{"id":1071207,"date":"2023-03-02T01:25:00","date_gmt":"2023-03-02T09:25:00","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1071207"},"modified":"2024-09-25T03:31:15","modified_gmt":"2024-09-25T10:31:15","slug":"kosmos-1","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/kosmos-1\/","title":{"rendered":"\u4eceLLM\u5230MLLM\uff0c\u591a\u6a21\u6001\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578bKOSMOS-1\u8d4b\u4e88\u4e86\u8bed\u8a00\u6a21\u578b\u770b\u89c1\u4e16\u754c\u7684\u80fd\u529b"},"content":{"rendered":"\n<p><em>\u4f5c\u8005\uff1a\u673a\u5668\u4e4b\u5fc3<\/em><\/p>\n\n\n\n<p>\u5728 NLP \u9886\u57df\uff0c\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u5df2\u7ecf\u6210\u529f\u5730\u5728\u5404\u79cd\u81ea\u7136\u8bed\u8a00\u4efb\u52a1\u4e2d\u5145\u5f53\u901a\u7528\u63a5\u53e3\u3002\u53ea\u8981\u6211\u4eec\u80fd\u591f\u5c06\u8f93\u5165\u548c\u8f93\u51fa\u8f6c\u6362\u4e3a\u6587\u672c\uff0c\u5c31\u80fd\u4f7f\u5f97\u57fa\u4e8e LLM \u7684\u63a5\u53e3\u5b8c\u6210\u4e00\u4e2a\u4efb\u52a1\u3002\u4e3e\u4f8b\u800c\u8a00\uff0c\u5bf9\u4e8e\u6458\u8981\u4efb\u52a1\uff0c\u6211\u4eec\u80fd\u591f\u5c06\u6587\u6863\u8f93\u5165\u5230\u8bed\u8a00\u6a21\u578b\uff0c\u8bed\u8a00\u6a21\u578b\u5c31\u53ef\u4ee5\u751f\u6210\u6458\u8981\u3002<\/p>\n\n\n\n<p>\u5c3d\u7ba1 LLM \u5728 NLP \u4efb\u52a1\u4e2d\u53d6\u5f97\u4e86\u6210\u529f\u7684\u5e94\u7528\uff0c\u4f46\u7814\u7a76\u4eba\u5458\u4ecd\u52aa\u529b\u5c06\u5176\u539f\u751f\u5730\u7528\u4e8e\u56fe\u50cf\u548c\u97f3\u9891\u7b49\u591a\u6a21\u6001\u6570\u636e\u3002\u4f5c\u4e3a\u667a\u80fd\u7684\u57fa\u672c\u7ec4\u6210\u90e8\u5206\uff0c\u591a\u6a21\u6001\u611f\u77e5\u662f\u5b9e\u73b0\u901a\u7528\u4eba\u5de5\u667a\u80fd\u7684\u5fc5\u8981\u6761\u4ef6\uff0c\u65e0\u8bba\u662f\u5bf9\u4e8e\u77e5\u8bc6\u83b7\u53d6\u8fd8\u662f\u4e0e\u73b0\u5b9e\u4e16\u754c\u6253\u4ea4\u9053\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c\u89e3\u9501\u591a\u6a21\u6001\u8f93\u5165\u80fd\u591f\u6781\u5927\u5730\u62d3\u5c55\u8bed\u8a00\u6a21\u578b\u5728\u66f4\u591a\u9ad8\u4ef7\u503c\u9886\u57df\u7684\u5e94\u7528\uff0c\u6bd4\u5982\u591a\u6a21\u6001\u673a\u5668\u4eba\u3001\u6587\u6863\u667a\u80fd\u548c\u673a\u5668\u4eba\u6280\u672f\u3002<\/p>\n\n\n\n<p>\u56e0\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5728\u8bba\u6587\u300aLanguage Is Not All You Need: Aligning Perception with Language Models\u300b\u4e2d\u4ecb\u7ecd\u4e86\u4e00\u4e2a<strong>\u591a\u6a21\u6001\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b\uff08MLLM\uff09\u2014\u2014KOSMOS-1\uff0c\u5b83\u53ef\u4ee5\u611f\u77e5\u4e00\u822c\u6a21\u6001\u3001\u9075\u5faa\u6307\u4ee4\uff08\u5373\u96f6\u6837\u672c\u5b66\u4e60\uff09\u4ee5\u53ca\u5728\u4e0a\u4e0b\u6587\u4e2d\u5b66\u4e60\uff08\u5373\u5c11\u6837\u672c\u5b66\u4e60\uff09<\/strong>\u3002\u7814\u7a76\u76ee\u6807\u662f\u4f7f\u611f\u77e5\u4e0e LLM \u4fdd\u6301\u4e00\u81f4\uff0c\u5982\u6b64\u4e00\u6765\u6a21\u578b\u80fd\u591f\u770b\u5230\uff08see\uff09\u548c\u8bf4\u8bdd\uff08talk\uff09\u3002\u7814\u7a76\u5458\u4eec\u6309\u7167 METALM\uff08\u53c2\u89c1\u8bba\u6587\u300aLanguage models are general-purpose interfaces\u300b \uff09\u7684\u65b9\u5f0f\u4ece\u5934\u5f00\u59cb\u8bad\u7ec3 KOSMOS-1\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"672\" height=\"263\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-1.jpg\" alt=\"paper screenshot\" class=\"wp-image-1071396\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-1.jpg 672w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-1-300x117.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-1-240x94.jpg 240w\" sizes=\"auto, (max-width: 672px) 100vw, 672px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2302.14045.pdf<\/p>\n\n\n\n<p>\u9879\u76ee\u5730\u5740\uff1ahttps:\/\/github.com\/microsoft\/unilm<\/p>\n\n\n\n<p>\u7814\u7a76\u5458\u4eec\u5c06\u4e00\u4e2a\u57fa\u4e8e Transformer \u7684\u8bed\u8a00\u6a21\u578b\u4f5c\u4e3a\u901a\u7528\u63a5\u53e3\uff0c\u5e76\u5c06\u5176\u4e0e\u611f\u77e5\u6a21\u5757\u5bf9\u63a5\u3002\u4ed6\u4eec\u5728\u5927\u89c4\u6a21\u591a\u6a21\u6001\u8bed\u6599\u5e93\u4e0a\u8bad\u7ec3\u6a21\u578b\uff0c\u8bed\u6599\u5e93\u5305\u62ec\u4e86\u6587\u672c\u6570\u636e\u3001\u4efb\u610f\u4ea4\u9519\u7684\u56fe\u50cf\u548c\u6587\u672c\u3001\u4ee5\u53ca\u56fe\u50cf\u63cf\u8ff0\u6570\u636e\u3002\u6b64\u5916\uff0c\u7814\u7a76\u5458\u4eec\u8fd8\u901a\u8fc7\u4f20\u8f93\u7eaf\u8bed\u8a00\u6570\u636e\u6765\u6821\u51c6\u8de8\u6a21\u6001\u7684\u6307\u4ee4\u9075\u5faa\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u6700\u7ec8\uff0cKOSMOS-1 \u6a21\u578b\u539f\u751f\u652f\u6301\u96f6\u6837\u672c\u548c\u5c11\u6837\u672c\u5b66\u4e60\u8bbe\u7f6e\u4e0b\u7684\u8bed\u8a00\u3001\u611f\u77e5\u8bed\u8a00\u4e0e\u89c6\u89c9\u4efb\u52a1\uff0c\u5177\u4f53\u5982\u4e0b\u88681\u6240\u793a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"769\" height=\"535\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-2.jpg\" alt=\"\u88681\uff1a\u5728\u96f6\u6837\u672c\u548c\u5c11\u6837\u672c\u4e0b\u6d4b\u8bd5\u4e86 KOSMOS-1 \u5728\u81ea\u7136\u8bed\u8a00\u3001\u591a\u6a21\u6001\u548c\u89c6\u89c9\u4efb\u52a1\u7684\u80fd\u529b\u3002\" class=\"wp-image-1071399\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-2.jpg 769w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-2-300x209.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-2-240x167.jpg 240w\" sizes=\"auto, (max-width: 769px) 100vw, 769px\" \/><figcaption class=\"wp-element-caption\">\u88681\uff1a\u5728\u96f6\u6837\u672c\u548c\u5c11\u6837\u672c\u4e0b\u6d4b\u8bd5\u4e86 KOSMOS-1 \u5728\u81ea\u7136\u8bed\u8a00\u3001\u591a\u6a21\u6001\u548c\u89c6\u89c9\u4efb\u52a1\u7684\u80fd\u529b\u3002<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p id=\"caption-attachment-45101\"><\/p>\n\n\n\n<p>\u7814\u7a76\u5458\u4eec\u5728\u4e0b\u56fe1\u548c\u56fe2\u4e2d\u5c55\u793a\u4e86\u4e00\u4e9b\u751f\u6210\u793a\u4f8b\u3002<strong>\u9664\u4e86\u5404\u79cd\u81ea\u7136\u8bed\u8a00\u4efb\u52a1\uff0cKOSMOS-1 \u6a21\u578b\u80fd\u591f\u539f\u751f\u5904\u7406\u5e7f\u6cdb\u7684\u611f\u77e5\u5bc6\u96c6\u578b\u4efb\u52a1\uff0c\u5982\u89c6\u89c9\u5bf9\u8bdd\u3001\u89c6\u89c9\u89e3\u91ca\u3001\u89c6\u89c9\u95ee\u7b54\u3001\u56fe\u50cf\u63cf\u8ff0\u751f\u6210\u3001\u7b80\u5355\u7684\u6570\u5b66\u516c\u5f0f\u3001OCR \u548c\u5e26\u63cf\u8ff0\u7684\u96f6\u6837\u672c\u56fe\u50cf\u5206\u7c7b\u3002<\/strong>\u4ed6\u4eec\u8fd8\u6839\u636e\u745e\u6587\u63a8\u7406\u6d4b\u9a8c\uff08Raven&#8217;s Progressive Matrices, RPM\uff09\u5efa\u7acb\u4e86\u4e00\u4e2a IQ \u6d4b\u8bd5\u57fa\u51c6\uff0c\u7528\u6765\u8bc4\u4f30 MLLM \u7684\u975e\u8bed\u8a00\u63a8\u7406\u80fd\u529b\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"757\" height=\"512\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-3.jpg\" alt=\"\u56fe1\uff1aKOSMOS-1 \u751f\u6210\u7684\u793a\u4f8b\uff08\u84dd\u8272\u6846\u662f\u8f93\u5165\u63d0\u793a\uff0c\u7c89\u8272\u6846\u662f KOSMOS-1 \u8f93\u51fa\uff09\u3002(1)-(2)\u89c6\u89c9\u89e3\u91ca\uff0c(3)-(4)\u89c6\u89c9\u95ee\u7b54\uff0c(5)\u57fa\u4e8e\u7f51\u9875\u7684\u95ee\u7b54\uff0c(6)\u7b80\u5355\u7684\u6570\u5b66\u516c\u5f0f\uff0c(7)-(8)\u6570\u5b57\u8bc6\u522b\u3002\" class=\"wp-image-1071402\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-3.jpg 757w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-3-300x203.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-3-240x162.jpg 240w\" sizes=\"auto, (max-width: 757px) 100vw, 757px\" \/><figcaption class=\"wp-element-caption\">\u56fe1\uff1aKOSMOS-1 \u751f\u6210\u7684\u793a\u4f8b\uff08\u84dd\u8272\u6846\u662f\u8f93\u5165\u63d0\u793a\uff0c\u7c89\u8272\u6846\u662f KOSMOS-1 \u8f93\u51fa\uff09\u3002(1)-(2)\u89c6\u89c9\u89e3\u91ca\uff0c(3)-(4)\u89c6\u89c9\u95ee\u7b54\uff0c(5)\u57fa\u4e8e\u7f51\u9875\u7684\u95ee\u7b54\uff0c(6)\u7b80\u5355\u7684\u6570\u5b66\u516c\u5f0f\uff0c(7)-(8)\u6570\u5b57\u8bc6\u522b\u3002<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-45102\"><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"665\" height=\"870\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-4.jpg\" alt=\"\u56fe2\uff1aKOSMOS-1 \u751f\u6210\u7684\u793a\u4f8b\uff08\u84dd\u8272\u6846\u662f\u8f93\u5165\u63d0\u793a\uff0c\u7c89\u8272\u6846\u662f KOSMOS-1 \u8f93\u51fa\uff09\u3002(1)-(2)\u56fe\u50cf\u63cf\u8ff0\u751f\u6210\uff0c(3)-(6)\u89c6\u89c9\u95ee\u7b54\uff0c(7)-(8)OCR\uff0c(9)-(11)\u57fa\u4e8e\u89c6\u89c9\u7684\u5bf9\u8bdd\u3002\" class=\"wp-image-1071405\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-4.jpg 665w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-4-229x300.jpg 229w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-4-138x180.jpg 138w\" sizes=\"auto, (max-width: 665px) 100vw, 665px\" \/><figcaption class=\"wp-element-caption\">\u56fe2\uff1aKOSMOS-1 \u751f\u6210\u7684\u793a\u4f8b\uff08\u84dd\u8272\u6846\u662f\u8f93\u5165\u63d0\u793a\uff0c\u7c89\u8272\u6846\u662f KOSMOS-1 \u8f93\u51fa\uff09\u3002(1)-(2)\u56fe\u50cf\u63cf\u8ff0\u751f\u6210\uff0c(3)-(6)\u89c6\u89c9\u95ee\u7b54\uff0c(7)-(8)OCR\uff0c(9)-(11)\u57fa\u4e8e\u89c6\u89c9\u7684\u5bf9\u8bdd\u3002<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p id=\"caption-attachment-45103\"><\/p>\n\n\n\n<p>\u8fd9\u4e9b\u793a\u4f8b\u8868\u660e\uff0c\u591a\u6a21\u6001\u611f\u77e5\u7684\u539f\u751f\u652f\u6301\u4e3a\u5c06 LLM \u5e94\u7528\u4e8e\u65b0\u4efb\u52a1\u63d0\u4f9b\u4e86\u65b0\u7684\u673a\u9047\u3002\u6b64\u5916\u4e0e LLM \u76f8\u6bd4\uff0cMLLM \u5b9e\u73b0\u4e86\u66f4\u597d\u7684\u5e38\u8bc6\u63a8\u7406\u6027\u80fd\uff0c\u8868\u660e\u4e86\u8de8\u6a21\u6001\u8fc1\u79fb\u6709\u52a9\u4e8e\u77e5\u8bc6\u83b7\u53d6\u3002<\/p>\n\n\n\n<p>\u7531\u4e8e KOSMOS-1 \u6a21\u578b\u7684\u53c2\u6570\u91cf\u4e3a16\u4ebf\uff0c\u56e0\u6b64\u6709\u7f51\u53cb\u8868\u793a\u6709\u671b\u5728\u81ea\u5df1\u7684\u7535\u8111\u4e0a\u8fd0\u884c\u8fd9\u4e2a\u591a\u6a21\u6001\u5927\u6a21\u578b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"kosmos-1-\u4e00\u4e2a\u591a\u6a21\u6001\u5927\u578b\u8bed\u8a00\u6a21\u578b\">KOSMOS-1\uff1a\u4e00\u4e2a\u591a\u6a21\u6001\u5927\u578b\u8bed\u8a00\u6a21\u578b<\/h2>\n\n\n\n<p>\u5982\u56fe3\u6240\u793a\uff0cKOSMOS-1 \u662f\u4e00\u4e2a\u591a\u6a21\u6001\u8bed\u8a00\u6a21\u578b\uff0c\u5b83\u65e2\u53ef\u4ee5\u611f\u77e5\u4e00\u822c\u7684\u6a21\u6001\u3001\u9075\u5faa\u6307\u4ee4\u3001\u8fd8\u80fd\u5728\u4e0a\u4e0b\u6587\u4e2d\u5b66\u4e60\u5e76\u751f\u6210\u8f93\u51fa\u3002\u5177\u4f53\u6765\u8bf4\uff0cKOSMOS-1 \u7684\u4e3b\u5e72\u662f\u4e00\u4e2a\u57fa\u4e8e Transformer \u7684\u56e0\u679c\u8bed\u8a00\u6a21\u578b\u3002\u9664\u4e86\u6587\u672c\u4e4b\u5916\uff0c\u5176\u4ed6\u6a21\u6001\u4e5f\u80fd\u88ab\u5d4c\u5165\u5e76\u8f93\u5165\u5230\u8be5\u6a21\u578b\u4e2d\uff0c\u5982\u4e0b\u56fe\u4e2d\uff0c\u9664\u4e86\u8bed\u8a00\u8fd8\u6709\u89c6\u89c9\u3001\u8bed\u97f3\u7b49\u7684\u5d4c\u5165\u3002Transformer \u89e3\u7801\u5668\u7528\u4f5c\u591a\u6a21\u6001\u8f93\u5165\u7684\u901a\u7528\u63a5\u53e3\u3002\u4e00\u65e6\u6a21\u578b\u8bad\u7ec3\u5b8c\u6210\uff0cKOSMOS-1 \u5728\u96f6\u6837\u672c\u548c\u5c11\u6837\u672c\u4e2d\u4e5f\u80fd\u5bf9\u8bed\u8a00\u4efb\u52a1\u548c\u591a\u6a21\u6001\u4efb\u52a1\u8fdb\u884c\u8bc4\u4f30\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"651\" height=\"701\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-6.jpg\" alt=\"\u56fe3\uff1aKOSMOS-1 \u662f\u4e00\u4e2a\u591a\u6a21\u6001\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b\uff0cKOSMOS-1 \u80fd\u591f\u611f\u77e5\u591a\u6a21\u6001\u8f93\u5165\u3001\u9075\u5faa\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u3001\u5728\u8bed\u8a00\u4efb\u52a1\u548c\u591a\u6a21\u6001\u4efb\u52a1\u4e2d\u5b8c\u6210\u4e0a\u4e0b\u6587\u5b66\u4e60\u3002\u672c\u5de5\u4f5c\u5c06\u89c6\u89c9\u4fe1\u606f\u4e0e\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b\u5bf9\u9f50\uff0c\u63a8\u8fdb\u4ece\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b\u5230\u591a\u6a21\u6001\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b\u3002\" class=\"wp-image-1071408\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-6.jpg 651w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-6-279x300.jpg 279w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-6-167x180.jpg 167w\" sizes=\"auto, (max-width: 651px) 100vw, 651px\" \/><figcaption class=\"wp-element-caption\">\u56fe3\uff1aKOSMOS-1 \u662f\u4e00\u4e2a\u591a\u6a21\u6001\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b\uff0cKOSMOS-1 \u80fd\u591f\u611f\u77e5\u591a\u6a21\u6001\u8f93\u5165\u3001\u9075\u5faa\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u3001\u5728\u8bed\u8a00\u4efb\u52a1\u548c\u591a\u6a21\u6001\u4efb\u52a1\u4e2d\u5b8c\u6210\u4e0a\u4e0b\u6587\u5b66\u4e60\u3002\u672c\u5de5\u4f5c\u5c06\u89c6\u89c9\u4fe1\u606f\u4e0e\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b\u5bf9\u9f50\uff0c\u63a8\u8fdb\u4ece\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b\u5230\u591a\u6a21\u6001\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b\u3002<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-45104\"><\/p>\n\n\n\n<p>Transformer \u89e3\u7801\u5668\u4ee5\u7edf\u4e00\u7684\u65b9\u5f0f\u611f\u77e5\u6a21\u6001\uff0c\u8f93\u5165\u4fe1\u606f\u4f1a\u88ab flatten \u4e3a\u5e26\u6709\u7279\u6b8a token \u7684\u5e8f\u5217\u3002\u4f8b\u5982 <s>\u8868\u793a\u5e8f\u5217\u5f00\u59cb\u3001<\/s> \u8868\u793a\u5e8f\u5217\u7ed3\u675f\u3002\u7279\u6b8a token <img> \u548c \u8868\u793a\u7f16\u7801\u56fe\u50cf\u5d4c\u5165\u7684\u5f00\u59cb\u548c\u7ed3\u675f\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"657\" height=\"158\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-7.jpg\" alt=\"\u88682\uff1aKOSMOS-1 \u8bad\u7ec3\u9636\u6bb5\u4f7f\u7528\u7684\u6570\u636e\u683c\u5f0f\" class=\"wp-image-1071411\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-7.jpg 657w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-7-300x72.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-7-655x158.jpg 655w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-7-240x58.jpg 240w\" sizes=\"auto, (max-width: 657px) 100vw, 657px\" \/><figcaption class=\"wp-element-caption\">\u88682\uff1aKOSMOS-1 \u8bad\u7ec3\u9636\u6bb5\u4f7f\u7528\u7684\u6570\u636e\u683c\u5f0f<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-45105\"><\/p>\n\n\n\n<p>\u5d4c\u5165\u6a21\u5757\u5c06\u6587\u672c token \u548c\u5176\u4ed6\u8f93\u5165\u6a21\u6001\u7f16\u7801\u6210\u5411\u91cf\u8868\u793a\uff0c\u5bf9\u4e8e\u8f93\u5165 token\uff0c\u8be5\u7814\u7a76\u4f7f\u7528\u67e5\u627e\u8868\u5c06\u5176\u6620\u5c04\u5230\u5d4c\u5165\u4e2d\u3002\u5bf9\u4e8e\u8fde\u7eed\u4fe1\u53f7\u6a21\u6001\uff08\u4f8b\u5982\u56fe\u50cf\u548c\u97f3\u9891\uff09\uff0c\u4e5f\u53ef\u4ee5\u5c06\u8f93\u5165\u8868\u793a\u4e3a\u79bb\u6563\u7f16\u7801\u3002<\/p>\n\n\n\n<p>\u4e4b\u540e\uff0c\u83b7\u5f97\u7684\u8f93\u5165\u5e8f\u5217\u5d4c\u5165\u4f1a\u88ab\u9988\u9001\u5230\u57fa\u4e8e Transformer \u7684\u89e3\u7801\u5668\u3002\u7136\u540e\u56e0\u679c\u6a21\u578b\u4ee5\u4e00\u79cd\u81ea\u56de\u5f52\u7684\u65b9\u5f0f\u5904\u7406\u5e8f\u5217\uff0c\u4ece\u800c\u4ea7\u751f\u4e0b\u4e00\u4e2a token\u3002\u603b\u800c\u8a00\u4e4b\uff0cMLLM \u6846\u67b6\u53ef\u4ee5\u7075\u6d3b\u5730\u5904\u7406\u5404\u79cd\u6570\u636e\u7c7b\u578b\uff0c\u53ea\u8981\u5c06\u8f93\u5165\u8868\u793a\u4e3a\u5411\u91cf\u5373\u53ef\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"\u6a21\u578b\u8bad\u7ec3\"><strong>\u6a21\u578b\u8bad\u7ec3<\/strong><\/h3>\n\n\n\n<p>\u9996\u5148\u662f\u8bad\u7ec3\u6570\u636e\u96c6\u3002\u6570\u636e\u96c6\u5305\u62ec\u6587\u672c\u8bed\u6599\u5e93\u3001\u56fe\u50cf &#8211; \u5b57\u5e55\u5bf9\u3001\u56fe\u50cf\u548c\u6587\u672c\u4ea4\u53c9\u6570\u636e\u96c6\u3002\u5177\u4f53\u800c\u8a00\uff0c\u6587\u672c\u8bed\u6599\u5e93\u5305\u62ec The Pile \u3001Common Crawl (CC)\uff1b\u56fe\u50cf &#8211; \u5b57\u5e55\u5bf9\u5305\u62ec English LAION-2B\u3001LAION-400M\u3001COYO-700M \u4ee5\u53ca Conceptual Captions\uff1b\u56fe\u50cf\u548c\u6587\u672c\u4ea4\u53c9\u591a\u6a21\u6001\u6570\u636e\u96c6\u6765\u81ea Common Crawl snapshot\u3002<\/p>\n\n\n\n<p>\u6570\u636e\u96c6\u6709\u4e86\uff0c\u7136\u540e\u662f\u8bad\u7ec3\u8bbe\u7f6e\u3002MLLM \u7ec4\u4ef6\u5305\u542b24\u5c42\u3001\u9690\u85cf\u7ef4\u5ea6\u662f2048\u30018192\u4e2a FFN \u548c32\u4e2a\u6ce8\u610f\u529b\u5934\u3001\u53c2\u6570\u91cf\u4e3a 1.3B\u3002\u4e3a\u4e86\u4f7f\u6a21\u578b\u66f4\u597d\u7684\u6536\u655b\uff0c\u56fe\u50cf\u8868\u793a\u662f\u4ece\u5177\u67091024\u4e2a\u7279\u5f81\u7ef4\u5ea6\u7684\u9884\u8bad\u7ec3 CLIP ViT-L\/14 \u6a21\u578b\u83b7\u5f97\u7684\u3002\u56fe\u50cf\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u88ab\u9884\u5904\u7406\u4e3a224\u00d7224\u5206\u8fa8\u7387\uff0c\u6b64\u5916\uff0c\u8bad\u7ec3\u671f\u95f4\u9664\u4e86\u6700\u540e\u4e00\u5c42\uff0c\u6240\u6709\u7684 CLIP \u6a21\u578b\u53c2\u6570\u88ab\u51bb\u7ed3\u3002KOSMOS-1 \u7684\u53c2\u6570\u603b\u6570\u7ea6\u4e3a 1.6B\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"385\" height=\"269\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-8.jpg\" alt=\"\u88683\uff1aKOSMOS-1 \u8bad\u7ec3\u9636\u6bb5\u4f7f\u7528\u7684\u6a21\u578b\u53c2\u6570\" class=\"wp-image-1071414\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-8.jpg 385w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-8-300x210.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-8-240x168.jpg 240w\" sizes=\"auto, (max-width: 385px) 100vw, 385px\" \/><figcaption class=\"wp-element-caption\">\u88683\uff1aKOSMOS-1 \u8bad\u7ec3\u9636\u6bb5\u4f7f\u7528\u7684\u6a21\u578b\u53c2\u6570<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-45106\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u5b9e\u9a8c\u7ed3\u679c\">\u5b9e\u9a8c\u7ed3\u679c<\/h2>\n\n\n\n<p>\u8be5\u7814\u7a76\u8fdb\u884c\u4e86\u4e00\u7cfb\u5217\u4e30\u5bcc\u7684\u5b9e\u9a8c\u6765\u8bc4\u4ef7 KOSMOS-1 \uff1a\u8bed\u8a00\u4efb\u52a1\uff08\u8bed\u8a00\u7406\u89e3\u3001\u8bed\u8a00\u751f\u6210\u3001 OCR-free \u6587\u672c\u5206\u7c7b\uff09\uff1b\u8de8\u6a21\u6001\u8fc1\u79fb\uff08\u5e38\u8bc6\u63a8\u7406\uff09\uff1b\u975e\u8bed\u8a00\u63a8\u7406\uff08 IQ \u6d4b\u8bd5\uff09\uff1b\u611f\u77e5 &#8211; \u8bed\u8a00\u4efb\u52a1\uff08\u56fe\u50cf\u63cf\u8ff0\u751f\u6210\u3001\u89c6\u89c9\u95ee\u7b54\u3001\u7f51\u9875\u95ee\u7b54\uff09\uff1b\u89c6\u89c9\u4efb\u52a1\uff08\u96f6\u6837\u672c\u56fe\u50cf\u5206\u7c7b\u3001\u5e26\u6709\u63cf\u8ff0\u7684\u96f6\u6837\u672c\u56fe\u50cf\u5206\u7c7b\uff09\u3002<\/p>\n\n\n\n<p><strong>\u56fe\u50cf\u63cf\u8ff0\u751f\u6210\u3002<\/strong>\u4e0b\u8868\u7ed9\u51fa\u4e86\u4e0d\u540c\u6a21\u578b\u5728 COCO \u548c Flickr30k \u4e0a\u7684\u96f6\u6837\u672c\u6027\u80fd\u3002\u76f8\u6bd4\u5176\u4ed6\u6a21\u578b\uff0cKOSMOS-1 \u5747\u53d6\u5f97\u4e86\u663e\u8457\u6548\u679c\uff0c\u751a\u81f3\u5728\u53c2\u6570\u91cf\u8fdc\u5c0f\u4e8e Flamingo \u7684\u57fa\u7840\u4e0a\uff0c\u6027\u80fd\u4e5f\u4e0d\u9519\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"422\" height=\"204\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-9.jpg\" alt=\"\u88684\uff1aKOSMOS-1 \u5728\u56fe\u50cf\u63cf\u8ff0\u751f\u6210\u4efb\u52a1\uff08COCO\u548cFlickr30k\uff09\u4e2d\u7684\u96f6\u6837\u672c\u6d4b\u8bd5\u7ed3\u679c\" class=\"wp-image-1071417\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-9.jpg 422w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-9-300x145.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-9-240x116.jpg 240w\" sizes=\"auto, (max-width: 422px) 100vw, 422px\" \/><figcaption class=\"wp-element-caption\">\u88684\uff1aKOSMOS-1 \u5728\u56fe\u50cf\u63cf\u8ff0\u751f\u6210\u4efb\u52a1\uff08COCO\u548cFlickr30k\uff09\u4e2d\u7684\u96f6\u6837\u672c\u6d4b\u8bd5\u7ed3\u679c<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-45107\"><\/p>\n\n\n\n<p>\u4e0b\u8868\u4e3a\u5c11\u6837\u672c\u6027\u80fd\u5bf9\u6bd4\uff1a<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"519\" height=\"129\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-10.jpg\" alt=\"\u88685\uff1aKOSMOS-1 \u5728\u56fe\u50cf\u63cf\u8ff0\u751f\u6210\u4efb\u52a1\uff08COCO\u548cFlickr30k\uff09\u4e2d\u7684\u5c11\u6837\u672c\u6d4b\u8bd5\u7ed3\u679c\" class=\"wp-image-1071420\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-10.jpg 519w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-10-300x75.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-10-240x60.jpg 240w\" sizes=\"auto, (max-width: 519px) 100vw, 519px\" \/><figcaption class=\"wp-element-caption\">\u88685\uff1aKOSMOS-1 \u5728\u56fe\u50cf\u63cf\u8ff0\u751f\u6210\u4efb\u52a1\uff08COCO\u548cFlickr30k\uff09\u4e2d\u7684\u5c11\u6837\u672c\u6d4b\u8bd5\u7ed3\u679c<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-45108\"><\/p>\n\n\n\n<p><strong>\u89c6\u89c9\u95ee\u7b54\u3002<\/strong>KOSMOS-1 \u6bd4 Flamingo-3B \u548c Flamingo-9B \u6a21\u578b\u5177\u6709\u66f4\u9ad8\u7684\u51c6\u786e\u7387\u548c\u9c81\u68d2\u6027\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"307\" height=\"160\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-11-66bb1f5bd0075.jpg\" alt=\"\u88686\uff1aKOSMOS-1 \u5728\u89c6\u89c9\u95ee\u7b54\u4efb\u52a1\uff08VQAv2\u548cVizWiz\uff09\u4e2d\u7684\u96f6\u6837\u672c\u6d4b\u8bd5\u7ed3\u679c\" class=\"wp-image-1071429\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-11-66bb1f5bd0075.jpg 307w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-11-66bb1f5bd0075-300x156.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-11-66bb1f5bd0075-240x125.jpg 240w\" sizes=\"auto, (max-width: 307px) 100vw, 307px\" \/><figcaption class=\"wp-element-caption\">\u88686\uff1aKOSMOS-1 \u5728\u89c6\u89c9\u95ee\u7b54\u4efb\u52a1\uff08VQAv2\u548cVizWiz\uff09\u4e2d\u7684\u96f6\u6837\u672c\u6d4b\u8bd5\u7ed3\u679c<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p id=\"caption-attachment-45109\"><\/p>\n\n\n\n<p>\u4e0b\u8868\u4e3a\u5c11\u6837\u672c\u6027\u80fd\u5bf9\u6bd4\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"524\" height=\"165\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-12.jpg\" alt=\"\u88687\uff1aKOSMOS-1 \u5728\u89c6\u89c9\u95ee\u7b54\u4efb\u52a1\uff08VQAv2\u548cVizWiz\uff09\u4e2d\u7684\u5c11\u6837\u672c\u6d4b\u8bd5\u7ed3\u679c\" class=\"wp-image-1071432\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-12.jpg 524w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-12-300x94.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-12-240x76.jpg 240w\" sizes=\"auto, (max-width: 524px) 100vw, 524px\" \/><figcaption class=\"wp-element-caption\">\u88687\uff1aKOSMOS-1 \u5728\u89c6\u89c9\u95ee\u7b54\u4efb\u52a1\uff08VQAv2\u548cVizWiz\uff09\u4e2d\u7684\u5c11\u6837\u672c\u6d4b\u8bd5\u7ed3\u679c<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p id=\"caption-attachment-45110\"><\/p>\n\n\n\n<p><strong>IQ \u6d4b\u8bd5\u3002<\/strong>\u745e\u6587\u63a8\u7406\u6d4b\u9a8c\u662f\u8bc4\u4f30\u975e\u8bed\u8a00\u63a8\u7406\u6700\u5e38\u89c1\u7684\u6d4b\u8bd5\u4e4b\u4e00\u3002\u56fe4\u663e\u793a\u4e86\u4e00\u4e2a\u793a\u4f8b\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"630\" height=\"466\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-13.jpg\" alt=\"\u56fe4\uff1a\u4e0a\u56fe\u4e3a Raven IQ \u6d4b\u8bd5\u7684\u4e00\u4e2a\u4f8b\u5b50\uff0c\u4e0b\u56fe\u4e3a KOSMOS-1 \u5982\u4f55\u5b8c\u6210 IQ \u6d4b\u8bd5\u3002\u63d0\u793a\u5305\u62ec IQ \u6d4b\u8bd5\u8f93\u5165\u56fe\u50cf\u548c\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u3002\u6211\u4eec\u5c06\u6bcf\u4e2a\u5019\u9009\u56fe\u50cf\u5206\u522b\u9644\u52a0\u5230\u8f93\u5165\u63d0\u793a\u4e0a\uff0c\u5e76\u8be2\u95ee\u6a21\u578b\u662f\u5426\u6b63\u786e\u3002\u9009\u62e9\u9884\u6d4bYes\u6982\u7387\u6700\u9ad8\u7684\u5019\u9009\u56fe\u50cf\u4f5c\u4e3a\u6700\u7ec8\u7b54\u6848\u3002\" class=\"wp-image-1071426\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-13.jpg 630w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-13-300x222.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-13-80x60.jpg 80w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-13-240x178.jpg 240w\" sizes=\"auto, (max-width: 630px) 100vw, 630px\" \/><figcaption class=\"wp-element-caption\">\u56fe4\uff1a\u4e0a\u56fe\u4e3a Raven IQ \u6d4b\u8bd5\u7684\u4e00\u4e2a\u4f8b\u5b50\uff0c\u4e0b\u56fe\u4e3a KOSMOS-1 \u5982\u4f55\u5b8c\u6210 IQ \u6d4b\u8bd5\u3002\u63d0\u793a\u5305\u62ec IQ \u6d4b\u8bd5\u8f93\u5165\u56fe\u50cf\u548c\u81ea\u7136\u8bed\u8a00\u6307\u4ee4\u3002\u6211\u4eec\u5c06\u6bcf\u4e2a\u5019\u9009\u56fe\u50cf\u5206\u522b\u9644\u52a0\u5230\u8f93\u5165\u63d0\u793a\u4e0a\uff0c\u5e76\u8be2\u95ee\u6a21\u578b\u662f\u5426\u6b63\u786e\u3002\u9009\u62e9\u9884\u6d4bYes\u6982\u7387\u6700\u9ad8\u7684\u5019\u9009\u56fe\u50cf\u4f5c\u4e3a\u6700\u7ec8\u7b54\u6848\u3002<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-45111\"><\/p>\n\n\n\n<p>\u88688\u663e\u793a\u4e86\u5728 IQ \u6d4b\u8bd5\u6570\u636e\u96c6\u4e0a\u7684\u8bc4\u4f30\u7ed3\u679c\u3002KOSMOS-1 \u80fd\u591f\u5728\u975e\u8bed\u8a00\u73af\u5883\u4e2d\u611f\u77e5\u62bd\u8c61\u6982\u5ff5\u6a21\u5f0f\uff0c\u7136\u540e\u5728\u591a\u4e2a\u9009\u62e9\u4e2d\u63a8\u7406\u51fa\u4e4b\u540e\u7684\u5143\u7d20\u3002\u636e\u4e86\u89e3\uff0c\u8fd9\u662f\u9996\u6b21\u6709\u6a21\u578b\u53ef\u4ee5\u6267\u884c\u6b64\u7c7b\u96f6\u6837\u672c Raven IQ \u6d4b\u8bd5\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"376\" height=\"105\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-14.jpg\" alt=\"\u88688\uff1aKOSMOS-1 \u5728 Raven IQ \u6d4b\u8bd5\u4e2d\u7684\u96f6\u6837\u672c\u6d4b\u8bd5\u7ed3\u679c\" class=\"wp-image-1071435\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-14.jpg 376w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-14-300x84.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-14-240x67.jpg 240w\" sizes=\"auto, (max-width: 376px) 100vw, 376px\" \/><figcaption class=\"wp-element-caption\">\u88688\uff1aKOSMOS-1 \u5728 Raven IQ \u6d4b\u8bd5\u4e2d\u7684\u96f6\u6837\u672c\u6d4b\u8bd5\u7ed3\u679c<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-45112\"><\/p>\n\n\n\n<p><strong>\u7f51\u9875\u95ee\u7b54\u3002<\/strong>\u7f51\u9875\u95ee\u7b54\u65e8\u5728\u4ece\u7f51\u9875\u4e2d\u627e\u5230\u95ee\u9898\u7684\u7b54\u6848\u3002\u5b83\u8981\u6c42\u6a21\u578b\u65e2\u80fd\u7406\u89e3\u6587\u672c\u7684\u8bed\u4e49\uff0c\u53c8\u80fd\u7406\u89e3\u6587\u672c\u7684\u7ed3\u6784\u3002\u7ed3\u679c\u5982\u4e0b\uff1a<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"282\" height=\"150\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-15.jpg\" alt=\"\u88689\uff1aKOSMOS-1 \u5728\u57fa\u4e8e\u7f51\u9875\u95ee\u7b54\u7684\u96f6\u6837\u672c\u6d4b\u8bd5\u7ed3\u679c\" class=\"wp-image-1071438\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-15.jpg 282w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-15-240x128.jpg 240w\" sizes=\"auto, (max-width: 282px) 100vw, 282px\" \/><figcaption class=\"wp-element-caption\">\u88689\uff1aKOSMOS-1 \u5728\u57fa\u4e8e\u7f51\u9875\u95ee\u7b54\u7684\u96f6\u6837\u672c\u6d4b\u8bd5\u7ed3\u679c<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-45113\"><\/p>\n\n\n\n<p><strong>\u591a\u6a21\u6001\u601d\u7ef4\u94fe\u63d0\u793a\u3002<\/strong>\u53d7\u601d\u7ef4\u94fe\u63d0\u793a\u7684\u542f\u53d1\uff0c\u672c\u6587\u5bf9\u8fd9\u65b9\u9762\u8fdb\u884c\u4e86\u5b9e\u9a8c\u3002\u5982\u56fe5\u672c\u6587\u5c06\u611f\u77e5\u8bed\u8a00\u4efb\u52a1\u5206\u89e3\u4e3a\u4e24\u4e2a\u6b65\u9aa4\u3002\u5728\u7b2c\u4e00\u9636\u6bb5\u7ed9\u5b9a\u56fe\u50cf\uff0c\u4f7f\u7528\u63d0\u793a\u6765\u5f15\u5bfc\u6a21\u578b\u751f\u6210\u5408\u7406\u7684\u7406\u7531\u6216\u8005\u6240\u9700\u8981\u7684\u56fe\u50cf\u63cf\u8ff0\uff0c\u4ee5\u4ea7\u751f\u6700\u7ec8\u7ed3\u679c\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"590\" height=\"530\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-16.jpg\" alt=\"\u56fe5\uff1a\u591a\u6a21\u6001\u601d\u7ef4\u94fe\u4f7f KOSMOS-1 \u9996\u5148\u751f\u6210\u5408\u7406\u7684\u7406\u7531\u6216\u8005\u6240\u9700\u8981\u7684\u56fe\u50cf\u63cf\u8ff0\uff0c\u7136\u540e\u5c06\u5176\u7528\u4e8e\u89e3\u51b3\u590d\u6742\u7684\u95ee\u7b54\u548c\u63a8\u7406\u4efb\u52a1\u3002\" class=\"wp-image-1071441\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-16.jpg 590w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-16-300x269.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-16-200x180.jpg 200w\" sizes=\"auto, (max-width: 590px) 100vw, 590px\" \/><figcaption class=\"wp-element-caption\">\u56fe5\uff1a\u591a\u6a21\u6001\u601d\u7ef4\u94fe\u4f7f KOSMOS-1 \u9996\u5148\u751f\u6210\u5408\u7406\u7684\u7406\u7531\u6216\u8005\u6240\u9700\u8981\u7684\u56fe\u50cf\u63cf\u8ff0\uff0c\u7136\u540e\u5c06\u5176\u7528\u4e8e\u89e3\u51b3\u590d\u6742\u7684\u95ee\u7b54\u548c\u63a8\u7406\u4efb\u52a1\u3002<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-45114\"><\/p>\n\n\n\n<p>\u4ece\u886810\u53ef\u4ee5\u770b\u51fa\uff0c\u591a\u6a21\u6001\u601d\u7ef4\u94fe\u63d0\u793a\u7684\u5f97\u5206\u4e3a72.9\u5206\uff0c\u6bd4\u6807\u51c6\u63d0\u793a\u9ad8\u51fa5.8\u5206\uff1a<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"341\" height=\"140\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-17.jpg\" alt=\"\u886810\uff1aKOSMOS-1 \u5229\u7528\u591a\u6a21\u6001\u601d\u7ef4\u94fe\u63d0\u5347 Rendered SST-2 \u7684\u96f6\u6837\u672c\u7ed3\u679c\" class=\"wp-image-1071444\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-17.jpg 341w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-17-300x123.jpg 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/kosmos-1-17-240x99.jpg 240w\" sizes=\"auto, (max-width: 341px) 100vw, 341px\" \/><figcaption class=\"wp-element-caption\">\u886810\uff1aKOSMOS-1 \u5229\u7528\u591a\u6a21\u6001\u601d\u7ef4\u94fe\u63d0\u5347 Rendered SST-2 \u7684\u96f6\u6837\u672c\u7ed3\u679c<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-45115\"><\/p>\n\n\n\n<p>\u4e86\u89e3\u66f4\u591a\u5b9e\u9a8c\u5185\u5bb9\uff0c\u8bf7\u9605\u8bfb\u539f\u8bba\u6587\u3002<\/p>\n\n\n\n<p><em>\u672c\u6587\u7ecf\u6388\u6743\u8f6c\u8f7d\u81ea\u5fae\u4fe1\u516c\u4f17\u53f7\u201c\u673a\u5668\u4e4b\u5fc3\u201d<\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\uff1a\u673a\u5668\u4e4b\u5fc3 \u5728 NLP 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