{"id":90,"date":"2025-03-10T12:55:37","date_gmt":"2025-03-10T16:55:37","guid":{"rendered":"https:\/\/businessphysics.ai\/?p=90"},"modified":"2025-03-17T13:53:01","modified_gmt":"2025-03-17T17:53:01","slug":"how-do-llms-understand-words-with-multiple-meanings","status":"publish","type":"post","link":"https:\/\/businessphysics.ai\/ar\/how-do-llms-understand-words-with-multiple-meanings\/","title":{"rendered":"\u0643\u064a\u0641 \u064a\u0641\u0647\u0645 \u0637\u0644\u0627\u0628 \u0627\u0644\u0645\u0627\u062c\u0633\u062a\u064a\u0631 \u0641\u064a \u0627\u0644\u0642\u0627\u0646\u0648\u0646 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0645\u0639\u0627\u0646\u064a \u0627\u0644\u0645\u062a\u0639\u062f\u062f\u0629\u061f"},"content":{"rendered":"<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"512\" height=\"512\" src=\"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/03\/embeddings-1.png\" alt=\"\" class=\"wp-image-114\" srcset=\"https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/03\/embeddings-1.png 512w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/03\/embeddings-1-300x300.png 300w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/03\/embeddings-1-150x150.png 150w, https:\/\/businessphysics.ai\/wp-content\/uploads\/2025\/03\/embeddings-1-12x12.png 12w\" sizes=\"auto, (max-width: 512px) 100vw, 512px\" \/><\/figure>\n\n\n\n<p><strong>\u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a<\/strong> \u0625\u0646\u0647\u0627 \u0637\u0631\u0642 \u0644\u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0623\u0648 \u0627\u0644\u062c\u0645\u0644 \u0623\u0648 \u062d\u062a\u0649 \u0627\u0644\u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0627\u0644\u0643\u0627\u0645\u0644\u0629 \u0625\u0644\u0649 \u062a\u0645\u062b\u064a\u0644\u0627\u062a \u0631\u0642\u0645\u064a\u0629 (\u0645\u062a\u062c\u0647\u0627\u062a) \u064a\u0645\u0643\u0646 \u0644\u0644\u062d\u0627\u0633\u0628\u0627\u062a \u0641\u0647\u0645\u0647\u0627. \u064a\u0645\u0643\u0646\u0643 \u0627\u0644\u062a\u0641\u0643\u064a\u0631 \u0641\u064a \u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a \u0639\u0644\u0649 \u0623\u0646\u0647\u0627 \u062a\u0631\u062c\u0645\u0629 \u0627\u0644\u0644\u063a\u0629 \u0627\u0644\u0628\u0634\u0631\u064a\u0629 \u0625\u0644\u0649 \u0634\u0643\u0644 \u064a\u0645\u0643\u0646 \u0644\u0644\u0622\u0644\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u062a\u0647 \u0648\u062a\u062d\u0644\u064a\u0644\u0647 \u0628\u0633\u0647\u0648\u0644\u0629.<\/p>\n\n\n\n<p>\u0644\u0641\u0647\u0645 \u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a \u0628\u0634\u0643\u0644 \u0623\u0641\u0636\u0644\u060c \u0644\u0646\u0628\u062f\u0623 \u0628\u062a\u0634\u0628\u064a\u0647 \u0628\u0633\u064a\u0637. \u0644\u0646\u0641\u062a\u0631\u0636 \u0623\u0646\u0643 \u062a\u0631\u062a\u0628 \u0627\u0644\u0643\u062a\u0628 \u0641\u064a \u0645\u0643\u062a\u0628\u0629. \u0642\u062f \u062a\u0636\u0639 \u0627\u0644\u0643\u062a\u0628 \u0627\u0644\u062a\u064a \u0644\u0647\u0627 \u0645\u0648\u0636\u0648\u0639 \u0645\u062a\u0634\u0627\u0628\u0647 \u0628\u062c\u0627\u0646\u0628 \u0628\u0639\u0636\u0647\u0627 \u0627\u0644\u0628\u0639\u0636. \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644 \u0642\u062f \u062a\u0636\u0639 \u0643\u062a\u0628 \u0627\u0644\u0639\u0644\u0648\u0645 \u0639\u0644\u0649 \u0631\u0641 \u0648\u0643\u062a\u0628 \u0627\u0644\u0637\u0628\u062e \u0639\u0644\u0649 \u0631\u0641 \u0622\u062e\u0631. \u062a\u0639\u0645\u0644 \u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a \u0628\u0637\u0631\u064a\u0642\u0629 \u0645\u0645\u0627\u062b\u0644\u0629 \u0645\u0646 \u062e\u0644\u0627\u0644 \u0648\u0636\u0639 \u0643\u0644\u0645\u0627\u062a \u0623\u0648 \u0645\u0641\u0627\u0647\u064a\u0645 \u0645\u062a\u0634\u0627\u0628\u0647\u0629 \u0630\u0627\u062a \u0645\u0639\u0646\u0649 \u0645\u062a\u0634\u0627\u0628\u0647 \u0628\u0627\u0644\u0642\u0631\u0628 \u0645\u0646 \u0628\u0639\u0636\u0647\u0627 \u0627\u0644\u0628\u0639\u0636 \u0641\u064a \u0645\u0633\u0627\u062d\u0629 \u0645\u062a\u0639\u062f\u062f\u0629 \u0627\u0644\u0623\u0628\u0639\u0627\u062f.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" style=\"margin-top:var(--wp--preset--spacing--30);margin-bottom:var(--wp--preset--spacing--30)\" \/>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"margin-top:var(--wp--preset--spacing--30);margin-bottom:var(--wp--preset--spacing--30)\">\u0643\u064a\u0641 \u062a\u0639\u0645\u0644 \u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a (\u0634\u0631\u062d \u0645\u0628\u0633\u0637):<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u062d\u0648\u0651\u0644 \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0625\u0644\u0649 \u0623\u0631\u0642\u0627\u0645:\n<ul class=\"wp-block-list\">\n<li style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\">\u064a\u062a\u0645 \u0625\u0639\u0637\u0627\u0621 \u0643\u0644 \u0643\u0644\u0645\u0629 \u0645\u062c\u0645\u0648\u0639\u0629 \u0641\u0631\u064a\u062f\u0629 \u0645\u0646 \u0627\u0644\u0623\u0631\u0642\u0627\u0645 (\u0645\u062a\u062c\u0647). \u0627\u0644\u0643\u0644\u0645\u0627\u062a \u0630\u0627\u062a \u0627\u0644\u0645\u0639\u0627\u0646\u064a \u0627\u0644\u0645\u062a\u0634\u0627\u0628\u0647\u0629 \u0644\u0647\u0627 \u0645\u062a\u062c\u0647\u0627\u062a \u0645\u062a\u0634\u0627\u0628\u0647\u0629.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u0642\u064a\u0627\u0633 \u0627\u0644\u062a\u0634\u0627\u0628\u0647:\n<ul class=\"wp-block-list\">\n<li style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\">\u0645\u0646 \u062e\u0644\u0627\u0644 \u062d\u0633\u0627\u0628 \u0627\u0644\u0645\u0633\u0627\u0641\u0629 \u0628\u064a\u0646 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class=\"wp-block-list\">\n<li>\u0627\u0644\u0628\u062d\u062b \u0627\u0644\u062f\u0644\u0627\u0644\u064a:\n<ul class=\"wp-block-list\">\n<li style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\">\u0639\u0646\u062f\u0645\u0627 \u062a\u0628\u062d\u062b \u0639\u0646 \u0645\u0635\u0637\u0644\u062d \u0644\u0647 \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0639\u0627\u0646\u064a\u060c \u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644 \"\u062a\u0641\u0627\u062d\u0629\"\u060c \u0641\u0625\u0646\u0647 \u0633\u064a\u0645\u064a\u0632 \u0628\u064a\u0646 \u0627\u0644\u0634\u0631\u0643\u0629 \u0648\u0627\u0644\u0641\u0627\u0643\u0647\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0633\u064a\u0627\u0642.<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u062a\u0648\u0635\u064a\u0629:\n<ul class=\"wp-block-list\">\n<li 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\/>\n\n\n\n<p>\u064a\u0633\u0627\u0639\u062f \u0641\u0647\u0645 \u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a \u0639\u0644\u0649 \u0627\u0644\u0627\u0633\u062a\u0641\u0627\u062f\u0629 \u0645\u0646 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a \u0628\u0634\u0643\u0644 \u0623\u0643\u062b\u0631 \u0641\u0639\u0627\u0644\u064a\u0629. \u0648\u0643\u0645\u0627 \u0646\u0627\u0642\u0634\u0646\u0627\u060c \u0641\u0625\u0646 \u0627\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a \u0642\u0648\u064a\u0629 \u0644\u0644\u063a\u0627\u064a\u0629 \u0648\u062a\u0633\u0627\u0639\u062f \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0639\u0644\u0649 \u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u0623\u0643\u062b\u0631 \u0627\u0633\u062a\u0646\u0627\u0631\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0622\u0645\u0644 \u0623\u0646 \u064a\u0643\u0648\u0646 \u0647\u0630\u0627 \u0627\u0644\u0645\u0642\u0627\u0644 \u0645\u0641\u064a\u062f\u064b\u0627 \u0641\u064a \u062a\u062d\u0633\u064a\u0646 \u0641\u0647\u0645\u0643 \u0644\u0644\u062a\u0636\u0645\u064a\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0627\u0644\u062a\u0648\u0644\u064a\u062f\u064a!<\/p>","protected":false},"excerpt":{"rendered":"<p>Embeddings! They are ways to convert words, sentences or even full fledged documents into numerical representations (vectors) that computers can understand. You can think of embeddings as translating human language into a form that machines can easily process and analyze. To better understand embeddings, let\u2019s start with a simple analogy. Let\u2019s say you are arranging [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[9],"tags":[21,22,18,20,23,19,11,24],"class_list":["post-90","post","type-post","status-publish","format-standard","hentry","category-ai-article","tag-bert","tag-contextual-word-representations","tag-embeddings","tag-gpt","tag-semantic-understanding","tag-transformers","tag-understanding-ai","tag-word-embeddings"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>How Do LLMs Understand Words with Multiple Meanings? - Business Physics AI Lab<\/title>\n<meta name=\"description\" content=\"What trick do LLMs use to differentiate between two words that have a similar meaning ? Embeddings. How do they work ? Find out in this short article !\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/businessphysics.ai\/ar\/how-do-llms-understand-words-with-multiple-meanings\/\" \/>\n<meta property=\"og:locale\" content=\"ar_AR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How Do LLMs Understand Words with Multiple Meanings? - Business Physics AI Lab\" \/>\n<meta property=\"og:description\" content=\"What trick do LLMs use to differentiate between two words that have a similar meaning ? Embeddings. How do they work ? 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