{"id":3243,"date":"2024-07-12T15:53:19","date_gmt":"2024-07-12T15:53:19","guid":{"rendered":"https:\/\/aifuturize.com\/?p=3243"},"modified":"2024-07-12T15:54:52","modified_gmt":"2024-07-12T15:54:52","slug":"harvards-ai-chatbot-outperforms-gpt-4v-with-90-tumor-detection","status":"publish","type":"post","link":"https:\/\/aifuturize.com\/hi\/ai-news\/harvards-ai-chatbot-outperforms-gpt-4v-with-90-tumor-detection\/","title":{"rendered":"\u0939\u093e\u0930\u094d\u0935\u0930\u094d\u0921 \u0915\u0947 AI \u091a\u0948\u091f\u092c\u0949\u091f \u0928\u0947 90% \u091f\u094d\u092f\u0942\u092e\u0930 \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928 \u0915\u0947 \u0938\u093e\u0925 GPT-4V \u0915\u094b \u092a\u0940\u091b\u0947 \u091b\u094b\u0921\u093c \u0926\u093f\u092f\u093e"},"content":{"rendered":"<div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container has-pattern-background has-mask-background nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"--awb-border-radius-top-left:0px;--awb-border-radius-top-right:0px;--awb-border-radius-bottom-right:0px;--awb-border-radius-bottom-left:0px;--awb-flex-wrap:wrap;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start fusion-flex-content-wrap\" style=\"max-width:1302px;margin-left: calc(-5% \/ 2 );margin-right: calc(-5% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_1_1 1_1 fusion-flex-column\" style=\"--awb-bg-size:cover;--awb-width-large:100%;--awb-margin-top-large:0px;--awb-spacing-right-large:2.375%;--awb-margin-bottom-large:0px;--awb-spacing-left-large:2.375%;--awb-width-medium:100%;--awb-order-medium:0;--awb-spacing-right-medium:2.375%;--awb-spacing-left-medium:2.375%;--awb-width-small:100%;--awb-order-small:0;--awb-spacing-right-small:2.375%;--awb-spacing-left-small:2.375%;\"><div class=\"fusion-column-wrapper fusion-column-has-shadow fusion-flex-justify-content-flex-start fusion-content-layout-column\"><div class=\"fusion-image-element\" style=\"text-align:center;--awb-margin-bottom:20px;--awb-caption-title-font-family:var(--h2_typography-font-family);--awb-caption-title-font-weight:var(--h2_typography-font-weight);--awb-caption-title-font-style:var(--h2_typography-font-style);--awb-caption-title-size:var(--h2_typography-font-size);--awb-caption-title-transform:var(--h2_typography-text-transform);--awb-caption-title-line-height:var(--h2_typography-line-height);--awb-caption-title-letter-spacing:var(--h2_typography-letter-spacing);\"><span class=\"fusion-imageframe imageframe-none imageframe-1 hover-type-none\" style=\"border:4px solid var(--awb-color3);\"><img decoding=\"async\" width=\"600\" height=\"338\" alt=\"\u092a\u0925\u091a\u0948\u091f\" title=\"\u092a\u0925\u091a\u0948\u091f\" src=\"https:\/\/aifuturize.com\/wp-content\/uploads\/2024\/07\/PathCaht-600x338.webp\" class=\"img-responsive wp-image-3246\" srcset=\"https:\/\/aifuturize.com\/wp-content\/uploads\/2024\/07\/PathCaht-18x10.webp 18w, https:\/\/aifuturize.com\/wp-content\/uploads\/2024\/07\/PathCaht-200x113.webp 200w, https:\/\/aifuturize.com\/wp-content\/uploads\/2024\/07\/PathCaht-300x169.webp 300w, https:\/\/aifuturize.com\/wp-content\/uploads\/2024\/07\/PathCaht-400x225.webp 400w, https:\/\/aifuturize.com\/wp-content\/uploads\/2024\/07\/PathCaht-600x338.webp 600w, https:\/\/aifuturize.com\/wp-content\/uploads\/2024\/07\/PathCaht-768x432.webp 768w, https:\/\/aifuturize.com\/wp-content\/uploads\/2024\/07\/PathCaht-800x450.webp 800w, https:\/\/aifuturize.com\/wp-content\/uploads\/2024\/07\/PathCaht-1024x576.webp 1024w, https:\/\/aifuturize.com\/wp-content\/uploads\/2024\/07\/PathCaht-1200x675.webp 1200w, https:\/\/aifuturize.com\/wp-content\/uploads\/2024\/07\/PathCaht.webp 1280w\" sizes=\"(max-width: 800px) 100vw, 1200px\" \/><\/span><\/div><div class=\"fusion-text fusion-text-1\"><h2>GPT-4V \u0915\u094b \u092a\u0940\u091b\u0947 \u091b\u094b\u0921\u093c\u0924\u0947 \u0939\u0941\u090f! \u0939\u093e\u0930\u094d\u0935\u0930\u094d\u0921 \u092e\u0947\u0921\u093f\u0915\u0932 \u0938\u094d\u0915\u0942\u0932 \u0915\u0947 AI \u091a\u0948\u091f\u092c\u0949\u091f \u0915\u094b \u0928\u0947\u091a\u0930 \u092e\u0947\u0902 \u0932\u0917\u092d\u0917 90% \u091f\u094d\u092f\u0942\u092e\u0930 \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928 \u0938\u091f\u0940\u0915\u0924\u093e \u0915\u0947 \u0938\u093e\u0925 \u0926\u093f\u0916\u093e\u092f\u093e \u0917\u092f\u093e<\/h2>\n<p>\u0935\u0930\u094d\u0924\u092e\u093e\u0928 \u092e\u0947\u0902, \u0915\u0948\u0902\u0938\u0930 \u0926\u0941\u0928\u093f\u092f\u093e \u092d\u0930 \u092e\u0947\u0902 \u092e\u094c\u0924 \u0915\u0947 \u092a\u094d\u0930\u092e\u0941\u0916 \u0915\u093e\u0930\u0923\u094b\u0902 \u092e\u0947\u0902 \u0938\u0947 \u090f\u0915 \u092c\u0928 \u0917\u092f\u093e \u0939\u0948, \u0939\u0930 \u0938\u093e\u0932 \u0932\u093e\u0916\u094b\u0902 \u0932\u094b\u0917 \u0907\u0938\u0938\u0947 \u092e\u0930\u0924\u0947 \u0939\u0948\u0902\u0964 \u0935\u093f\u0936\u094d\u0935 \u0938\u094d\u0935\u093e\u0938\u094d\u0925\u094d\u092f \u0938\u0902\u0917\u0920\u0928 \u0928\u0947 \u0915\u0939\u093e \u0939\u0948 \u0915\u093f \u090f\u0915 \u0924\u093f\u0939\u093e\u0908 \u0915\u0948\u0902\u0938\u0930 \u0915\u093e \u0907\u0932\u093e\u091c \u0938\u092e\u092f \u0930\u0939\u0924\u0947 \u092a\u0924\u093e \u0932\u0917\u093e\u0928\u0947 \u0914\u0930 \u0938\u092e\u092f \u092a\u0930 \u0909\u092a\u091a\u093e\u0930 \u0938\u0947 \u0915\u093f\u092f\u093e \u091c\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/p>\n<p>\u0939\u093e\u0932\u093e\u0902\u0915\u093f, \u091a\u093f\u0915\u093f\u0924\u094d\u0938\u093e \u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u092e\u0947\u0902 \u0915\u0948\u0902\u0938\u0930 \u0915\u0940 \u091c\u093e\u0902\u091a \u0939\u092e\u0947\u0936\u093e \u0938\u0947 \u090f\u0915 \u092c\u0921\u093c\u0940 \u091a\u0941\u0928\u094c\u0924\u0940 \u0930\u0939\u0940 \u0939\u0948\u0964 \u0916\u093e\u0938 \u0924\u094c\u0930 \u092a\u0930, \u092a\u0948\u0925\u094b\u0932\u0949\u091c\u093f\u0915\u0932 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u092e\u0947\u0902 \u0930\u094b\u0917\u0940 \u0915\u0947 \u0909\u092a\u091a\u093e\u0930 \u0915\u0947 \u0932\u093f\u090f \u091f\u094d\u092f\u0942\u092e\u0930 \u0915\u0940 \u0938\u091f\u0940\u0915 \u092a\u0939\u091a\u093e\u0928 \u0914\u0930 \u0928\u093f\u0926\u093e\u0928 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u0939\u0948\u0964 \u092a\u093e\u0930\u0902\u092a\u0930\u093f\u0915 \u092a\u0948\u0925\u094b\u0932\u0949\u091c\u093f\u0915\u0932 \u091c\u093e\u0902\u091a \u0915\u093e\u092b\u0940 \u0939\u0926 \u0924\u0915 \u0935\u093f\u0936\u0947\u0937\u091c\u094d\u091e\u094b\u0902 \u0915\u0940 \u0935\u093f\u0936\u0947\u0937\u091c\u094d\u091e\u0924\u093e \u0914\u0930 \u092a\u0947\u0936\u0947\u0935\u0930 \u091c\u094d\u091e\u093e\u0928 \u092a\u0930 \u0928\u093f\u0930\u094d\u092d\u0930 \u0915\u0930\u0924\u0940 \u0939\u0948\u0964<\/p>\n<p>\u091c\u0940\u092a\u0940\u091f\u0940-4 \u091c\u0948\u0938\u0947 \u092c\u0921\u093c\u0947 \u092e\u0949\u0921\u0932\u094b\u0902 \u0915\u0947 \u0935\u093f\u0915\u093e\u0938 \u0915\u0947 \u0938\u093e\u0925, \u0907\u0938\u0915\u0947 \u0909\u092a\u092f\u094b\u0917 \u092a\u0930 \u0905\u0928\u0941\u0938\u0902\u0927\u093e\u0928 \u092d\u0940 \u0936\u0941\u0930\u0942 \u0939\u094b \u0917\u092f\u093e \u0939\u0948\u0964 <a href=\"https:\/\/aifuturize.com\/hi\/\">\u0915\u0943\u0924\u094d\u0930\u093f\u092e \u092c\u0941\u0926\u094d\u0927\u093f\u092e\u0924\u094d\u0924\u093e (\u090f\u0906\u0908)<\/a> \u0930\u094b\u0917 \u0928\u093f\u0926\u093e\u0928 \u092e\u0947\u0902 \u0938\u0939\u093e\u092f\u0924\u093e \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0927\u0940\u0930\u0947-\u0927\u0940\u0930\u0947 \u090f\u0915 \u0928\u0908 \u0924\u0915\u0928\u0940\u0915 \u0909\u092d\u0930 \u0915\u0930 \u0938\u093e\u092e\u0928\u0947 \u0906\u0908 \u0939\u0948\u0964 \u0939\u093e\u0932\u093e\u0901\u0915\u093f, \u0915\u0908 AI \u0938\u093f\u0938\u094d\u091f\u092e \u0905\u092d\u0940 \u092d\u0940 \u0935\u094d\u092f\u093e\u0935\u0939\u093e\u0930\u093f\u0915 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u092e\u0947\u0902 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0938\u0902\u092c\u0902\u0927\u0940 \u0915\u092e\u093f\u092f\u094b\u0902 \u0914\u0930 \u0916\u0930\u093e\u092c \u0905\u0928\u094d\u0924\u0930\u0915\u094d\u0930\u093f\u092f\u093e\u0936\u0940\u0932\u0924\u093e \u0915\u093e \u0938\u093e\u092e\u0928\u093e \u0915\u0930 \u0930\u0939\u0947 \u0939\u0948\u0902\u0964<\/p>\n<p>\u0939\u093e\u0932 \u0939\u0940 \u092e\u0947\u0902, \u0939\u093e\u0930\u094d\u0935\u0930\u094d\u0921 \u092e\u0947\u0921\u093f\u0915\u0932 \u0938\u094d\u0915\u0942\u0932 \u0915\u0940 \u090f\u0915 \u0936\u094b\u0927 \u091f\u0940\u092e \u0914\u0930 \u0909\u0928\u0915\u0947 \u0938\u0939\u092f\u094b\u0917\u093f\u092f\u094b\u0902 \u0928\u0947 \u092e\u093e\u0928\u0935 \u092a\u0948\u0925\u094b\u0932\u0949\u091c\u0940 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0926\u0943\u0936\u094d\u092f \u092d\u093e\u0937\u093e \u0938\u093e\u092e\u093e\u0928\u094d\u092f \u090f\u0906\u0908 \u0938\u0939\u093e\u092f\u0915 \u0935\u093f\u0915\u0938\u093f\u0924 \u0915\u093f\u092f\u093e \u0939\u0948 \u091c\u093f\u0938\u0947 \u092a\u093e\u0925\u091a\u0948\u091f \u0915\u0939\u093e \u091c\u093e\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u092a\u094d\u0930\u0923\u093e\u0932\u0940 \u0932\u0917\u092d\u0917 90% \u092e\u093e\u092e\u0932\u094b\u0902 \u092e\u0947\u0902 \u092c\u093e\u092f\u094b\u092a\u094d\u0938\u0940 \u0938\u094d\u0932\u093e\u0907\u0921 \u0938\u0947 \u0930\u094b\u0917\u094b\u0902 \u0915\u0940 \u0938\u0939\u0940 \u092a\u0939\u091a\u093e\u0928 \u0915\u0930 \u0938\u0915\u0924\u0940 \u0939\u0948, \u091c\u094b GPT-4V \u091c\u0948\u0938\u0947 \u0938\u093e\u092e\u093e\u0928\u094d\u092f \u090f\u0906\u0908 \u092e\u0949\u0921\u0932 \u0914\u0930 \u0935\u0930\u094d\u0924\u092e\u093e\u0928 \u092e\u0947\u0902 \u092c\u093e\u091c\u093e\u0930 \u092e\u0947\u0902 \u0909\u092a\u0932\u092c\u094d\u0927 \u092a\u0947\u0936\u0947\u0935\u0930 \u091a\u093f\u0915\u093f\u0924\u094d\u0938\u093e \u092e\u0949\u0921\u0932 \u0938\u0947 \u092c\u0947\u0939\u0924\u0930 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0915\u0930\u0924\u0940 \u0939\u0948\u0964<\/p>\n<p>\u0938\u0902\u092c\u0902\u0927\u093f\u0924 \u0936\u094b\u0927 \u092a\u0924\u094d\u0930, \u091c\u093f\u0938\u0915\u093e \u0936\u0940\u0930\u094d\u0937\u0915 \u0939\u0948 <a href=\"https:\/\/www.nature.com\/articles\/s41586-024-07618-3\" target=\"_blank\" rel=\"noopener\">\u201c\u092e\u093e\u0928\u0935 \u092a\u0948\u0925\u094b\u0932\u0949\u091c\u0940 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u092e\u0932\u094d\u091f\u0940\u092e\u0949\u0921\u0932 \u091c\u0947\u0928\u0930\u0947\u091f\u093f\u0935 \u090f\u0906\u0908 \u0915\u094b\u092a\u093e\u092f\u0932\u091f,\u201d<\/a> \u0935\u0948\u091c\u094d\u091e\u093e\u0928\u093f\u0915 \u092a\u0924\u094d\u0930\u093f\u0915\u093e \u0928\u0947\u091a\u0930 \u092e\u0947\u0902 \u092a\u094d\u0930\u0915\u093e\u0936\u093f\u0924 \u0915\u093f\u092f\u093e \u0917\u092f\u093e \u0939\u0948\u0964<\/p>\n<div id=\"attachment_3244\" style=\"width: 610px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" aria-describedby=\"caption-attachment-3244\" class=\"size-fusion-600 wp-image-3244\" src=\"https:\/\/aifuturize.com\/wp-content\/uploads\/2024\/07\/Screenshot-2024-07-12-at-23.41.37-600x245.webp\" alt=\"\u092e\u093e\u0928\u0935 \u092a\u0948\u0925\u094b\u0932\u0949\u091c\u0940 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u092e\u0932\u094d\u091f\u0940\u092e\u0949\u0921\u0932 \u091c\u0928\u0930\u0947\u091f\u093f\u0935 \u090f\u0906\u0908 \u0915\u094b\u092a\u093e\u092f\u0932\u091f\" width=\"600\" height=\"245\" srcset=\"https:\/\/aifuturize.com\/wp-content\/uploads\/2024\/07\/Screenshot-2024-07-12-at-23.41.37-18x7.webp 18w, https:\/\/aifuturize.com\/wp-content\/uploads\/2024\/07\/Screenshot-2024-07-12-at-23.41.37-200x82.webp 200w, https:\/\/aifuturize.com\/wp-content\/uploads\/2024\/07\/Screenshot-2024-07-12-at-23.41.37-300x122.webp 300w, https:\/\/aifuturize.com\/wp-content\/uploads\/2024\/07\/Screenshot-2024-07-12-at-23.41.37-400x163.webp 400w, https:\/\/aifuturize.com\/wp-content\/uploads\/2024\/07\/Screenshot-2024-07-12-at-23.41.37-600x245.webp 600w, https:\/\/aifuturize.com\/wp-content\/uploads\/2024\/07\/Screenshot-2024-07-12-at-23.41.37-669x272.webp 669w, https:\/\/aifuturize.com\/wp-content\/uploads\/2024\/07\/Screenshot-2024-07-12-at-23.41.37-768x313.webp 768w, https:\/\/aifuturize.com\/wp-content\/uploads\/2024\/07\/Screenshot-2024-07-12-at-23.41.37-800x326.webp 800w, https:\/\/aifuturize.com\/wp-content\/uploads\/2024\/07\/Screenshot-2024-07-12-at-23.41.37-1024x417.webp 1024w, https:\/\/aifuturize.com\/wp-content\/uploads\/2024\/07\/Screenshot-2024-07-12-at-23.41.37-1200x489.webp 1200w, https:\/\/aifuturize.com\/wp-content\/uploads\/2024\/07\/Screenshot-2024-07-12-at-23.41.37.webp 1330w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><p id=\"caption-attachment-3244\" class=\"wp-caption-text\">\u092e\u093e\u0928\u0935 \u092a\u0948\u0925\u094b\u0932\u0949\u091c\u0940 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u092e\u0932\u094d\u091f\u0940\u092e\u0949\u0921\u0932 \u091c\u0928\u0930\u0947\u091f\u093f\u0935 \u090f\u0906\u0908 \u0915\u094b\u092a\u093e\u092f\u0932\u091f<\/p><\/div>\n<div class=\"flex flex-grow flex-col max-w-full\">\n<div class=\"min-h-&#091;20px&#093; text-message flex flex-col items-start whitespace-pre-wrap break-words &#091;.text-message+&amp;&#093;:mt-5 juice:w-full juice:items-end overflow-x-auto gap-2\" dir=\"auto\" data-message-author-role=\"assistant\" data-message-id=\"933e6981-5d22-486a-9e1e-3502ecaa4b18\">\n<div class=\"flex w-full flex-col gap-1 juice:empty:hidden juice:first:pt-&#091;3px&#093;\">\n<div class=\"markdown prose w-full break-words dark:prose-invert dark\">\n<p>\u092f\u0939 \u0927\u094d\u092f\u093e\u0928 \u0926\u0947\u0928\u0947 \u092f\u094b\u0917\u094d\u092f \u0939\u0948 \u0915\u093f \u092f\u0939 \u0905\u0917\u094d\u0930\u0923\u0940 \u092a\u094d\u0930\u094c\u0926\u094d\u092f\u094b\u0917\u093f\u0915\u0940 \u0928 \u0915\u0947\u0935\u0932 \u091f\u094d\u092f\u0942\u092e\u0930 \u0915\u0940 \u092a\u0939\u091a\u093e\u0928 \u0915\u0930 \u0938\u0915\u0924\u0940 \u0939\u0948, \u092c\u0932\u094d\u0915\u093f \u0909\u092a\u092f\u094b\u0917\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0915\u0947 \u0938\u093e\u0925 \u092c\u093e\u0924\u091a\u0940\u0924 \u092d\u0940 \u0915\u0930 \u0938\u0915\u0924\u0940 \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u092a\u0948\u0925\u094b\u0932\u0949\u091c\u0940 \u092e\u0947\u0902 \u0928\u093f\u0926\u093e\u0928 \u0914\u0930 \u0905\u0928\u0941\u0938\u0902\u0927\u093e\u0928 \u0915\u0947 \u0932\u093f\u090f \u0928\u090f \u0909\u092a\u0915\u0930\u0923 \u0914\u0930 \u0926\u0943\u0937\u094d\u091f\u093f\u0915\u094b\u0923 \u0909\u092a\u0932\u092c\u094d\u0927 \u0939\u094b \u0938\u0915\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n<h3>PathChat: \u092e\u0932\u094d\u091f\u0940\u092e\u0949\u0921\u0932 \u092a\u0948\u0925\u094b\u0932\u0949\u091c\u0940 \u0921\u093f\u091f\u0947\u0915\u094d\u0936\u0928 AI \u0905\u0938\u093f\u0938\u094d\u091f\u0947\u0902\u091f<\/h3>\n<p>\u0915\u0908 \u0935\u0930\u094d\u0937\u094b\u0902 \u0938\u0947, \u0915\u092e\u094d\u092a\u094d\u092f\u0942\u091f\u0947\u0936\u0928\u0932 \u092a\u0948\u0925\u094b\u0932\u0949\u091c\u0940 \u0928\u0947 \u092a\u0948\u0925\u094b\u0932\u0949\u091c\u093f\u0915\u0932 \u092e\u0949\u0930\u094d\u092b\u094b\u0932\u0949\u091c\u0940 \u0921\u0947\u091f\u093e \u0914\u0930 \u0906\u0923\u0935\u093f\u0915 \u092a\u0939\u091a\u093e\u0928 \u0921\u0947\u091f\u093e \u0915\u0947 \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u092e\u0947\u0902 \u092e\u0939\u0924\u094d\u0935\u092a\u0942\u0930\u094d\u0923 \u092a\u094d\u0930\u0917\u0924\u093f \u0915\u0940 \u0939\u0948\u0964 \u090f\u0906\u0908 \u0914\u0930 \u0915\u0902\u092a\u094d\u092f\u0942\u091f\u0930 \u0935\u093f\u091c\u093c\u0928 \u0924\u0915\u0928\u0940\u0915\u094b\u0902 \u0915\u0947 \u0938\u093e\u0925 \u092a\u0948\u0925\u094b\u0932\u0949\u091c\u0940 \u0915\u0947 \u092a\u094d\u0930\u0924\u093f\u091a\u094d\u091b\u0947\u0926\u0928 \u0926\u094d\u0935\u093e\u0930\u093e \u0917\u0920\u093f\u0924 \u092f\u0939 \u0906\u0932\u093e \u0905\u0928\u0941\u0938\u0902\u0927\u093e\u0928 \u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u0927\u0940\u0930\u0947-\u0927\u0940\u0930\u0947 \u091a\u093f\u0915\u093f\u0924\u094d\u0938\u093e \u091b\u0935\u093f \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u092e\u0947\u0902 \u090f\u0915 \u0936\u094b\u0927 \u0939\u0949\u091f\u0938\u094d\u092a\u0949\u091f \u092c\u0928 \u0930\u0939\u093e \u0939\u0948\u0964<\/p>\n<p>\u0915\u092e\u094d\u092a\u094d\u092f\u0942\u091f\u0947\u0936\u0928\u0932 \u092a\u0948\u0925\u094b\u0932\u0949\u091c\u0940 \u092e\u0947\u0902 \u090f\u0906\u0908 \u0915\u092e\u094d\u092a\u094d\u092f\u0942\u091f\u0947\u0936\u0928\u0932 \u092a\u0948\u0925\u094b\u0932\u0949\u091c\u0940 \u092e\u0949\u0921\u0932 \u092c\u0928\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0907\u092e\u0947\u091c \u092a\u094d\u0930\u094b\u0938\u0947\u0938\u093f\u0902\u0917 \u0914\u0930 \u090f\u0906\u0908 \u0924\u0915\u0928\u0940\u0915 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930\u0928\u093e \u0936\u093e\u092e\u093f\u0932 \u0939\u0948\u0964 \u092f\u0947 \u092e\u0949\u0921\u0932 \u0939\u093f\u0938\u094d\u091f\u094b\u092a\u0948\u0925\u094b\u0932\u0949\u091c\u093f\u0915\u0932 \u0907\u092e\u0947\u091c \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902 \u0914\u0930 \u0938\u094d\u0935\u091a\u093e\u0932\u093f\u0924 \u0907\u092e\u0947\u091c \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0924\u0915\u0928\u0940\u0915\u094b\u0902 \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 \u0928\u093f\u0926\u093e\u0928, \u092e\u093e\u0924\u094d\u0930\u093e\u0924\u094d\u092e\u0915 \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928 \u0914\u0930 \u0928\u093f\u0930\u094d\u0923\u092f \u0932\u0947\u0928\u0947 \u092e\u0947\u0902 \u0938\u0939\u093e\u092f\u0924\u093e \u0915\u0947 \u0932\u093f\u090f \u0907\u0928 \u091b\u0935\u093f\u092f\u094b\u0902 \u0915\u0940 \u0930\u0942\u092a\u093e\u0924\u094d\u092e\u0915 \u0909\u092a\u0938\u094d\u0925\u093f\u0924\u093f \u0915\u093e \u092a\u094d\u0930\u093e\u0930\u0902\u092d\u093f\u0915 \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928 \u0915\u0930\u0924\u0947 \u0939\u0948\u0902\u0964<\/p>\n<p>\u0935\u0930\u094d\u0924\u092e\u093e\u0928 \u092e\u0947\u0902, ChatGPT \u0926\u094d\u0935\u093e\u0930\u093e \u092a\u094d\u0930\u0938\u094d\u0924\u0941\u0924 \u091c\u0928\u0930\u0947\u091f\u093f\u0935 AI \u0924\u0915\u0928\u0940\u0915\u094b\u0902 \u0915\u0940 \u0935\u093f\u0938\u094d\u092b\u094b\u091f\u0915 \u0935\u0943\u0926\u094d\u0927\u093f \u0915\u0947 \u0938\u093e\u0925, \u092e\u0932\u094d\u091f\u0940\u092e\u0949\u0921\u0932 \u0932\u093e\u0930\u094d\u091c \u0932\u0948\u0902\u0917\u094d\u0935\u0947\u091c \u092e\u0949\u0921\u0932 (MLLM) \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u092a\u0948\u0925\u094b\u0932\u0949\u091c\u0940 \u092e\u0947\u0902 \u0915\u092e\u094d\u092a\u094d\u092f\u0942\u091f\u0947\u0936\u0928\u0932 \u092a\u0948\u0925\u094b\u0932\u0949\u091c\u0940 \u0905\u0928\u0941\u0938\u0902\u0927\u093e\u0928 \u0914\u0930 \u0928\u0948\u0926\u093e\u0928\u093f\u0915 \u0905\u092d\u094d\u092f\u093e\u0938 \u092e\u0947\u0902 \u0924\u0947\u091c\u0940 \u0938\u0947 \u0915\u093f\u092f\u093e \u091c\u093e \u0930\u0939\u093e \u0939\u0948\u0964 \u0939\u093e\u0932\u093e\u0901\u0915\u093f, \u090f\u0928\u093e\u091f\u0949\u092e\u093f\u0915\u0932 \u092a\u0948\u0925\u094b\u0932\u0949\u091c\u0940 \u0915\u0947 \u0905\u0924\u094d\u092f\u0927\u093f\u0915 \u0935\u093f\u0936\u093f\u0937\u094d\u091f \u0909\u092a\u0915\u094d\u0937\u0947\u0924\u094d\u0930 \u092e\u0947\u0902, \u092a\u0948\u0925\u094b\u0932\u0949\u091c\u0940 \u0915\u0947 \u0932\u093f\u090f \u0938\u093e\u092e\u093e\u0928\u094d\u092f, \u092e\u0932\u094d\u091f\u0940\u092e\u0949\u0921\u0932 AI \u0938\u0939\u093e\u092f\u0915\u094b\u0902 \u0915\u0947 \u0928\u093f\u0930\u094d\u092e\u093e\u0923 \u092a\u0930 \u0936\u094b\u0927 \u0905\u092d\u0940 \u092d\u0940 \u0905\u092a\u0928\u0947 \u0936\u0941\u0930\u0941\u0906\u0924\u0940 \u091a\u0930\u0923 \u092e\u0947\u0902 \u0939\u0948\u0964<\/p>\n<p>\u0907\u0938 \u0915\u093e\u0930\u094d\u092f \u092e\u0947\u0902, \u0936\u094b\u0927 \u0926\u0932 \u0928\u0947 \u0935\u093f\u0936\u0947\u0937 \u0930\u0942\u092a \u0938\u0947 \u092e\u093e\u0928\u0935 \u092a\u0948\u0925\u094b\u0932\u0949\u091c\u0940 \u0905\u0928\u0941\u0938\u0902\u0927\u093e\u0928 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u092e\u0932\u094d\u091f\u0940\u092e\u0949\u0921\u0932 \u091c\u0928\u0930\u0947\u091f\u093f\u0935 \u090f\u0906\u0908 \u0938\u0939\u093e\u092f\u0915-\u092a\u0925\u091a\u0948\u091f \u0921\u093f\u091c\u093c\u093e\u0907\u0928 \u0915\u093f\u092f\u093e\u0964 \u0909\u0928\u094d\u0939\u094b\u0902\u0928\u0947 1 \u092e\u093f\u0932\u093f\u092f\u0928 \u0938\u0947 \u0905\u0927\u093f\u0915 \u0938\u094d\u0932\u093e\u0907\u0921\u094b\u0902 \u0938\u0947 100 \u092e\u093f\u0932\u093f\u092f\u0928 \u0938\u0947 \u0905\u0927\u093f\u0915 \u0938\u0947\u0932 \u090a\u0924\u0915 \u091b\u0935\u093f \u0905\u0902\u0936\u094b\u0902 \u092a\u0930 \u0938\u094d\u0935-\u092a\u0930\u094d\u092f\u0935\u0947\u0915\u094d\u0937\u093f\u0924 \u0936\u093f\u0915\u094d\u0937\u0923 \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 \u0938\u093f\u0938\u094d\u091f\u092e \u0915\u094b \u092a\u0942\u0930\u094d\u0935-\u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u093f\u0924 \u0915\u093f\u092f\u093e\u0964 \u0907\u0938\u0947 \u0905\u0924\u094d\u092f\u093e\u0927\u0941\u0928\u093f\u0915 \u0936\u0941\u0926\u094d\u0927 \u0926\u0943\u0936\u094d\u092f \u090f\u0928\u0915\u094b\u0921\u0930, UNI \u0915\u0947 \u0938\u093e\u0925 \u091c\u094b\u0921\u093c\u0915\u0930, \u0909\u0928\u094d\u0939\u094b\u0902\u0928\u0947 \u090f\u0915 MLLM \u0924\u0948\u092f\u093e\u0930 \u0915\u093f\u092f\u093e \u091c\u094b \u0926\u0943\u0936\u094d\u092f \u0914\u0930 \u092a\u094d\u0930\u093e\u0915\u0943\u0924\u093f\u0915 \u092d\u093e\u0937\u093e \u0907\u0928\u092a\u0941\u091f \u0926\u094b\u0928\u094b\u0902 \u0915\u0947 \u092c\u093e\u0930\u0947 \u092e\u0947\u0902 \u0924\u0930\u094d\u0915 \u0915\u0930\u0928\u0947 \u092e\u0947\u0902 \u0938\u0915\u094d\u0937\u092e \u0939\u0948\u0964 450,000 \u0938\u0947 \u0905\u0927\u093f\u0915 \u0928\u093f\u0930\u094d\u0926\u0947\u0936 \u0921\u0947\u091f\u093e \u092c\u093f\u0902\u0926\u0941\u0913\u0902 \u0915\u0947 \u0921\u0947\u091f\u093e\u0938\u0947\u091f \u092a\u0930 \u092b\u093c\u093e\u0907\u0928-\u091f\u094d\u092f\u0942\u0928\u093f\u0902\u0917 \u0915\u0947 \u092c\u093e\u0926, \u092a\u0925\u091a\u0948\u091f \u0915\u093e \u0928\u093f\u0930\u094d\u092e\u093e\u0923 \u0915\u093f\u092f\u093e \u0917\u092f\u093e\u0964<\/p>\n<p>\u0936\u094b\u0927 \u092e\u0947\u0902 \u092a\u093e\u092f\u093e \u0917\u092f\u093e \u0915\u093f \u092a\u0948\u0925\u091a\u0948\u091f \u0928 \u0915\u0947\u0935\u0932 \u092e\u0932\u094d\u091f\u0940\u092e\u0949\u0921\u0932 \u0907\u0928\u092a\u0941\u091f \u0915\u094b \u0938\u0902\u092d\u093e\u0932 \u0938\u0915\u0924\u093e \u0939\u0948, \u092c\u0932\u094d\u0915\u093f \u091c\u091f\u093f\u0932 \u092a\u0948\u0925\u094b\u0932\u0949\u091c\u0940-\u0938\u0902\u092c\u0902\u0927\u0940 \u092a\u0942\u091b\u0924\u093e\u091b \u0915\u093e \u092d\u0940 \u0938\u091f\u0940\u0915 \u091c\u0935\u093e\u092c \u0926\u0947 \u0938\u0915\u0924\u093e \u0939\u0948, \u0924\u0925\u093e \u0932\u0917\u092d\u0917 90% \u092e\u093e\u092e\u0932\u094b\u0902 \u092e\u0947\u0902 \u092c\u093e\u092f\u094b\u092a\u094d\u0938\u0940 \u0938\u094d\u0932\u093e\u0907\u0921 \u0938\u0947 \u0930\u094b\u0917\u094b\u0902 \u0915\u0940 \u0938\u0939\u0940 \u092a\u0939\u091a\u093e\u0928 \u0915\u0930 \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/p>\n<div id=\"attachment_3245\" style=\"width: 610px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" aria-describedby=\"caption-attachment-3245\" class=\"size-fusion-600 wp-image-3245\" src=\"https:\/\/aifuturize.com\/wp-content\/uploads\/2024\/07\/Screenshot-2024-07-12-at-23.41.47-600x312.webp\" alt=\"\u092a\u0925\u0915\u0948\u0925\" width=\"600\" height=\"312\" srcset=\"https:\/\/aifuturize.com\/wp-content\/uploads\/2024\/07\/Screenshot-2024-07-12-at-23.41.47-18x9.webp 18w, https:\/\/aifuturize.com\/wp-content\/uploads\/2024\/07\/Screenshot-2024-07-12-at-23.41.47-200x104.webp 200w, https:\/\/aifuturize.com\/wp-content\/uploads\/2024\/07\/Screenshot-2024-07-12-at-23.41.47-300x156.webp 300w, https:\/\/aifuturize.com\/wp-content\/uploads\/2024\/07\/Screenshot-2024-07-12-at-23.41.47-400x208.webp 400w, https:\/\/aifuturize.com\/wp-content\/uploads\/2024\/07\/Screenshot-2024-07-12-at-23.41.47-600x312.webp 600w, https:\/\/aifuturize.com\/wp-content\/uploads\/2024\/07\/Screenshot-2024-07-12-at-23.41.47-768x399.webp 768w, https:\/\/aifuturize.com\/wp-content\/uploads\/2024\/07\/Screenshot-2024-07-12-at-23.41.47-800x416.webp 800w, https:\/\/aifuturize.com\/wp-content\/uploads\/2024\/07\/Screenshot-2024-07-12-at-23.41.47-1024x532.webp 1024w, https:\/\/aifuturize.com\/wp-content\/uploads\/2024\/07\/Screenshot-2024-07-12-at-23.41.47-1200x624.webp 1200w, https:\/\/aifuturize.com\/wp-content\/uploads\/2024\/07\/Screenshot-2024-07-12-at-23.41.47.webp 1354w\" sizes=\"(max-width: 600px) 100vw, 600px\" \/><p id=\"caption-attachment-3245\" class=\"wp-caption-text\">\u092a\u0925\u0915\u0948\u0925<\/p><\/div>\n<h3>\u0932\u0917\u092d\u0917 90% \u0938\u091f\u0940\u0915\u0924\u093e \u0915\u0947 \u0938\u093e\u0925 GPT-4V \u0915\u094b \u092a\u093e\u0930 \u0915\u0930\u0928\u093e<\/h3>\n<p>\u092a\u0948\u0925\u091a\u0948\u091f \u0915\u0947 \u092a\u0939\u091a\u093e\u0928 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0915\u093e \u092a\u0930\u0940\u0915\u094d\u0937\u0923 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f, \u0905\u0928\u0941\u0938\u0902\u0927\u093e\u0928 \u0926\u0932 \u0928\u0947 \u092a\u0948\u0925\u091a\u0948\u091f \u0915\u0940 \u0924\u0941\u0932\u0928\u093e \u0913\u092a\u0928-\u0938\u094b\u0930\u094d\u0938 \u092e\u0949\u0921\u0932 LLaVA, \u092c\u093e\u092f\u094b\u092e\u0947\u0921\u093f\u0915\u0932-\u0935\u093f\u0936\u093f\u0937\u094d\u091f LLaVA-Med \u0914\u0930 GPT-4V \u0915\u0947 \u0938\u093e\u0925 \u0915\u0940\u0964<\/p>\n<p>\u0909\u0928\u094d\u0939\u094b\u0902\u0928\u0947 PathQABench \u0924\u0941\u0932\u0928\u093e\u0924\u094d\u092e\u0915 \u092a\u094d\u0930\u092f\u094b\u0917 \u0924\u0948\u092f\u093e\u0930 \u0915\u093f\u092f\u093e, \u091c\u093f\u0938\u092e\u0947\u0902 \u0935\u093f\u092d\u093f\u0928\u094d\u0928 \u0905\u0902\u0917\u094b\u0902 \u0914\u0930 \u092a\u0926\u094d\u0927\u0924\u093f\u092f\u094b\u0902 \u0938\u0947 \u0930\u094b\u0917 \u0938\u0902\u092c\u0902\u0927\u0940 \u092e\u093e\u092e\u0932\u094b\u0902 \u0915\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u093f\u092f\u093e \u0917\u092f\u093e, \u0924\u093e\u0915\u093f PathChat \u0915\u0947 \u092a\u0939\u091a\u093e\u0928 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0915\u0940 \u0924\u0941\u0932\u0928\u093e LLaVA, LLaVA-Med \u0914\u0930 GPT-4V \u0938\u0947 \u0915\u0940 \u091c\u093e \u0938\u0915\u0947\u0964<\/p>\n<\/div>\n<p>\u092a\u0930\u093f\u0923\u093e\u092e\u094b\u0902 \u0938\u0947 \u092a\u0924\u093e \u091a\u0932\u093e \u0915\u093f \u0928\u0948\u0926\u093e\u0928\u093f\u0915 \u0938\u0902\u0926\u0930\u094d\u092d \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u093f\u090f \u092c\u093f\u0928\u093e, PathChat \u0915\u0940 \u0928\u0948\u0926\u093e\u0928\u093f\u0915 \u0938\u091f\u0940\u0915\u0924\u093e LLaVA 1.5 \u0914\u0930 LLaVA-Med \u0915\u0940 \u0924\u0941\u0932\u0928\u093e \u092e\u0947\u0902 \u0915\u093e\u092b\u0940 \u0905\u0927\u093f\u0915 \u0925\u0940\u0964 \u0905\u0915\u0947\u0932\u0947 \u091b\u0935\u093f\u092f\u094b\u0902 \u0915\u093e \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928 \u0915\u0930\u0924\u0947 \u0938\u092e\u092f, PathChat \u0928\u0947 \u0938\u092d\u0940 \u0938\u0902\u092f\u0941\u0915\u094d\u0924 \u092c\u0947\u0902\u091a\u092e\u093e\u0930\u094d\u0915 \u092e\u0947\u0902 78.1% \u0915\u0940 \u0938\u091f\u0940\u0915\u0924\u093e \u0939\u093e\u0938\u093f\u0932 \u0915\u0940, \u091c\u094b LLaVA 1.5 \u0938\u0947 52.4% \u0905\u0927\u093f\u0915 \u0914\u0930 LLaVA-Med \u0938\u0947 63.8% \u0905\u0927\u093f\u0915 \u0939\u0948\u0964<\/p>\n<p>\u0928\u0948\u0926\u093e\u0928\u093f\u0915 \u0938\u0902\u0926\u0930\u094d\u092d \u0915\u094b \u0936\u093e\u092e\u093f\u0932 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0938\u093e\u0925, \u092a\u0948\u0925\u091a\u0948\u091f \u0915\u0940 \u0938\u091f\u0940\u0915\u0924\u093e \u092c\u0922\u093c\u0915\u0930 89.5% \u0939\u094b \u0917\u0908, \u091c\u094b LLaVA 1.5 \u0938\u0947 39.0% \u0905\u0927\u093f\u0915 \u0939\u0948 \u0914\u0930 LLaVA-Med \u0938\u0947 60.9% \u0905\u0927\u093f\u0915 \u0939\u0948\u0964<\/p>\n<p>\u0924\u0941\u0932\u0928\u093e\u0924\u094d\u092e\u0915 \u092a\u094d\u0930\u092f\u094b\u0917 \u0938\u0947 \u092a\u0924\u093e \u091a\u0932\u093e \u0915\u093f PathChat \u0915\u0947\u0935\u0932 \u0928\u0948\u0926\u093e\u0928\u093f\u0915 \u0938\u0902\u0926\u0930\u094d\u092d \u092a\u0930 \u0928\u093f\u0930\u094d\u092d\u0930 \u0930\u0939\u0928\u0947 \u0915\u0947 \u092c\u091c\u093e\u092f, \u0915\u0947\u0935\u0932 \u091b\u0935\u093f\u092f\u094b\u0902 \u0915\u0940 \u0926\u0943\u0936\u094d\u092f \u0935\u093f\u0936\u0947\u0937\u0924\u093e\u0913\u0902 \u0938\u0947 \u092a\u0930\u094d\u092f\u093e\u092a\u094d\u0924 \u092a\u0942\u0930\u094d\u0935\u093e\u0928\u0941\u092e\u093e\u0928 \u0915\u094d\u0937\u092e\u0924\u093e \u092a\u094d\u0930\u093e\u092a\u094d\u0924 \u0915\u0930 \u0938\u0915\u0924\u093e \u0939\u0948\u0964 \u092f\u0939 \u0938\u093e\u092e\u093e\u0928\u094d\u092f \u092a\u094d\u0930\u093e\u0915\u0943\u0924\u093f\u0915 \u092d\u093e\u0937\u093e \u0915\u0947 \u092e\u093e\u0927\u094d\u092f\u092e \u0938\u0947 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0940 \u0917\u0908 \u0917\u0948\u0930-\u0926\u0943\u0936\u094d\u092f \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0915\u094b \u0936\u093e\u092e\u093f\u0932 \u0915\u0930\u0915\u0947 \u0939\u093f\u0938\u094d\u091f\u094b\u0932\u0949\u091c\u093f\u0915\u0932 \u091b\u0935\u093f\u092f\u094b\u0902 \u0915\u093e \u0938\u091f\u0940\u0915 \u0928\u093f\u0926\u093e\u0928 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u092a\u094d\u0930\u092d\u093e\u0935\u0940 \u0922\u0902\u0917 \u0938\u0947 \u0914\u0930 \u0932\u091a\u0940\u0932\u0947 \u0922\u0902\u0917 \u0938\u0947 \u092e\u0932\u094d\u091f\u0940\u092e\u0949\u0921\u0932 \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0915\u093e \u0909\u092a\u092f\u094b\u0917 \u0915\u0930 \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/p>\n<p>\u0913\u092a\u0928-\u090f\u0902\u0921\u0947\u0921 \u092a\u094d\u0930\u0936\u094d\u0928\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u092a\u094d\u0930\u0924\u094d\u092f\u0947\u0915 \u092e\u0949\u0921\u0932 \u0915\u0940 \u092a\u094d\u0930\u0924\u093f\u0915\u094d\u0930\u093f\u092f\u093e\u0913\u0902 \u0915\u0940 \u0938\u091f\u0940\u0915\u0924\u093e \u0915\u093e \u0928\u093f\u0937\u094d\u092a\u0915\u094d\u0937 \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928 \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f, \u0936\u094b\u0927 \u0926\u0932 \u0928\u0947 \u090f\u0915 \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928 \u092a\u0948\u0928\u0932 \u092c\u0928\u093e\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u0938\u093e\u0924 \u092a\u0948\u0925\u094b\u0932\u0949\u091c\u093f\u0938\u094d\u091f \u0915\u0940 \u092d\u0930\u094d\u0924\u0940 \u0915\u0940\u0964 260 \u0913\u092a\u0928-\u090f\u0902\u0921\u0947\u0921 \u092a\u094d\u0930\u0936\u094d\u0928\u094b\u0902 \u0915\u0947 \u0932\u093f\u090f \u091a\u093e\u0930 \u092e\u0949\u0921\u0932\u094b\u0902 \u0915\u0940 \u092a\u094d\u0930\u0924\u093f\u0915\u094d\u0930\u093f\u092f\u093e\u0913\u0902 \u0915\u0940 \u0924\u0941\u0932\u0928\u093e \u0915\u0930\u0915\u0947, \u092e\u0949\u0921\u0932 \u0915\u0940 \u092a\u0939\u091a\u093e\u0928 \u0915\u0940 \u0938\u091f\u0940\u0915\u0924\u093e \u0915\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0915\u093f\u092f\u093e \u0917\u092f\u093e\u0964<\/p>\n<p>\u0905\u0902\u0924 \u092e\u0947\u0902, \u0913\u092a\u0928-\u090f\u0902\u0921\u0947\u0921 \u092a\u094d\u0930\u0936\u094d\u0928\u094b\u0902 \u092a\u0930 \u091c\u0939\u093e\u0902 \u0938\u093e\u0924 \u0935\u093f\u0936\u0947\u0937\u091c\u094d\u091e \u0906\u092e \u0938\u0939\u092e\u0924\u093f \u092a\u0930 \u092a\u0939\u0941\u0902\u091a \u0938\u0915\u0924\u0947 \u0925\u0947, PathChat \u0915\u0940 \u0938\u092e\u0917\u094d\u0930 \u0938\u091f\u0940\u0915\u0924\u093e 78.7% \u0925\u0940, \u091c\u094b \u0915\u094d\u0930\u092e\u0936\u0903 GPT-4V, LLaVA 1.5 \u0914\u0930 LLaVA-Med \u0915\u0940 \u0924\u0941\u0932\u0928\u093e \u092e\u0947\u0902 26.4%, 48.9% \u0914\u0930 48.1% \u0905\u0927\u093f\u0915 \u0925\u0940\u0964 \u0915\u0941\u0932 \u092e\u093f\u0932\u093e\u0915\u0930, PathChat \u0928\u0947 \u0905\u0928\u094d\u092f \u0924\u0940\u0928 \u092e\u0949\u0921\u0932\u094b\u0902 \u0915\u0940 \u0924\u0941\u0932\u0928\u093e \u092e\u0947\u0902 \u092c\u0947\u0939\u0924\u0930 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0915\u093f\u092f\u093e\u0964<\/p>\n<p>\u0936\u094b\u0927\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0928\u0947 \u0938\u0902\u0915\u0947\u0924 \u0926\u093f\u092f\u093e \u0915\u093f \u092a\u0948\u0925\u091a\u0948\u091f \u0930\u094b\u0917 \u0938\u0902\u092c\u0902\u0927\u0940 \u090a\u0924\u0915 \u091b\u0935\u093f\u092f\u094b\u0902 \u092e\u0947\u0902 \u0938\u0942\u0915\u094d\u0937\u094d\u092e \u0930\u0942\u092a\u093e\u0924\u094d\u092e\u0915 \u0935\u093f\u0935\u0930\u0923\u094b\u0902 \u0915\u093e \u0935\u093f\u0936\u094d\u0932\u0947\u0937\u0923 \u0914\u0930 \u0935\u0930\u094d\u0923\u0928 \u0915\u0930 \u0938\u0915\u0924\u093e \u0939\u0948\u0964 \u091b\u0935\u093f \u0907\u0928\u092a\u0941\u091f \u0915\u0947 \u0905\u0932\u093e\u0935\u093e, \u092f\u0939 \u092a\u0948\u0925\u094b\u0932\u0949\u091c\u0940 \u0914\u0930 \u0938\u093e\u092e\u093e\u0928\u094d\u092f \u092c\u093e\u092f\u094b\u092e\u0947\u0921\u093f\u0915\u0932 \u092a\u0943\u0937\u094d\u0920\u092d\u0942\u092e\u093f \u091c\u094d\u091e\u093e\u0928 \u0915\u0940 \u0906\u0935\u0936\u094d\u092f\u0915\u0924\u093e \u0935\u093e\u0932\u0947 \u092a\u094d\u0930\u0936\u094d\u0928\u094b\u0902 \u0915\u093e \u0909\u0924\u094d\u0924\u0930 \u092d\u0940 \u0926\u0947 \u0938\u0915\u0924\u093e \u0939\u0948, \u091c\u093f\u0938\u0938\u0947 \u092f\u0939 \u092a\u0948\u0925\u094b\u0932\u0949\u091c\u093f\u0938\u094d\u091f \u0914\u0930 \u0936\u094b\u0927\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0915\u0940 \u0938\u0939\u093e\u092f\u0924\u093e \u0915\u0930\u0928\u0947 \u0915\u0947 \u0932\u093f\u090f \u090f\u0915 \u0906\u0936\u093e\u091c\u0928\u0915 \u0909\u092a\u0915\u0930\u0923 \u092c\u0928 \u091c\u093e\u0924\u093e \u0939\u0948\u0964<\/p>\n<p>\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u092e\u0947\u0902 PathChat \u0915\u0947 \u092c\u0947\u0939\u0924\u0930\u0940\u0928 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u0915\u0947 \u092c\u093e\u0935\u091c\u0942\u0926, \u0935\u094d\u092f\u093e\u0935\u0939\u093e\u0930\u093f\u0915 \u0905\u0928\u0941\u092a\u094d\u0930\u092f\u094b\u0917\u094b\u0902 \u092e\u0947\u0902 \u0907\u0938\u0947 \u0905\u092d\u0940 \u092d\u0940 \u0915\u0941\u091b \u091a\u0941\u0928\u094c\u0924\u093f\u092f\u094b\u0902 \u0915\u093e \u0938\u093e\u092e\u0928\u093e \u0915\u0930\u0928\u093e \u092a\u0921\u093c \u0930\u0939\u093e \u0939\u0948\u0964 \u0907\u0928\u092e\u0947\u0902 \u092f\u0939 \u0938\u0941\u0928\u093f\u0936\u094d\u091a\u093f\u0924 \u0915\u0930\u0928\u093e \u0936\u093e\u092e\u093f\u0932 \u0939\u0948 \u0915\u093f \u092e\u0949\u0921\u0932 \u0905\u092e\u093e\u0928\u094d\u092f \u0915\u094d\u0935\u0947\u0930\u0940\u091c\u093c \u0915\u0940 \u092a\u0939\u091a\u093e\u0928 \u0915\u0930 \u0938\u0915\u0947 \u0914\u0930 \u0917\u0932\u0924 \u0906\u0909\u091f\u092a\u0941\u091f \u0938\u0947 \u092c\u091a \u0938\u0915\u0947, \u0928\u0935\u0940\u0928\u0924\u092e \u091a\u093f\u0915\u093f\u0924\u094d\u0938\u093e \u091c\u094d\u091e\u093e\u0928 \u0915\u0947 \u0938\u093e\u0925 \u0938\u092e\u0928\u094d\u0935\u092f \u092c\u0928\u093e\u090f \u0930\u0916 \u0938\u0915\u0947 \u0914\u0930 \u0907\u0938 \u0924\u0925\u094d\u092f \u0915\u094b \u0938\u0902\u092c\u094b\u0927\u093f\u0924 \u0915\u0930 \u0938\u0915\u0947 \u0915\u093f PathChat \u0915\u093e \u092a\u094d\u0930\u0936\u093f\u0915\u094d\u0937\u0923 \u0921\u0947\u091f\u093e \u092e\u0941\u0916\u094d\u092f \u0930\u0942\u092a \u0938\u0947 \u0910\u0924\u093f\u0939\u093e\u0938\u093f\u0915 \u0921\u0947\u091f\u093e \u0938\u0947 \u0906\u0924\u093e \u0939\u0948, \u091c\u094b \u0928\u0935\u0940\u0928\u0924\u092e \u091c\u093e\u0928\u0915\u093e\u0930\u0940 \u0915\u0947 \u092c\u091c\u093e\u092f &quot;\u092a\u093f\u091b\u0932\u0940 \u0935\u0948\u091c\u094d\u091e\u093e\u0928\u093f\u0915 \u0938\u0939\u092e\u0924\u093f&quot; \u0915\u094b \u0926\u0930\u094d\u0936\u093e \u0938\u0915\u0924\u093e \u0939\u0948\u0964<\/p>\n<p>\u0936\u094b\u0927\u0915\u0930\u094d\u0924\u093e\u0913\u0902 \u0928\u0947 \u0915\u0939\u093e \u0915\u093f \u092d\u0935\u093f\u0937\u094d\u092f \u0915\u0947 \u0905\u0927\u094d\u092f\u092f\u0928\u094b\u0902 \u0938\u0947 PathChat \u0915\u0940 \u0915\u094d\u0937\u092e\u0924\u093e\u0913\u0902 \u092e\u0947\u0902 \u0914\u0930 \u0935\u0943\u0926\u094d\u0927\u093f 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\u091b\u0935\u093f\u092f\u094b\u0902 \u0914\u0930 \u092a\u093e\u0920 \u092a\u0930 \u0924\u0930\u094d\u0915 \u0915\u0930 \u0938\u0915\u0924\u093e \u0939\u0948, \u090f\u0915 \u0907\u0902\u091f\u0930\u0948\u0915\u094d\u091f\u093f\u0935 \u0938\u094d\u0932\u093e\u0907\u0921 \u0935\u094d\u092f\u0942\u0905\u0930 \u092e\u0947\u0902 \u0915\u0908 \u0909\u091a\u094d\u091a-\u0930\u093f\u091c\u093c\u0949\u0932\u094d\u092f\u0942\u0936\u0928 \u091b\u0935\u093f\u092f\u094b\u0902 \u0914\u0930 \u092a\u093e\u0920 \u0915\u0947 \u0935\u0948\u0915\u0932\u094d\u092a\u093f\u0915 \u0907\u0928\u092a\u0941\u091f \u0915\u094b \u0938\u094d\u0935\u0940\u0915\u093e\u0930 \u0915\u0930\u0924\u093e \u0939\u0948, \u0907\u0938 \u092a\u094d\u0930\u0915\u093e\u0930 \u092a\u094d\u0930\u0924\u094d\u092f\u0947\u0915 \u092a\u0930\u093e\u092e\u0930\u094d\u0936 \u092e\u093e\u092e\u0932\u0947 \u0915\u0947 \u0932\u093f\u090f \u0905\u0927\u093f\u0915 \u0935\u094d\u092f\u093e\u092a\u0915 \u092e\u0942\u0932\u094d\u092f\u093e\u0902\u0915\u0928 \u092a\u094d\u0930\u0926\u093e\u0928 \u0915\u0930\u0924\u093e \u0939\u0948\u0964<\/p>\n<p>PathChat 1 \u0915\u0940 \u0924\u0941\u0932\u0928\u093e \u092e\u0947\u0902, \u0907\u0938\u0928\u0947 \u0935\u093f\u092d\u0947\u0926\u0915 \u0928\u093f\u0926\u093e\u0928 \u0914\u0930 \u0930\u0942\u092a\u093e\u0924\u094d\u092e\u0915 \u0935\u093f\u0935\u0930\u0923 \u092e\u0947\u0902 \u092a\u094d\u0930\u0926\u0930\u094d\u0936\u0928 \u092e\u0947\u0902 \u0909\u0932\u094d\u0932\u0947\u0916\u0928\u0940\u092f \u0938\u0941\u0927\u093e\u0930 \u0915\u093f\u092f\u093e \u0939\u0948\u0964 \u0907\u0938\u0928\u0947 \u0928\u093f\u0930\u094d\u0926\u0947\u0936 \u0915\u093e \u092a\u093e\u0932\u0928 \u0915\u0930\u0928\u0947, \u0916\u0941\u0932\u0947-\u0906\u092e \u0938\u0935\u093e\u0932 \u0915\u093e \u091c\u0935\u093e\u092c \u0926\u0947\u0928\u0947 \u0914\u0930 \u0930\u093f\u092a\u094b\u0930\u094d\u091f \u0938\u093e\u0930\u093e\u0902\u0936 \u092c\u0928\u093e\u0928\u0947 \u091c\u0948\u0938\u0947 \u0915\u093e\u0930\u094d\u092f\u094b\u0902 \u092e\u0947\u0902 \u092d\u0940 \u0915\u094d\u0937\u092e\u0924\u093e\u0913\u0902 \u0915\u094b \u092c\u0922\u093c\u093e\u092f\u093e \u0939\u0948\u0964<\/p>\n<div class=\"video-shortcode\"><iframe class=\"lazyload\" title=\"\u092a\u093e\u0925\u091a\u0948\u091f 2: \u092e\u0947\u0921\u093f\u0915\u0932 \u090f\u0906\u0908 \u0915\u093e \u092d\u0935\u093f\u0937\u094d\u092f\" width=\"1240\" height=\"698\" src=\"data:image\/svg+xml,%3Csvg%20xmlns%3D%27http%3A%2F%2Fwww.w3.org%2F2000%2Fsvg%27%20width%3D%271240%27%20height%3D%27698%27%20viewBox%3D%270%200%201240%20698%27%3E%3Crect%20width%3D%271240%27%20height%3D%27698%27%20fill-opacity%3D%220%22%2F%3E%3C%2Fsvg%3E\" data-orig-src=\"https:\/\/www.youtube.com\/embed\/tRhJpupjVsc?feature=oembed\" frameborder=\"0\" allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture; web-share\" 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521px; top: 38px;\">\n<div class=\"gtx-trans-icon\"><\/div>\n<\/div>\n<\/div><\/div><\/div><\/div><\/div>","protected":false},"excerpt":{"rendered":"","protected":false},"author":1,"featured_media":3246,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[135],"tags":[108,232,629],"class_list":["post-3243","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-news","tag-ai-chatbot","tag-ai-medical","tag-cancer-detection"],"_links":{"self":[{"href":"https:\/\/aifuturize.com\/hi\/wp-json\/wp\/v2\/posts\/3243"}],"collection":[{"href":"https:\/\/aifuturize.com\/hi\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aifuturize.com\/hi\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aifuturize.com\/hi\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aifuturize.com\/hi\/wp-json\/wp\/v2\/comments?post=3243"}],"version-history":[{"count":0,"href":"https:\/\/aifuturize.com\/hi\/wp-json\/wp\/v2\/posts\/3243\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aifuturize.com\/hi\/wp-json\/wp\/v2\/media\/3246"}],"wp:attachment":[{"href":"https:\/\/aifuturize.com\/hi\/wp-json\/wp\/v2\/media?parent=3243"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aifuturize.com\/hi\/wp-json\/wp\/v2\/categories?post=3243"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aifuturize.com\/hi\/wp-json\/wp\/v2\/tags?post=3243"}],"curies":[{"name":"\u0921\u092c\u094d\u0932\u094d\u092f\u0942\u092a\u0940","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}