{"id":1497,"date":"2024-10-01T14:28:02","date_gmt":"2024-10-01T12:28:02","guid":{"rendered":"https:\/\/guillaume-guerard.com\/?page_id=1497"},"modified":"2024-10-02T09:54:08","modified_gmt":"2024-10-02T07:54:08","slug":"zero-shot-prompting","status":"publish","type":"page","link":"https:\/\/guillaume-guerard.com\/en\/cours-de-methodologie\/zero-shot-prompting\/","title":{"rendered":"Zero Shot Prompt"},"content":{"rendered":"<div data-elementor-type=\"wp-page\" data-elementor-id=\"1497\" class=\"elementor elementor-1497\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-0134d07 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0134d07\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-be56438\" data-id=\"be56438\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-713d058 elementor-align-justify elementor-widget elementor-widget-button\" data-id=\"713d058\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/guillaume-guerard.com\/en\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Welcome<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-0b26da6\" data-id=\"0b26da6\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ebf52a0 elementor-align-justify elementor-widget elementor-widget-button\" data-id=\"ebf52a0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/complex-systems-ai.com\/\" target=\"_blank\" rel=\"noopener\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Data Science<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-a621b28 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"a621b28\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-0a4ffb3\" data-id=\"0a4ffb3\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-c219032 elementor-widget elementor-widget-heading\" data-id=\"c219032\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Page contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Contents\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/guillaume-guerard.com\/en\/cours-de-methodologie\/zero-shot-prompting\/#Invite_Zero-shot_Zero_Shot_Prompting\" >Zero-shot prompt (Zero Shot Prompting)<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/guillaume-guerard.com\/en\/cours-de-methodologie\/zero-shot-prompting\/#Utilite\" >Utility<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/guillaume-guerard.com\/en\/cours-de-methodologie\/zero-shot-prompting\/#Limites\" >Boundaries<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/guillaume-guerard.com\/en\/cours-de-methodologie\/zero-shot-prompting\/#Exemples\" >Examples<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/guillaume-guerard.com\/en\/cours-de-methodologie\/zero-shot-prompting\/#Biais\" >Bias<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"elementor-heading-title elementor-size-default\"><span class=\"ez-toc-section\" id=\"Invite_Zero-shot_Zero_Shot_Prompting\"><\/span>Zero-shot prompt (Zero Shot Prompting)<span class=\"ez-toc-section-end\"><\/span><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6dc4937 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6dc4937\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-ba5a7de\" data-id=\"ba5a7de\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7ce6493 elementor-widget elementor-widget-text-editor\" data-id=\"7ce6493\" data-element_type=\"widget\" data-e-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\t\t<p>Zero-shot prompting offers a paradigm shift in the exploitation of large LLMs. This technique eliminates the need for extensive training data, instead relying on carefully designed prompts that guide the model towards new tasks. Specifically, the model is given a description of the task in the prompt, but lacks labeled data for training on specific input-output mappings. The model then leverages its pre-existing knowledge to generate predictions based on the given prompt for the new task.<\/p><p><img decoding=\"async\" class=\"alignnone wp-image-49 size-full\" src=\"http:\/\/guillaume-guerard.com\/wp-content\/uploads\/2023\/07\/logo_sc.png\" alt=\"Zero Shot Prompting\" width=\"238\" height=\"203\" \/><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-2510b35 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2510b35\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-2ece922\" data-id=\"2ece922\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f78ee39 elementor-widget elementor-widget-heading\" data-id=\"f78ee39\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><span class=\"ez-toc-section\" id=\"Utilite\"><\/span>Utility<span class=\"ez-toc-section-end\"><\/span><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-f1f5302 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f1f5302\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-ec8e2a7\" data-id=\"ec8e2a7\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b8d5e97 elementor-widget elementor-widget-text-editor\" data-id=\"b8d5e97\" data-element_type=\"widget\" data-e-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\t\t<p>The Zero-shot prompt works great in a variety of text generation tasks, allowing models to produce various types of content without specific training. These tasks include the <a href=\"https:\/\/guillaume-guerard.com\/en\/cours-de-methodologie\/lire-et-resume-un-papier-scientifique\/\">summary<\/a>, creative writing and translation. Here are some examples:<\/p><p><img fetchpriority=\"high\" decoding=\"async\" class=\"alignnone wp-image-1495 size-full\" src=\"http:\/\/guillaume-guerard.com\/wp-content\/uploads\/2024\/10\/zeroshot1.png\" alt=\"zero shot\" width=\"805\" height=\"530\" srcset=\"https:\/\/guillaume-guerard.com\/wp-content\/uploads\/2024\/10\/zeroshot1.png 805w, https:\/\/guillaume-guerard.com\/wp-content\/uploads\/2024\/10\/zeroshot1-300x198.png 300w, https:\/\/guillaume-guerard.com\/wp-content\/uploads\/2024\/10\/zeroshot1-768x506.png 768w, https:\/\/guillaume-guerard.com\/wp-content\/uploads\/2024\/10\/zeroshot1-18x12.png 18w\" sizes=\"(max-width: 805px) 100vw, 805px\" \/><\/p><p>The Zero-shot prompt gives models the opportunity to respond to many <a href=\"https:\/\/guillaume-guerard.com\/en\/cours-de-methodologie\/definir-les-questions-scientifiques\/\">questions<\/a> different, such as factual, explanatory and comparative questions, depending on their general knowledge and understanding of the language.<\/p><p><img decoding=\"async\" class=\"alignnone wp-image-1496 size-full\" src=\"http:\/\/guillaume-guerard.com\/wp-content\/uploads\/2024\/10\/zeroshot2.png\" alt=\"zero shot\" width=\"807\" height=\"469\" srcset=\"https:\/\/guillaume-guerard.com\/wp-content\/uploads\/2024\/10\/zeroshot2.png 807w, https:\/\/guillaume-guerard.com\/wp-content\/uploads\/2024\/10\/zeroshot2-300x174.png 300w, https:\/\/guillaume-guerard.com\/wp-content\/uploads\/2024\/10\/zeroshot2-768x446.png 768w, https:\/\/guillaume-guerard.com\/wp-content\/uploads\/2024\/10\/zeroshot2-18x10.png 18w\" sizes=\"(max-width: 807px) 100vw, 807px\" \/><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-b3a3203 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"b3a3203\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-eacf323\" data-id=\"eacf323\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7601767 elementor-widget elementor-widget-heading\" data-id=\"7601767\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><span class=\"ez-toc-section\" id=\"Limites\"><\/span>Boundaries<span class=\"ez-toc-section-end\"><\/span><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-0e31ac3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0e31ac3\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-f02f453\" data-id=\"f02f453\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2f5cee5 elementor-widget elementor-widget-text-editor\" data-id=\"2f5cee5\" data-element_type=\"widget\" data-e-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\t\t<p>Pulse-free prompting, while powerful, may not always be as accurate as models specifically trained for specific tasks. This limitation comes from several factors:<\/p><ul><li><strong>Lack of task-specific optimization\u00a0<\/strong>: Fine-tuned models benefit from targeted training on task-specific data, which can lead to higher accuracy for that particular task.<\/li><li><strong>Variability of interpretation<\/strong> : The model&#039;s interpretation of the prompt may not always perfectly match the user&#039;s intent, which can lead to inaccuracies.<\/li><li><strong>Processing complex tasks<\/strong> : Highly specialized or complex tasks may require more nuanced understanding than is possible with non-prompting alone.<\/li><\/ul><p>The performance of the non-pulse prompt can be very sensitive to the wording of the prompt.<\/p><ul><li><strong>Formulation variations<\/strong>\u00a0: slight changes in vocabulary or sentence structure may alter the model&#039;s interpretation of the task.<\/li><li><strong>Clarity of instructions<\/strong> : ambiguous or imprecise instructions may lead to unexpected or inconsistent results.<\/li><li><strong>Context dependency<\/strong> : The effectiveness of a prompt may vary depending on the specific input or context to which it is applied.<\/li><\/ul>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-bcb1b79 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"bcb1b79\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-fe39b84\" data-id=\"fe39b84\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5fd1b02 elementor-widget elementor-widget-heading\" data-id=\"5fd1b02\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><span class=\"ez-toc-section\" id=\"Exemples\"><\/span>Examples<span class=\"ez-toc-section-end\"><\/span><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6fb053d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6fb053d\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3fe96f1\" data-id=\"3fe96f1\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-678acaf elementor-widget elementor-widget-text-editor\" data-id=\"678acaf\" data-element_type=\"widget\" data-e-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\t\t<p>We will use the following example text:<\/p><p><strong>Example text\u00a0<\/strong>: &quot;The Industrial Revolution, which took place from the 18th to the 19th centuries, was a period in which the largely agrarian and rural societies of Europe and America became industrial and urban. Before the Industrial Revolution, which began in Britain in the late 1700s, manufacturing was often done in the home, using hand tools or basic machines. Industrialization marked a shift to purpose-driven, powered machinery, factories, and mass production. The iron and textile industries, as well as the development of the steam engine, played central roles in the Industrial Revolution, which also saw improvements in transportation, communication, and banking systems.&quot;<\/p><p>Now let&#039;s apply our three prompts:<\/p><p><strong>Invite 1<\/strong>\u00a0: \u201cSummarize this text in one sentence:\u201d<\/p><p><strong><a href=\"https:\/\/guillaume-guerard.com\/en\/cours-de-methodologie\/parfaire-la-section-resultats\/\">Result<\/a> 1\u00a0<\/strong>:The Industrial Revolution was a period of transformation in the 18th and 19th centuries that moved European and American societies from an agrarian to an industrial society, characterized by the rise of factories, mass production, and technological advances in manufacturing, transportation, and communication.<\/p><p>This answer provides a concise one-sentence summary that captures the essence of the Industrial Revolution, its period, location, and key features.<\/p><p><strong>Invite 2\u00a0<\/strong>: \u201cProvide a brief summary of the following:\u201d<\/p><p><strong>Result 2<\/strong>\u00a0: The Industrial Revolution was a period of significant change from the 18th to the 19th century, primarily affecting Europe and America. It marked a transition from agrarian and rural societies to industrial and urban societies. Before this time, manufacturing was typically done in the home using simple tools. The revolution gave rise to powered machines, factories, and <a href=\"https:\/\/guillaume-guerard.com\/en\/cours-de-methodologie\/parfaire-la-methodologie\/\">methods<\/a> of mass production. Key industries such as iron and textiles played a crucial role, as did the invention of the steam engine. This period also saw advances in transportation, communication and banking systems, fundamentally changing the economic and social landscape.<\/p><p>This answer is longer and more detailed than the first one. It covers more aspects of the Industrial Revolution, including its impact on specific industries and broader societal changes. The model interpreted the term &quot;brief summary&quot; to allow for multiple sentences and more comprehensive coverage.<\/p><p><strong>Invite 3<\/strong>\u00a0: \u201cWhat is the main idea of this passage?\u201d<\/p><p><strong>Result 3<\/strong>\u00a0: The main idea of this passage is the fundamental shift from agrarian to industrial society during the Industrial Revolution, highlighting the major changes in manufacturing methods, technology, and urban development that occurred in Europe and America from the 18th to the 19th century.<\/p><p>This answer focuses on the central theme or basic concept of the passage rather than trying to summarize all the details. It identifies the key transformation (agrarian to industrial) and mentions broad areas of change without going into details like the iron and textile industries or the steam engine.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4493d47 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4493d47\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-dd13116\" data-id=\"dd13116\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-8ca5059 elementor-widget elementor-widget-heading\" data-id=\"8ca5059\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><span class=\"ez-toc-section\" id=\"Biais\"><\/span>Bias<span class=\"ez-toc-section-end\"><\/span><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-c606ecb elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c606ecb\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-c108882\" data-id=\"c108882\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0266447 elementor-widget elementor-widget-text-editor\" data-id=\"0266447\" data-element_type=\"widget\" data-e-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\t\t<p>Pre-trained models used for zero-injection prompts may have biases present in their training data, which can lead to inconsistent results. <a href=\"https:\/\/guillaume-guerard.com\/en\/cours-de-methodologie\/definir-la-problematique\/\">problematic<\/a>\u00a0:<\/p><ul><li><strong>Demographic biases\u00a0<\/strong>: models may produce biased results related to race, gender, age, or other demographic factors.<\/li><li><strong>Cultural biases<\/strong> : model responses may favor certain cultural perspectives over others.<br \/>Recency bias: Information that is more prevalent in the training data (often more recent) may be overrepresented in the model&#039;s knowledge.<\/li><li><strong>Stereotypes<\/strong> : the model may reinforce harmful stereotypes present in its training data.<\/li><\/ul><p>Understanding these limitations and challenges is essential to effectively using zero-injection prompts. It is important that you are aware of potential inaccuracies, the importance of careful prompt design, and the need to critically evaluate results for potential bias.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Home Data Science Zero-shot Prompt (Zero Shot Prompting) The Zero-shot Prompt (Zero Shot Prompting) offers a paradigm shift in the exploitation of \u2026 <\/p>","protected":false},"author":1,"featured_media":0,"parent":47,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"elementor_header_footer","meta":{"footnotes":""},"class_list":["post-1497","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/guillaume-guerard.com\/en\/wp-json\/wp\/v2\/pages\/1497","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/guillaume-guerard.com\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/guillaume-guerard.com\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/guillaume-guerard.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/guillaume-guerard.com\/en\/wp-json\/wp\/v2\/comments?post=1497"}],"version-history":[{"count":10,"href":"https:\/\/guillaume-guerard.com\/en\/wp-json\/wp\/v2\/pages\/1497\/revisions"}],"predecessor-version":[{"id":1520,"href":"https:\/\/guillaume-guerard.com\/en\/wp-json\/wp\/v2\/pages\/1497\/revisions\/1520"}],"up":[{"embeddable":true,"href":"https:\/\/guillaume-guerard.com\/en\/wp-json\/wp\/v2\/pages\/47"}],"wp:attachment":[{"href":"https:\/\/guillaume-guerard.com\/en\/wp-json\/wp\/v2\/media?parent=1497"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}