T06:30:00","date_gmt":"2024-06-13T05:30:00","guid":{"rendered":"https:\/\/datascientest.com\/en\/?p=185981"},"modified":"2024-06-12T19:59:16","modified_gmt":"2024-06-12T18:59:16","slug":"eq-bench-what-is-it","status":"publish","type":"post","link":"https:\/\/datascientest.com\/en\/eq-bench-what-is-it","title":{"rendered":"EQ Bench: What is it? How does it work?"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"185981\" class=\"elementor elementor-185981\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f613b12 e-flex e-con-boxed e-con\" data-id=\"f613b12\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d7b646f elementor-widget elementor-widget-heading\" data-id=\"d7b646f\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h2 class=\"elementor-heading-title elementor-size-default\">The boundary between artificial intelligence and human intelligence is becoming increasingly blurred. One of the key differences between the two is the ability to convey and comprehend emotions. On this note, humans had a head start. That was until EQ-Bench came along. So, what is it exactly? Let\u2019s find out.<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-094f90e e-flex e-con-boxed e-con\" data-id=\"094f90e\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e7e1898 elementor-widget elementor-widget-heading\" data-id=\"e7e1898\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">What is EQ-Bench?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-08f2cae elementor-widget elementor-widget-text-editor\" data-id=\"08f2cae\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p><span style=\"font-weight: 400;\">Launched on December 11, 2023, EQ-Bench is a <\/span><b>benchmark designed to assess aspects of emotional intelligence in <\/b><a href=\"https:\/\/datascientest.com\/en\/large-language-models-llm-everything-you-need-to-know\">large language models<\/a> (LLMs). The idea is to help them better understand complex emotions and social interactions. By doing so, they can predict the intensity of emotional states during a dialogue.<\/p><p><span style=\"font-weight: 400;\">Indeed, the models use a set of computational techniques to comprehend emotional intelligence (calculation, reasoning, object recognition, etc.). For instance, furrowed brows are generally a sign of annoyance. But not always; there can be subtleties. And these are much more pronounced in real life than in the databases LLMs are trained on.<\/span><\/p><p><span style=\"font-weight: 400;\">The role of EQ-Bench is precisely to <\/span><b>evaluate models&#8217; capabilities to interpret these subtleties within a dialogue.<\/b><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-76a8ffa e-flex e-con-boxed e-con\" data-id=\"76a8ffa\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ac66a21 elementor-widget elementor-widget-heading\" data-id=\"ac66a21\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">How does EQ-Bench work?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c5a587a elementor-widget elementor-widget-text-editor\" data-id=\"c5a587a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">To enable LLMs to grasp emotional intelligence, EQ-Bench employs basic techniques from traditional psychometric tests, with some innovations. Thus, the model reads a dialogue and evaluates the emotional response. It must be able to predict the magnitude of 4 presented emotions. The result is then scored without the intervention of a judge (avoiding length bias).<\/span><\/p><p><span style=\"font-weight: 400;\">Thanks to its operation mode, EQ-Bench has produced <\/span><b>results that strongly correlate with human preferences<\/b><span style=\"font-weight: 400;\"> and multi-domain benchmark tests (MMLU).<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-41c39b2 e-flex e-con-boxed e-con\" data-id=\"41c39b2\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6ad506b elementor-widget elementor-widget-heading\" data-id=\"6ad506b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Why train LLMs in emotional intelligence?<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d553c13 elementor-widget elementor-widget-text-editor\" data-id=\"d553c13\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Humans are governed by their emotions. Allowing large language models to <a href=\"https:\/\/datascientest.com\/en\/artificial-intelligence-definition\">deepen their understanding<\/a> of complex emotions enables them to inch closer to human intelligence.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-23d97a9 elementor-widget elementor-widget-image\" data-id=\"23d97a9\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"457\" src=\"https:\/\/datascientest.com\/en\/files\/2024\/05\/eq-bench1.jpg\" class=\"attachment-full size-full wp-image-185984\" alt=\"\" srcset=\"https:\/\/datascientest.com\/en\/files\/2024\/05\/eq-bench1.jpg 800w, https:\/\/datascientest.com\/en\/files\/2024\/05\/eq-bench1-300x171.jpg 300w, https:\/\/datascientest.com\/en\/files\/2024\/05\/eq-bench1-768x439.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-920c582 elementor-align-center button-principal elementor-widget elementor-widget-button\" data-id=\"920c582\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-md\" href=\"https:\/\/datascientest.com\/en\/deep-learning-course\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Follow a Deeep Learning course<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-71a6c32 elementor-widget elementor-widget-text-editor\" data-id=\"71a6c32\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">And this can be beneficial across all business sectors. Here are some examples:<\/span><\/p><ul><li><b>Marketing:<\/b><span style=\"font-weight: 400;\"> algorithms can analyze customer comments on social networks more precisely. But above all, with EQ-Bench, they are able to anticipate responses. The chatbot can then tailor its dialogue according to the desired emotional outcome. This is particularly useful if it aims to encourage a purchase. emotionally intelligent AI<\/span><\/li><li><b>Robotics<\/b><span style=\"font-weight: 400;\">: a companion robot equipped with emotional AI could better understand and respond to the emotional needs of its user. companion robot<\/span><\/li><li><b>Education<\/b><span style=\"font-weight: 400;\">: virtual assistants dedicated to learning could more easily detect a student who is bored or doesn&#8217;t quite understand a concept. Consequently, the assistant can adjust the teaching approach to <a href=\"https:\/\/datascientest.com\/en\/empowering-natural-language-processing-with-hugging-face-transformers-api\">enhance learning<\/a>.<\/span><\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4036dd2 elementor-widget elementor-widget-text-editor\" data-id=\"4036dd2\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">From decision-making to interpersonal interactions, emotional intelligence is omnipresent. Robots that fully embrace it are thus able to <\/span><b>better meet human expectations<\/b><span style=\"font-weight: 400;\">.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f21fc9f e-flex e-con-boxed e-con\" data-id=\"f21fc9f\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3ba880d elementor-widget elementor-widget-heading\" data-id=\"3ba880d\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Towards an alignment of human intelligence and artificial intelligence<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6d48ccf elementor-widget elementor-widget-text-editor\" data-id=\"6d48ccf\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Before answering this question, it is essential to revisit the very concept of emotional intelligence. It is split into four branches:<\/span><\/p><ul><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">The perception of (non-verbal) emotions;<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">The use of emotions;<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">The understanding of emotions;<\/span><\/li><li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">The management of emotions.<\/span><\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-11d793f elementor-widget elementor-widget-text-editor\" data-id=\"11d793f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">However, EQ-Bench focuses on <\/span><b>one aspect of emotional intelligence: the understanding of emotions.<\/b><span style=\"font-weight: 400;\"> In other words, the ability to comprehend and interpret complex emotions and their implications in social contexts.<\/span><\/p><p><span style=\"font-weight: 400;\">Today, it&#8217;s a real challenge for models since they are trained on static (and often exaggerated) expressions of emotion. From a perceived emotion, AI models will draw a predetermined conclusion. Yet, human emotions are fluid and nuanced. They can shift suddenly as scenarios unfold. The challenge for EQ-Bench is precisely to incorporate all the factors that can influence emotions and to understand all its nuances.<\/span><\/p><p><span style=\"font-weight: 400;\">Even though EQ-Bench is a step forward in understanding emotional intelligence, there is still a long way to go before <a href=\"https:\/\/datascientest.com\/en\/artificial-intelligence-course-why-and-how-to-become-an-ai-expert\">AI<\/a> and human intelligence align perfectly.<\/span><\/p><p><span style=\"font-weight: 400;\">In the meantime, improving large language models is always possible. And it starts with <a href=\"https:\/\/datascientest.com\/en\/data-scientist-course\">training in data science<\/a>.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-52ae569 elementor-widget elementor-widget-image\" data-id=\"52ae569\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"800\" height=\"457\" src=\"https:\/\/datascientest.com\/en\/files\/2024\/05\/eq-bench2.jpg\" class=\"attachment-full size-full wp-image-185994\" alt=\"\" srcset=\"https:\/\/datascientest.com\/en\/files\/2024\/05\/eq-bench2.jpg 800w, https:\/\/datascientest.com\/en\/files\/2024\/05\/eq-bench2-300x171.jpg 300w, https:\/\/datascientest.com\/en\/files\/2024\/05\/eq-bench2-768x439.jpg 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3a12209 elementor-align-center button-principal elementor-widget elementor-widget-button\" data-id=\"3a12209\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-md\" href=\"https:\/\/datascientest.com\/en\/machine-learning-engineer-course\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Become a Machine Learning Engineer<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1797dfb elementor-widget elementor-widget-html\" data-id=\"1797dfb\" data-element_type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<script type=\"application\/ld+json\">\r\n{\r\n  \"@context\": \"https:\/\/schema.org\",\r\n  \"@type\": \"FAQPage\",\r\n  \"mainEntity\": [{\r\n    \"@type\": \"Question\",\r\n    \"name\": \"What is EQ-Bench?\",\r\n    \"acceptedAnswer\": {\r\n      \"@type\": \"Answer\",\r\n      \"text\": \"Launched on December 11, 2023, EQ-Bench is a benchmark designed to assess aspects of emotional intelligence in large language models (LLMs).\"\r\n    }\r\n  },{\r\n    \"@type\": \"Question\",\r\n    \"name\": \"How does EQ-Bench work?\",\r\n    \"acceptedAnswer\": {\r\n      \"@type\": \"Answer\",\r\n      \"text\": \"To enable LLMs to grasp emotional intelligence, EQ-Bench employs basic techniques from traditional psychometric tests, with some innovations. Thus, the model reads a dialogue and evaluates the emotional response.\"\r\n    }\r\n  },{\r\n    \"@type\": \"Question\",\r\n    \"name\": \"Why train LLMs in emotional intelligence?\",\r\n    \"acceptedAnswer\": {\r\n      \"@type\": \"Answer\",\r\n      \"text\": \"Humans are governed by their emotions. Allowing large language models to deepen their understanding of complex emotions enables them to inch closer to human intelligence.\"\r\n    }\r\n  }]\r\n}\r\n<\/script>\r\n\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>The boundary between artificial intelligence and human intelligence is becoming increasingly blurred. One of the key differences between the two is the ability to convey and comprehend emotions. On this note, humans had a head start. That was until EQ-Bench came along. So, what is it exactly? Let\u2019s find out. What is EQ-Bench? Launched on [&hellip;]<\/p>\n","protected":false},"author":45,"featured_media":185983,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"content-type":"","inline_featured_image":false},"categories":[2427],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.7 (Yoast SEO v21.7) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>EQ Bench: What is it? How does it work?<\/title>\n<meta name=\"description\" content=\"EQ-Bench allows AI algorithms to take a step forward in understanding emotional intelligence. 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