{"id":70704,"date":"2024-11-15T19:16:08","date_gmt":"2024-11-15T13:46:08","guid":{"rendered":"https:\/\/www.uplers.com\/blog\/"},"modified":"2024-12-04T18:54:37","modified_gmt":"2024-12-04T13:24:37","slug":"ai-in-hiring-how-llms-enhance-candidate-screening-and-quality","status":"publish","type":"post","link":"https:\/\/www.uplers.com\/blog\/ai-in-hiring-how-llms-enhance-candidate-screening-and-quality\/","title":{"rendered":"AI in Hiring: How LLMs Enhance Candidate Screening and Quality"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">Using LLMs (ChatGPT or Claude or Gemini or any other LLM) to get confidence about the strength of a candidate from CV.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">It&#8217;s been industry talk that AI will take away jobs, but rather there are few like us who believe that AI will facilitate and help humans to perform much better.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Lets talk about a scenario that a recruiter faces daily with most of the hiring managers.\u00a0<\/span><\/p>\n<p><img decoding=\"async\" class=\"aligncenter wp-image-70795 size-full\" src=\"https:\/\/www.uplers.com\/wp-content\/uploads\/2024\/11\/Green-and-Teal-Simple-Lined-Timeline-Cybersecurity-Mind-Map-1280-x-720-px.png\" alt=\"Timeline of a Recruiter's Daily Scenario with Hiring Managers\" width=\"1280\" height=\"720\" srcset=\"https:\/\/www.uplers.com\/wp-content\/uploads\/2024\/11\/Green-and-Teal-Simple-Lined-Timeline-Cybersecurity-Mind-Map-1280-x-720-px.png 1280w, https:\/\/www.uplers.com\/wp-content\/uploads\/2024\/11\/Green-and-Teal-Simple-Lined-Timeline-Cybersecurity-Mind-Map-1280-x-720-px-300x169.png 300w, https:\/\/www.uplers.com\/wp-content\/uploads\/2024\/11\/Green-and-Teal-Simple-Lined-Timeline-Cybersecurity-Mind-Map-1280-x-720-px-1024x576.png 1024w, https:\/\/www.uplers.com\/wp-content\/uploads\/2024\/11\/Green-and-Teal-Simple-Lined-Timeline-Cybersecurity-Mind-Map-1280-x-720-px-768x432.png 768w, https:\/\/www.uplers.com\/wp-content\/uploads\/2024\/11\/Green-and-Teal-Simple-Lined-Timeline-Cybersecurity-Mind-Map-1280-x-720-px-624x351.png 624w, https:\/\/www.uplers.com\/wp-content\/uploads\/2024\/11\/Green-and-Teal-Simple-Lined-Timeline-Cybersecurity-Mind-Map-1280-x-720-px-500x281.png 500w, https:\/\/www.uplers.com\/wp-content\/uploads\/2024\/11\/Green-and-Teal-Simple-Lined-Timeline-Cybersecurity-Mind-Map-1280-x-720-px-150x84.png 150w\" sizes=\"(max-width: 1280px) 100vw, 1280px\" \/><\/p>\n<h2><b>My observations\u00a0<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Same concerns kept happening with our recruiters too, who were serving global customers hiring directly here in India for remote global jobs.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">How did we build a solution using LLM to help our recruiters get confident or improvise better over their submissions.\u00a0<\/span><\/p>\n<p><span style=\"font-weight: 400;\">All recruiters can use this technique and surprise a lot of hiring managers by giving insights which are beyond CV, with right interpretation of candidate profile and asking right questions post interpretation.\u00a0<\/span><\/p>\n<h3><b>What you can do to make it better?<\/b><\/h3>\n<p><span style=\"font-weight: 400;\">We can start using LLMs. You can pick up any LLM technology like <\/span><a href=\"https:\/\/chatgpt.com\/\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">ChatGPT<\/span><\/a><span style=\"font-weight: 400;\"> or <\/span><a href=\"https:\/\/claude.ai\/\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">Claude<\/span><\/a><span style=\"font-weight: 400;\"> or <\/span><a href=\"https:\/\/gemini.google.com\/app\" target=\"_blank\" rel=\"noopener\"><span style=\"font-weight: 400;\">Gemini <\/span><\/a><span style=\"font-weight: 400;\">and start using the right prompts to fetch the right details.\u00a0<\/span><\/p>\n<p><b>Step 1\u00a0<\/b><\/p>\n<p><span style=\"font-weight: 400;\">Once you apply all your booleans, filters or search and identify a few resumes which you feel are worth calling, before calling start with this step. Copy entire Resume content or copy linkedin profile (we would suggest to use CV as Linkedin profile may not include projects).\u00a0<\/span><\/p>\n<p><b>Step 2\u00a0<\/b><\/p>\n<p><span style=\"font-weight: 400;\">Use prompt:<\/span><\/p>\n<p><b>Context : <\/b><span style=\"font-weight: 400;\">Please act as an hiring manager and analyze this resume for potential red flags and areas of concern against the job description provided.\u00a0<\/span><\/p>\n<p><b><i>Categories &amp; prompts to use to focus on:\u00a0<\/i><\/b><\/p>\n<ul>\n<li aria-level=\"1\"><b>Career Progression<\/b>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Unexplained employment gaps longer than 3 months<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Frequent job changes (more than 2 jobs per year)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Declining responsibility levels<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Inconsistent job titles or career paths\u00a0<\/span><\/li>\n<\/ul>\n<\/li>\n<li aria-level=\"1\"><b>Skills and Qualifications<\/b>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Mismatched skills for claimed positions<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Vague or generic descriptions of responsibilities<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Missing key certifications for stated roles<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Outdated technical skills\u00a0<\/span><\/li>\n<\/ul>\n<\/li>\n<li aria-level=\"1\"><b>Education and Credentials<\/b>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Incomplete degrees without explanation<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Misaligned education timing with work history<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Non-accredited institutions<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Missing graduation dates<\/span><\/li>\n<\/ul>\n<\/li>\n<li aria-level=\"1\"><b>Resume Format and Presentation<\/b>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Inconsistent dates or formatting<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Spelling\/grammar errors<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Overused buzzwords without substance<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Lack of measurable achievements<\/span><\/li>\n<\/ul>\n<\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Role-Specific Concerns<\/b> [Insert industry\/role-specific criteria here]<\/li>\n<\/ul>\n<p><b>Please provide output in following format:\u00a0<\/b><\/p>\n<ul>\n<li><span style=\"font-weight: 400;\">A bullet-point list of any red flags found\u00a0<\/span><\/li>\n<li><span style=\"font-weight: 400;\">Severity rating for each flag (Low\/Medium\/High)<\/span><\/li>\n<li><span style=\"font-weight: 400;\">Overall risk assessment (Low\/Medium\/High)\u00a0<\/span><\/li>\n<\/ul>\n<p><b>Resume text:<\/b><span style=\"font-weight: 400;\">\u00a0<\/span><span style=\"font-weight: 400;\">[Copy and paste resume here]<\/span><\/p>\n<p><b>Job Description:\u00a0<\/b><span style=\"font-weight: 400;\">[Copy and paste Job description here]<\/span><\/p>\n<p><i><span style=\"font-weight: 400;\">Few additional details about inputs in the prompt.\u00a0<\/span><\/i><\/p>\n<p><b>Role-Specific Concerns<\/b><span style=\"font-weight: 400;\"> [Insert industry\/role-specific criteria here]<\/span><\/p>\n<p><i><span style=\"font-weight: 400;\">For example, candidates not having exposure to scalable architecture or high volume data or candidates not having exposure to building a product with a high volume user base.<\/span><\/i><\/p>\n<p><b>Job Description: <\/b><span style=\"font-weight: 400;\">[Copy and paste Job description here]<\/span><\/p>\n<p><i><span style=\"font-weight: 400;\">Make sure to include about company details along with job description to include company context<\/span><\/i><\/p>\n<p><b>Step 3<\/b><\/p>\n<p><span style=\"font-weight: 400;\">You usually get 4 types of results from 4 different types of use cases:\u00a0<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Use case 1 &#8211; The candidate will have huge amount of red flags with majority high severity\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Use case 2 &#8211; The candidate will have few red flags but with severity<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Use case 3 &#8211; The candidate have more red flags but with low severity<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Use case 4 &#8211; The candidate have few red flags with low severity\u00a0<\/span><\/li>\n<\/ul>\n<h3><b>Categorize each resume\/cv into 4 quadrants as below:<\/b><\/h3>\n<p><img decoding=\"async\" class=\"aligncenter wp-image-70796 size-full\" src=\"https:\/\/www.uplers.com\/wp-content\/uploads\/2024\/11\/resume-matrix-svg-scaled.jpg\" alt=\"Resume Evaluation matrix\" width=\"2560\" height=\"1440\" srcset=\"https:\/\/www.uplers.com\/wp-content\/uploads\/2024\/11\/resume-matrix-svg-scaled.jpg 2560w, https:\/\/www.uplers.com\/wp-content\/uploads\/2024\/11\/resume-matrix-svg-300x169.jpg 300w, https:\/\/www.uplers.com\/wp-content\/uploads\/2024\/11\/resume-matrix-svg-1024x576.jpg 1024w, https:\/\/www.uplers.com\/wp-content\/uploads\/2024\/11\/resume-matrix-svg-768x432.jpg 768w, https:\/\/www.uplers.com\/wp-content\/uploads\/2024\/11\/resume-matrix-svg-1536x864.jpg 1536w, https:\/\/www.uplers.com\/wp-content\/uploads\/2024\/11\/resume-matrix-svg-2048x1152.jpg 2048w, https:\/\/www.uplers.com\/wp-content\/uploads\/2024\/11\/resume-matrix-svg-624x351.jpg 624w, https:\/\/www.uplers.com\/wp-content\/uploads\/2024\/11\/resume-matrix-svg-500x281.jpg 500w, https:\/\/www.uplers.com\/wp-content\/uploads\/2024\/11\/resume-matrix-svg-150x84.jpg 150w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/><\/p>\n<p><b>Quadrant 1 &#8211; <\/b><span style=\"font-weight: 400;\">They are your cream candidates, keep them active or hot, <\/span><b>(Low Severity Less Red Flags)<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Multiple minor issues<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Easily explainable concerns<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Pattern of small oversights<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Fixable problems<\/span><\/li>\n<\/ul>\n<p><b>Screening Process<\/b><\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Send pre-screening questionnaire addressing specific flags<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Since there are low severity red flags, screening questions can be text based or can be recorded on call too to address concern from hiring managers while reviewing CV.\u00a0<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Request work samples if applicable<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><b>Interview Strategy<\/b><\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Start with open-ended questions about career history<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Address flags naturally throughout conversation (We have also shared one more blog where you will find how to address flags in conversations)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Allow candidate to explain situations without confrontation<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Listen for consistency in explanations<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><b>Decision Points<\/b><\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Proceed if:<\/span>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"3\"><span style=\"font-weight: 400;\">Candidate provides clear explanations<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"3\"><span style=\"font-weight: 400;\">Issues are genuinely minor<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"3\"><span style=\"font-weight: 400;\">Strong positive attributes outweigh concerns<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"3\"><span style=\"font-weight: 400;\">References confirm explanations<\/span><\/li>\n<\/ul>\n<\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Reject if:<\/span>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"3\"><span style=\"font-weight: 400;\">Pattern suggests carelessness<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"3\"><span style=\"font-weight: 400;\">Explanations are inconsistent<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"3\"><span style=\"font-weight: 400;\">Unwilling to provide documentation<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><b>Quadrant 2 (Q2) Low Severity Less Red Flags<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Multiple minor issues<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Easily explainable concerns<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Pattern of small oversights<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Fixable problems<\/span><\/li>\n<\/ul>\n<p><b>Quadrant 3 (Q3) High Severity Many Red Flags<\/b><\/p>\n<p><span style=\"font-weight: 400;\">They are the candidates you can straight away ignore for now.\u00a0<\/span><\/p>\n<p><b>Quadrant 4 (Q4)\u00a0 High Severity Less Red Flags<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Few but significant issues<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Potential deal-breakers<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Core qualification concerns<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Trust\/integrity issues<\/span><\/li>\n<\/ul>\n<p><b>Screening Process<\/b><\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Send Assessment (to check code quality or functional exposure)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Use AI Video Screening to gauge in depth sever red flags<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Keep assessment focused and in depth around red flags<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Request work samples if applicable around red flags<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><b>Interview Strategy<\/b><\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Schedule longer interview (45-60 minutes)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Prepare specific questions for each flag (Lets learn in another blog how to create specific questions for each flag with follow up questions to get in depth)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Use behavioral interview techniques (Focus on one product or contribution the candidate is confident about and go in depth)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Include additional stakeholders in the process if required.\u00a0<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><b>Decision Points<\/b><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Proceed if:<\/span>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Flag has legitimate explanation<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Documentation\/code\/AI video screening fully validates claims<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">References strongly endorse candidate<\/span><\/li>\n<\/ul>\n<\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Reject if:<\/span>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Unable to verify crucial information<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Documentation\/Code\/AI Video Screening missing or incomplete<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"2\"><span style=\"font-weight: 400;\">Explanations raise more concerns<\/span><\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><b>Step 4<\/b><\/p>\n<p><span style=\"font-weight: 400;\">Submit your candidate to the hiring manager by creating a Summary of your entire experience using all details you recorded beyond the CV.\u00a0<\/span><\/p>\n<h2 data-pm-slice=\"1 1 []\">Final Thoughts on Leveraging AI for Hiring<\/h2>\n<p>Using LLMs for candidate screening helps me bring a level of analysis and insight that stands out. By categorizing candidates based on severity and types of red flags, I can make better-informed decisions and present the most suitable candidates to hiring managers. Instead of just submitting a resume, I now deliver a nuanced understanding of the candidate\u2019s strengths, weaknesses, and overall fit for the role\u2014showing exactly how AI isn\u2019t just a tool but a real partner in the hiring process.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Using LLMs (ChatGPT or Claude or Gemini or any other LLM) to get confidence about the strength of a candidate from CV.\u00a0 It&#8217;s been industry talk that AI will take away jobs, but rather there are few like us who believe that AI will facilitate and help humans to perform much better.\u00a0 Lets talk about [&hellip;]<\/p>\n","protected":false},"author":36,"featured_media":70705,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[2579],"tags":[2230,2664],"acf":{"large_image":{"ID":70705,"id":70705,"title":"AI in Hiring: How LLMs Enhance Candidate Screening and Quality","filename":"unnamed-11.png","filesize":114170,"url":"https:\/\/www.uplers.com\/wp-content\/uploads\/2024\/11\/unnamed-11.png","link":"https:\/\/www.uplers.com\/blog\/ai-in-hiring-how-llms-enhance-candidate-screening-and-quality\/unnamed-11-3\/","alt":"AI in Hiring: How LLMs Enhance Candidate Screening and Quality","author":"76","description":"","caption":"","name":"unnamed-11-3","status":"inherit","uploaded_to":70704,"date":"2024-11-15 13:28:36","modified":"2024-11-15 13:28:47","menu_order":0,"mime_type":"image\/png","type":"image","subtype":"png","icon":"https:\/\/www.uplers.com\/wp-includes\/images\/media\/default.png","width":512,"height":288,"sizes":{"thumbnail":"https:\/\/www.uplers.com\/wp-content\/uploads\/2024\/11\/unnamed-11-150x150.png","thumbnail-width":150,"thumbnail-height":150,"medium":"https:\/\/www.uplers.com\/wp-content\/uploads\/2024\/11\/unnamed-11-300x169.png","medium-width":300,"medium-height":169,"medium_large":"https:\/\/www.uplers.com\/wp-content\/uploads\/2024\/11\/unnamed-11.png","medium_large-width":512,"medium_large-height":288,"large":"https:\/\/www.uplers.com\/wp-content\/uploads\/2024\/11\/unnamed-11.png","large-width":512,"large-height":288,"1536x1536":"https:\/\/www.uplers.com\/wp-content\/uploads\/2024\/11\/unnamed-11.png","1536x1536-width":512,"1536x1536-height":288,"2048x2048":"https:\/\/www.uplers.com\/wp-content\/uploads\/2024\/11\/unnamed-11.png","2048x2048-width":512,"2048x2048-height":288,"blog-grid":"https:\/\/www.uplers.com\/wp-content\/uploads\/2024\/11\/unnamed-11-436x265.png","blog-grid-width":436,"blog-grid-height":265,"blog-detail":"https:\/\/www.uplers.com\/wp-content\/uploads\/2024\/11\/unnamed-11.png","blog-detail-width":512,"blog-detail-height":288,"post-thumbnail":"https:\/\/www.uplers.com\/wp-content\/uploads\/2024\/11\/unnamed-11.png","post-thumbnail-width":512,"post-thumbnail-height":288,"other-page-blog-img":"https:\/\/www.uplers.com\/wp-content\/uploads\/2024\/11\/unnamed-11-500x281.png","other-page-blog-img-width":500,"other-page-blog-img-height":281,"web-stories-poster-portrait":"https:\/\/www.uplers.com\/wp-content\/uploads\/2024\/11\/unnamed-11.png","web-stories-poster-portrait-width":512,"web-stories-poster-portrait-height":288,"web-stories-publisher-logo":"https:\/\/www.uplers.com\/wp-content\/uploads\/2024\/11\/unnamed-11-96x96.png","web-stories-publisher-logo-width":96,"web-stories-publisher-logo-height":96,"web-stories-thumbnail":"https:\/\/www.uplers.com\/wp-content\/uploads\/2024\/11\/unnamed-11-150x84.png","web-stories-thumbnail-width":150,"web-stories-thumbnail-height":84}},"schema":"<script type=\"application\/ld+json\">\r\n{\r\n  \"@context\": \"https:\/\/schema.org\",\r\n  \"@type\": \"BlogPosting\",\r\n  \"mainEntityOfPage\": {\r\n    \"@type\": \"WebPage\",\r\n    \"@id\": \"https:\/\/www.uplers.com\/blog\/ai-in-hiring-how-llms-enhance-candidate-screening-and-quality\/\"\r\n  },\r\n  \"headline\": \"AI in Hiring: How LLMs Enhance Candidate Screening and Quality\",\r\n  \"description\": \"Using LLMs (ChatGPT or Claude or Gemini or any other LLM) to get confidence about the strength of a candidate from CV. It\u2019s been industry talk that AI will take away jobs, but rather there are few like us who believe that AI will facilitate and help humans to perform much better. 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