{"id":90682,"date":"2025-11-05T14:57:40","date_gmt":"2025-11-05T11:57:40","guid":{"rendered":"https:\/\/forklog.com\/en\/?p=90682"},"modified":"2025-11-05T15:00:21","modified_gmt":"2025-11-05T12:00:21","slug":"researchers-reveal-how-to-enhance-ai-response-quality","status":"publish","type":"post","link":"https:\/\/forklog.com\/en\/researchers-reveal-how-to-enhance-ai-response-quality\/","title":{"rendered":"Researchers Reveal How to Enhance AI Response Quality"},"content":{"rendered":"<p>Carefully crafted contextual prompts improve the accuracy of AI model responses. This conclusion is drawn in a <a href=\"https:\/\/arxiv.org\/abs\/2510.26493\">paper<\/a> by the Shanghai Artificial Intelligence Laboratory.<\/p>\n<p>Despite neural networks&#8217; ability to understand natural language, they still require additional information and well-formulated queries to deliver quality results. For instance, if asked to &#8220;plan a trip,&#8221; an AI might suggest a luxury cruise without knowing about a limited budget.<\/p>\n<p>Good questions help avoid &#8220;entropy&#8221;\u2014confusion due to excessive uncertainty.<\/p>\n<h2 class=\"wp-block-heading\">How to Formulate Quality Prompts<\/h2>\n<p>The paper suggests ways to enhance communication with artificial intelligence, based on prompt engineering.<\/p>\n<p>Several tips include:<\/p>\n<ol class=\"wp-block-list\">\n<li><strong>Start with the basics: who, what, why.<\/strong> Always include background to create context. Instead of the prompt &#8220;Write a poem,&#8221; try: &#8220;You are a romantic poet writing for my anniversary. The theme is eternal love. Keep the poem short and sweet.&#8221;<\/li>\n<li><strong>Layer information like a cake<\/strong><strong>\u2014from general to specific<\/strong><strong>.<\/strong> Begin with the general, then add details. For a programming task: &#8220;I am a beginner programmer. First, explain the basics of Python. Then help debug this code [insert code]. Context: it&#8217;s for a simple game app.&#8221; This helps AI handle complex requests without overload.<\/li>\n<li><strong>Use tags and structure.<\/strong> Organize prompts with labels. Example: &#8220;Goal: plan a budget vacation. Constraints: $500. Suitable for family. Preferences: beach destination.&#8221; It&#8217;s akin to providing AI with a roadmap.<\/li>\n<li><strong>Include multimodal elements.<\/strong> If the request involves visual elements or previous chats, provide a description. Example: &#8220;Based on this image [description or link], suggest outfit options. Previous context: I prefer casual style.&#8221; For lengthy tasks, briefly outline the history.<\/li>\n<li><strong>Filter out noise.<\/strong> Include only the essentials in the prompt. If the AI &#8220;goes off track,&#8221; add clarification. For instance: &#8220;Ignore irrelevant topics\u2014focus only on health benefits.&#8221;<\/li>\n<li><strong>Consider past mistakes.<\/strong> Think ahead, for example: &#8220;Last time you suggested X, but it didn&#8217;t work due to Y\u2014adjust accordingly.&#8221;<\/li>\n<\/ol>\n<p>Earlier in October, research from the University of Pennsylvania <a href=\"https:\/\/forklog.com\/en\/news\/study-reveals-politeness-reduces-ai-response-accuracy\">showed<\/a> that large language models respond more accurately when addressed bluntly.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Carefully crafted contextual prompts improve the accuracy of AI model responses.<\/p>\n","protected":false},"author":1,"featured_media":90683,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"select":"1","news_style_id":"1","cryptorium_level":"","_short_excerpt_text":"Carefully crafted prompts enhance AI response accuracy.","creation_source":"","_metatest_mainpost_news_update":false,"footnotes":""},"categories":[3],"tags":[438],"class_list":["post-90682","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news-and-analysis","tag-artificial-intelligence"],"aioseo_notices":[],"amp_enabled":true,"views":"71","promo_type":"1","layout_type":"1","short_excerpt":"Carefully crafted prompts enhance AI response accuracy.","is_update":"","_links":{"self":[{"href":"https:\/\/forklog.com\/en\/wp-json\/wp\/v2\/posts\/90682","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/forklog.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/forklog.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/forklog.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/forklog.com\/en\/wp-json\/wp\/v2\/comments?post=90682"}],"version-history":[{"count":1,"href":"https:\/\/forklog.com\/en\/wp-json\/wp\/v2\/posts\/90682\/revisions"}],"predecessor-version":[{"id":90684,"href":"https:\/\/forklog.com\/en\/wp-json\/wp\/v2\/posts\/90682\/revisions\/90684"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/forklog.com\/en\/wp-json\/wp\/v2\/media\/90683"}],"wp:attachment":[{"href":"https:\/\/forklog.com\/en\/wp-json\/wp\/v2\/media?parent=90682"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/forklog.com\/en\/wp-json\/wp\/v2\/categories?post=90682"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/forklog.com\/en\/wp-json\/wp\/v2\/tags?post=90682"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}