{"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\/zh\/how-do-llms-understand-words-with-multiple-meanings\/","title":{"rendered":"\u6cd5\u5b78\u78a9\u58eb\u5982\u4f55\u7406\u89e3\u591a\u91cd\u610f\u7fa9\u7684\u5b57\u8a5e\uff1f"},"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, 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style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\">\u6839\u64da\u884c\u70ba\u6216\u8208\u8da3\u5c07\u5ba2\u6236\u5206\u7d44\uff0c\u4ee5\u7372\u5f97\u66f4\u597d\u7684\u5ba2\u6236\u9ad4\u9a57\uff0c\u4e26\u5be6\u73fe\u500b\u4eba\u5316\u884c\u92b7\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\" style=\"margin-top:var(--wp--preset--spacing--30);margin-bottom:var(--wp--preset--spacing--30)\">\u5d4c\u5165\u5f0f\u7684\u5546\u696d\u50f9\u503c\uff1a<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\"><strong>\u63d0\u9ad8\u6548\u7387<\/strong> \u5feb\u901f\u6aa2\u7d22\u76f8\u95dc\u8cc7\u8a0a\u3002<\/li>\n\n\n\n<li style=\"margin-top:var(--wp--preset--spacing--10);margin-bottom:var(--wp--preset--spacing--10)\"><strong>\u500b\u4eba\u5316\u63a8\u85a6<\/strong>\u63d0\u9ad8\u5ba2\u6236\u6eff\u610f\u5ea6\u548c\u53c3\u8207\u7a0b\u5ea6\u3002<\/li>\n\n\n\n<li><strong>\u6df1\u5165\u77ad\u89e3<\/strong> \u900f\u904e\u6709\u6548\u7684\u8cc7\u6599\u805a\u985e\uff0c\u4e86\u89e3\u5ba2\u6236\u884c\u70ba\u3002<\/li>\n<\/ul>\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<p>\u4e86\u89e3\u5d4c\u5165\u5f0f\u6709\u52a9\u65bc\u66f4\u6709\u6548\u5730\u5229\u7528\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u3002\u6b63\u5982\u6211\u5011\u6240\u8a0e\u8ad6\u7684\uff0c\u5d4c\u5165\u5f0f\u975e\u5e38\u5f37\u5927\uff0c\u53ef\u4ee5\u5e6b\u52a9\u4f01\u696d\u6839\u64da\u8cc7\u6599\u505a\u51fa\u66f4\u660e\u667a\u7684\u6c7a\u7b56\u3002\u6211\u5e0c\u671b\u9019\u7bc7\u6587\u7ae0\u80fd\u5e6b\u52a9\u60a8\u66f4\u597d\u5730\u7406\u89e3\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u4e2d\u7684\u5d4c\u5165\u5f0f\uff01<\/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 ? 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