{"id":34141,"date":"2024-11-30T20:56:24","date_gmt":"2024-11-30T12:56:24","guid":{"rendered":"https:\/\/17aitech.com\/?p=34141"},"modified":"2024-11-30T20:56:24","modified_gmt":"2024-11-30T12:56:24","slug":"%e5%90%b4%e6%81%a9%e8%be%be%e5%9b%a2%e9%98%9f%e6%96%b0%e4%bd%9c%ef%bc%9a%e5%a4%9a%e6%a8%a1%e6%80%81%e5%a4%9a%e6%a0%b7%e6%9c%ac%e4%b8%8a%e4%b8%8b%e6%96%87%e5%ad%a6%e4%b9%a0%ef%bc%8c%e6%97%a0%e9%9c%80","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=34141","title":{"rendered":"\u5434\u6069\u8fbe\u56e2\u961f\u65b0\u4f5c\uff1a\u591a\u6a21\u6001\u591a\u6837\u672c\u4e0a\u4e0b\u6587\u5b66\u4e60\uff0c\u65e0\u9700\u5fae\u8c03\u5feb\u901f\u9002\u5e94\u65b0\u4efb\u52a1"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-06-19-7\" target=\"_blank\">\u5434\u6069\u8fbe\u56e2\u961f\u65b0\u4f5c\uff1a\u591a\u6a21\u6001\u591a\u6837\u672c\u4e0a\u4e0b\u6587\u5b66\u4e60\uff0c\u65e0\u9700\u5fae\u8c03\u5feb\u901f\u9002\u5e94\u65b0\u4efb\u52a1<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-bfdb5521c59128124e150dbc1e0f2fa7.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-bfdb5521c59128124e150dbc1e0f2fa7.png\"><\/a><\/section>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"166\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<section>AIxiv\u4e13\u680f\u662f<mark data-type=\"institutions\" data-id=\"9e96434f-5827-41e3-9b3c-36d39bc0d446\">\u673a\u5668\u4e4b\u5fc3<\/mark>\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c<mark data-type=\"institutions\" data-id=\"9e96434f-5827-41e3-9b3c-36d39bc0d446\">\u673a\u5668\u4e4b\u5fc3<\/mark>AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/section>\n<\/section>\n<\/blockquote>\n<section><\/section>\n<section>\u672c\u7814\u7a76\u8bc4\u4f30\u4e86\u5148\u8fdb\u591a\u6a21\u6001\u57fa\u7840\u6a21\u578b\u5728 10 \u4e2a\u6570\u636e\u96c6\u4e0a\u7684\u591a\u6837\u672c\u4e0a\u4e0b\u6587\u5b66\u4e60\uff0c\u63ed\u793a\u4e86\u6301\u7eed\u7684\u6027\u80fd\u63d0\u5347\u3002\u6279\u91cf<mark data-type=\"concepts\" data-id=\"bf740558-f0f7-41a8-87a0-e695a97563b3\">\u67e5\u8be2<\/mark>\u663e\u8457\u964d\u4f4e\u4e86\u6bcf\u4e2a\u793a\u4f8b\u7684\u5ef6\u8fdf\u548c\u63a8\u7406\u6210\u672c\u800c\u4e0d\u727a\u7272\u6027\u80fd\u3002\u8fd9\u4e9b\u53d1\u73b0\u8868\u660e\uff1a<strong>\u5229\u7528\u5927\u91cf\u6f14\u793a\u793a\u4f8b\u53ef\u4ee5\u5feb\u901f\u9002\u5e94\u65b0\u4efb\u52a1\u548c\u65b0\u9886\u57df\uff0c\u800c\u65e0\u9700\u4f20\u7edf\u7684\u5fae\u8c03<\/strong>\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-db308f7882bd79a17df6d5b7d4790e73.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-db308f7882bd79a17df6d5b7d4790e73.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2405.09798<\/section>\n<\/li>\n<li>\n<section>\u4ee3\u7801\u5730\u5740\uff1ahttps:\/\/github.com\/stanfordmlgroup\/ManyICL<\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section><strong>\u80cc\u666f\u4ecb\u7ecd<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u8fd1\u671f\u7684\u591a\u6a21\u6001\u57fa\u7840\u6a21\u578b\uff08Multimodal Foundation Model\uff09\u7814\u7a76\u4e2d\uff0c\u4e0a\u4e0b\u6587\u5b66\u4e60\uff08In-Context Learning, ICL\uff09\u5df2\u88ab\u8bc1\u660e\u662f\u63d0\u9ad8\u6a21\u578b\u6027\u80fd\u7684\u6709\u6548\u65b9\u6cd5\u4e4b\u4e00\u3002<\/section>\n<section><\/section>\n<section>\u7136\u800c\uff0c\u53d7\u9650\u4e8e\u57fa\u7840\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\uff0c\u5c24\u5176\u662f\u5bf9\u4e8e\u9700\u8981\u5927\u91cf\u89c6\u89c9 token \u6765\u8868\u793a\u56fe\u7247\u7684\u591a\u6a21\u6001\u57fa\u7840\u6a21\u578b\uff0c\u5df2\u6709\u7684\u76f8\u5173\u7814\u7a76\u53ea\u5c40\u9650\u4e8e\u5728\u4e0a\u4e0b\u6587\u4e2d\u63d0\u4f9b\u5c11\u91cf\u6837\u672c\u3002<\/section>\n<section><\/section>\n<section>\u4ee4\u4eba\u6fc0\u52a8\u7684\u662f\uff0c\u6700\u65b0\u7684\u6280\u672f\u8fdb\u6b65\u5927\u5927\u589e\u52a0\u4e86\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\uff0c\u8fd9\u4e3a\u63a2\u7d22\u4f7f\u7528\u66f4\u591a\u793a\u4f8b\u8fdb\u884c\u4e0a\u4e0b\u6587\u5b66\u4e60\u63d0\u4f9b\u4e86\u53ef\u80fd\u6027\u3002<\/section>\n<section><\/section>\n<section>\u57fa\u4e8e\u6b64\uff0c\u65af\u5766\u798f<mark data-type=\"experts\" data-id=\"500df6fe-0c79-4b4e-80f6-57b71c302ef9\">\u5434\u6069\u8fbe<\/mark>\u56e2\u961f\u7684\u6700\u65b0\u7814\u7a76\u2014\u2014<strong>ManyICL\uff0c\u4e3b\u8981\u8bc4\u4f30\u4e86\u76ee\u524d\u6700\u5148\u8fdb\u7684\u591a\u6a21\u6001\u57fa\u7840\u6a21\u578b\u5728\u4ece\u5c11\u6837\u672c (\u5c11\u4e8e 100) \u5230\u591a\u6837\u672c\uff08\u6700\u9ad8\u81f3 2000\uff09\u4e0a\u4e0b\u6587\u5b66\u4e60\u4e2d\u7684\u8868\u73b0<\/strong>\u3002\u901a\u8fc7\u5bf9\u591a\u4e2a\u9886\u57df\u548c\u4efb\u52a1\u7684\u6570\u636e\u96c6\u8fdb\u884c\u6d4b\u8bd5\uff0c\u56e2\u961f\u9a8c\u8bc1\u4e86\u591a\u6837\u672c\u4e0a\u4e0b\u6587\u5b66\u4e60\u5728\u63d0\u9ad8\u6a21\u578b\u6027\u80fd\u65b9\u9762\u7684\u663e\u8457\u6548\u679c\uff0c\u5e76\u63a2\u8ba8\u4e86\u6279\u91cf<mark data-type=\"concepts\" data-id=\"bf740558-f0f7-41a8-87a0-e695a97563b3\">\u67e5\u8be2<\/mark>\u5bf9\u6027\u80fd\u548c\u6210\u672c\u53ca\u5ef6\u8fdf\u7684\u5f71\u54cd\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-b0eca0cb21cf38a389926d794b62a593.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-b0eca0cb21cf38a389926d794b62a593.png\"><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0Many-shot ICL\u4e0e\u96f6\u6837\u672c\u3001\u5c11\u6837\u672cICL\u7684\u6bd4\u8f83\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u65b9\u6cd5\u6982\u89c8<\/strong><\/section>\n<section><\/section>\n<section>\u672c\u7814\u7a76\u9009\u62e9\u4e86\u4e09\u79cd\u5148\u8fdb\u7684\u591a\u6a21\u6001\u57fa\u7840\u6a21\u578b\uff1a<strong>GPT-4o\u3001GPT4 (V)-Turbo \u548c Gemini 1.5 Pro<\/strong>\u3002\u51fa\u4e8e GPT-4o \u4f18\u8d8a\u7684\u8868\u73b0\uff0c\u7814\u7a76\u56e2\u961f\u5728\u6b63\u6587\u4e2d\u7740\u91cd\u8ba8\u8bba GPT-4o \u548c Gemini 1.5 Pro\uff0c GPT4 (V)-Turbo \u7684\u76f8\u5173\u5185\u5bb9\u8bf7\u4e8e\u9644\u5f55\u4e2d\u67e5\u770b\u3002<\/section>\n<p>\u6570\u636e\u96c6\u65b9\u9762\uff0c\u7814\u7a76\u56e2\u961f\u5728 10 \u4e2a\u8de8\u8d8a\u4e0d\u540c\u9886\u57df\uff08\u5305\u62ec\u81ea\u7136\u5f71\u50cf\u3001\u533b\u5b66\u5f71\u50cf\u3001<mark data-type=\"tech_tasks\" data-id=\"9c8e70ba-62f3-44d4-afdf-44756f6c58d6\">\u9065\u611f<\/mark>\u5f71\u50cf\u548c\u5206\u5b50\u5f71\u50cf\u7b49\uff09\u548c\u4efb\u52a1\uff08\u5305\u62ec\u591a\u5206\u7c7b\u3001\u591a\u6807\u7b7e\u5206\u7c7b\u548c\u7ec6\u7c92\u5ea6\u5206\u7c7b\uff09\u7684\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u5e7f\u6cdb\u7684\u5b9e\u9a8c\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-c8259b1507ac3f9794ab5a79b3ad6b38.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-c8259b1507ac3f9794ab5a79b3ad6b38.png\"><\/a><\/p>\n<p><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0<mark data-type=\"concepts\" data-id=\"308c3a45-0fee-4ec6-858e-85b15f440fc0\">\u57fa\u51c6<\/mark>\u6570\u636e\u96c6\u6c47\u603b\u3002<\/sup><\/em><\/p>\n<section>\u4e3a\u4e86\u6d4b\u8bd5\u589e\u52a0\u793a\u4f8b\u6570\u91cf\u5bf9\u6a21\u578b\u6027\u80fd\u7684\u5f71\u54cd\uff0c\u7814\u7a76\u56e2\u961f\u9010\u6b65\u589e\u52a0\u4e86\u4e0a\u4e0b\u6587\u4e2d\u63d0\u4f9b\u7684\u793a\u4f8b\u6570\u91cf\uff0c\u6700\u9ad8\u8fbe\u5230\u8fd1 2000 \u4e2a\u793a\u4f8b\u3002\u540c\u65f6\uff0c\u8003\u8651\u5230\u591a\u6837\u672c\u5b66\u4e60\u7684\u9ad8\u6210\u672c\u548c\u9ad8\u5ef6\u8fdf\uff0c\u7814\u7a76\u56e2\u961f\u8fd8\u63a2\u7d22\u4e86\u6279\u91cf\u5904\u7406<mark data-type=\"concepts\" data-id=\"bf740558-f0f7-41a8-87a0-e695a97563b3\">\u67e5\u8be2<\/mark>\u7684\u5f71\u54cd\u3002\u5728\u8fd9\u91cc\uff0c\u6279\u91cf<mark data-type=\"concepts\" data-id=\"bf740558-f0f7-41a8-87a0-e695a97563b3\">\u67e5\u8be2<\/mark>\u6307\u7684\u662f\u5728\u5355\u6b21 API \u8c03\u7528\u4e2d\u5904\u7406\u591a\u4e2a<mark data-type=\"concepts\" data-id=\"bf740558-f0f7-41a8-87a0-e695a97563b3\">\u67e5\u8be2<\/mark>\u3002<\/section>\n<section><\/section>\n<section><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/section>\n<section><\/section>\n<section><strong>\u591a\u6837\u672c\u4e0a\u4e0b\u6587\u5b66\u4e60\u6027\u80fd\u8bc4\u4f30<\/strong><\/section>\n<section><\/section>\n<section><strong>\u603b\u4f53\u8868\u73b0<\/strong>\uff1a\u5305\u542b\u8fd1 2000 \u4e2a\u793a\u4f8b\u7684\u591a\u6837\u672c\u4e0a\u4e0b\u6587\u5b66\u4e60\u5728\u6240\u6709\u6570\u636e\u96c6\u4e0a\u5747\u4f18\u4e8e\u5c11\u6837\u672c\u5b66\u4e60\u3002\u968f\u7740\u793a\u4f8b\u6570\u91cf\u7684\u589e\u52a0\uff0cGemini 1.5 Pro \u6a21\u578b\u7684\u6027\u80fd\u5448\u73b0\u51fa\u6301\u7eed\u7684\u5bf9\u6570\u7ebf\u6027\u63d0\u5347\uff0c\u800c GPT-4o \u7684\u8868\u73b0\u5219\u8f83\u4e0d\u7a33\u5b9a\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-1fc9e6936221c6b6fc73c60bae8bb886.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-1fc9e6936221c6b6fc73c60bae8bb886.png\"><\/a><\/p>\n<section><strong>\u6570\u636e\u6548\u7387<\/strong>\uff1a\u7814\u7a76\u6d4b\u91cf\u4e86\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u5b66\u4e60\u6570\u636e\u6548\u7387\uff0c\u5373\u6a21\u578b\u4ece\u793a\u4f8b\u4e2d\u5b66\u4e60\u7684\u901f\u5ea6\u3002\u7ed3\u679c\u8868\u660e\uff0cGemini 1.5 Pro \u5728\u7edd\u5927\u90e8\u5206\u6570\u636e\u96c6\u4e0a\u663e\u793a\u51fa\u6bd4 GPT-4o \u66f4\u9ad8\u7684\u4e0a\u4e0b\u6587\u5b66\u4e60\u6570\u636e\u6548\u7387\uff0c\u610f\u5473\u7740\u5b83\u80fd\u591f\u66f4\u6709\u6548\u5730\u4ece\u793a\u4f8b\u4e2d\u5b66\u4e60\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-65fe235e182c9059f3ded425b6a9c70b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-65fe235e182c9059f3ded425b6a9c70b.png\"><\/a><\/p>\n<section><strong>\u6279\u91cf<mark data-type=\"concepts\" data-id=\"bf740558-f0f7-41a8-87a0-e695a97563b3\">\u67e5\u8be2<\/mark>\u7684\u5f71\u54cd<\/strong><\/section>\n<section><\/section>\n<section><strong>\u603b\u4f53\u8868\u73b0<\/strong>\uff1a\u5728\u9009\u62e9\u6700\u4f18\u793a\u4f8b\u96c6\u5927\u5c0f\u4e0b\u7684\u96f6\u6837\u672c\u548c\u591a\u6837\u672c\u60c5\u5883\u4e2d\uff0c\u5c06\u591a\u4e2a<mark data-type=\"concepts\" data-id=\"bf740558-f0f7-41a8-87a0-e695a97563b3\">\u67e5\u8be2<\/mark>\u5408\u5e76\u4e3a\u4e00\u6b21\u8bf7\u6c42\uff0c\u4e0d\u4f1a\u964d\u4f4e\u6027\u80fd\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5728\u96f6\u6837\u672c\u573a\u666f\u4e2d\uff0c\u5355\u4e2a<mark data-type=\"concepts\" data-id=\"bf740558-f0f7-41a8-87a0-e695a97563b3\">\u67e5\u8be2<\/mark>\u5728\u8bb8\u591a\u6570\u636e\u96c6\u4e0a\u8868\u73b0\u8f83\u5dee\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u6279\u91cf<mark data-type=\"concepts\" data-id=\"bf740558-f0f7-41a8-87a0-e695a97563b3\">\u67e5\u8be2<\/mark>\u751a\u81f3\u53ef\u4ee5\u63d0\u9ad8\u6027\u80fd\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-49d0545036a127ae7f727244aa97f490.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-49d0545036a127ae7f727244aa97f490.png\"><\/a><\/p>\n<section><strong>\u96f6\u6837\u672c\u573a\u666f\u4e0b\u7684\u6027\u80fd\u63d0\u5347<\/strong>\uff1a\u5bf9\u4e8e\u67d0\u4e9b\u6570\u636e\u96c6\uff08\u5982 UCMerced\uff09\uff0c\u6279\u91cf<mark data-type=\"concepts\" data-id=\"bf740558-f0f7-41a8-87a0-e695a97563b3\">\u67e5\u8be2<\/mark>\u5728\u96f6\u6837\u672c\u573a\u666f\u4e0b\u663e\u8457\u63d0\u9ad8\u4e86\u6027\u80fd\u3002\u7814\u7a76\u56e2\u961f\u5206\u6790\u8ba4\u4e3a\uff0c\u8fd9\u4e3b\u8981\u5f52\u56e0\u4e8e\u9886\u57df\u6821\u51c6 (domain calibration)\u3001\u7c7b\u522b\u6821\u51c6 (class calibration) \u4ee5\u53ca\u81ea\u6211\u5b66\u4e60 (self-ICL)\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-3bf18218db16f6476f1ec60909333239.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-3bf18218db16f6476f1ec60909333239.png\"><\/a><\/p>\n<section><strong>\u6210\u672c\u548c\u5ef6\u8fdf\u5206\u6790<\/strong><\/section>\n<section><\/section>\n<section>\u591a\u6837\u672c\u4e0a\u4e0b\u6587\u5b66\u4e60\u867d\u7136\u5728\u63a8\u7406\u65f6\u9700\u8981\u5904\u7406\u66f4\u957f\u7684\u8f93\u5165\u4e0a\u4e0b\u6587\uff0c\u4f46\u901a\u8fc7\u6279\u91cf<mark data-type=\"concepts\" data-id=\"bf740558-f0f7-41a8-87a0-e695a97563b3\">\u67e5\u8be2<\/mark>\u53ef\u4ee5\u663e\u8457\u964d\u4f4e\u6bcf\u4e2a\u793a\u4f8b\u7684\u5ef6\u8fdf\u548c\u63a8\u7406\u6210\u672c\u3002\u4f8b\u5982\uff0c\u5728 HAM10000 \u6570\u636e\u96c6\u4e2d\uff0c\u4f7f\u7528 Gemini 1.5 Pro \u6a21\u578b\u8fdb\u884c 350 \u4e2a\u793a\u4f8b\u7684\u6279\u91cf<mark data-type=\"concepts\" data-id=\"bf740558-f0f7-41a8-87a0-e695a97563b3\">\u67e5\u8be2<\/mark>\uff0c\u5ef6\u8fdf\u4ece 17.3 \u79d2\u964d\u81f3 0.54 \u79d2\uff0c\u6210\u672c\u4ece\u6bcf\u4e2a\u793a\u4f8b 0.842 \u7f8e\u5143\u964d\u81f3 0.0877 \u7f8e\u5143\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-26d05e2f509753c6fc215fcbcb7caee2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-26d05e2f509753c6fc215fcbcb7caee2.png\"><\/a><\/p>\n<section><strong>\u7ed3\u8bba<\/strong><\/section>\n<section><\/section>\n<section>\u7814\u7a76\u7ed3\u679c\u8868\u660e\uff0c\u591a\u6837\u672c\u4e0a\u4e0b\u6587\u5b66\u4e60\u80fd\u591f\u663e\u8457\u63d0\u9ad8\u591a\u6a21\u6001\u57fa\u7840\u6a21\u578b\u7684\u8868\u73b0\uff0c\u5c24\u5176\u662f Gemini 1.5 Pro \u6a21\u578b\u5728\u591a\u4e2a\u6570\u636e\u96c6\u4e0a\u8868\u73b0\u51fa\u6301\u7eed\u7684\u6027\u80fd\u63d0\u5347\uff0c\u4f7f\u5176\u80fd\u591f\u66f4\u6709\u6548\u5730\u9002\u5e94\u65b0\u4efb\u52a1\u548c\u65b0\u9886\u57df\uff0c\u800c\u65e0\u9700\u4f20\u7edf\u7684\u5fae\u8c03\u3002<\/section>\n<section><\/section>\n<section>\u5176\u6b21\uff0c\u6279\u91cf\u5904\u7406<mark data-type=\"concepts\" data-id=\"bf740558-f0f7-41a8-87a0-e695a97563b3\">\u67e5\u8be2<\/mark>\u53ef\u4ee5\u5728\u76f8\u4f3c\u751a\u81f3\u66f4\u597d\u7684\u6a21\u578b\u8868\u73b0\u7684\u540c\u65f6\uff0c\u964d\u4f4e\u63a8\u7406\u6210\u672c\u548c\u5ef6\u8fdf\uff0c\u663e\u793a\u51fa\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u5de8\u5927\u6f5c\u529b\u3002<\/section>\n<section><\/section>\n<section>\u603b\u7684\u6765\u8bf4\uff0c<mark data-type=\"experts\" data-id=\"500df6fe-0c79-4b4e-80f6-57b71c302ef9\">\u5434\u6069\u8fbe<\/mark>\u56e2\u961f\u7684\u8fd9\u9879\u7814\u7a76\u4e3a\u591a\u6a21\u6001\u57fa\u7840\u6a21\u578b\u7684\u5e94\u7528\u5f00\u8f9f\u4e86\u65b0\u7684\u8def\u5f84\uff0c\u7279\u522b\u662f\u5728\u5feb\u901f\u9002\u5e94\u65b0\u4efb\u52a1\u548c\u9886\u57df\u65b9\u9762\u3002<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-06-19-7\" target=\"_blank\">\u5434\u6069\u8fbe\u56e2\u961f\u65b0\u4f5c\uff1a\u591a\u6a21\u6001\u591a\u6837\u672c\u4e0a\u4e0b\u6587\u5b66\u4e60\uff0c\u65e0\u9700\u5fae\u8c03\u5feb\u901f\u9002\u5e94\u65b0\u4efb\u52a1<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u5434\u6069\u8fbe\u56e2\u961f\u65b0\u4f5c\uff1a\u591a\u6a21\u6001 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[73],"class_list":["post-34141","post","type-post","status-publish","format-standard","hentry","category-news","tag-73"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u5434\u6069\u8fbe\u56e2\u961f\u65b0\u4f5c\uff1a\u591a\u6a21\u6001\u591a\u6837\u672c\u4e0a\u4e0b\u6587\u5b66\u4e60\uff0c\u65e0\u9700\u5fae\u8c03\u5feb\u901f\u9002\u5e94\u65b0\u4efb\u52a1 - \u4e00\u8d77AI\u6280\u672f<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/17aitech.com\/?p=34141\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/17aitech.com\/?p=34141\",\"url\":\"https:\/\/17aitech.com\/?p=34141\",\"name\":\"\u5434\u6069\u8fbe\u56e2\u961f\u65b0\u4f5c\uff1a\u591a\u6a21\u6001\u591a\u6837\u672c\u4e0a\u4e0b\u6587\u5b66\u4e60\uff0c\u65e0\u9700\u5fae\u8c03\u5feb\u901f\u9002\u5e94\u65b0\u4efb\u52a1 - \u4e00\u8d77AI\u6280\u672f\",\"isPartOf\":{\"@id\":\"https:\/\/17aitech.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/17aitech.com\/?p=34141#primaryimage\"},\"image\":{\"@id\":\"https:\/\/17aitech.com\/?p=34141#primaryimage\"},\"thumbnailUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-bfdb5521c59128124e150dbc1e0f2fa7.png\",\"datePublished\":\"2024-11-30T12:56:24+00:00\",\"author\":{\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\"},\"breadcrumb\":{\"@id\":\"https:\/\/17aitech.com\/?p=34141#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/17aitech.com\/?p=34141\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/?p=34141#primaryimage\",\"url\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-bfdb5521c59128124e150dbc1e0f2fa7.png\",\"contentUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-bfdb5521c59128124e150dbc1e0f2fa7.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/17aitech.com\/?p=34141#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/17aitech.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u5434\u6069\u8fbe\u56e2\u961f\u65b0\u4f5c\uff1a\u591a\u6a21\u6001\u591a\u6837\u672c\u4e0a\u4e0b\u6587\u5b66\u4e60\uff0c\u65e0\u9700\u5fae\u8c03\u5feb\u901f\u9002\u5e94\u65b0\u4efb\u52a1\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/17aitech.com\/#website\",\"url\":\"https:\/\/17aitech.com\/\",\"name\":\"\u4e00\u8d77AI\u6280\u672f\",\"description\":\"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca\",\"alternateName\":\"\u4e00\u8d77AI\u6280\u672f\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/17aitech.com\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\",\"name\":\"AI\u5c0f\u52a9\u624b\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/image\/\",\"url\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"contentUrl\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"caption\":\"AI\u5c0f\u52a9\u624b\"},\"description\":\"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e\",\"url\":\"https:\/\/17aitech.com\/?page_id=33738&user=3\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u5434\u6069\u8fbe\u56e2\u961f\u65b0\u4f5c\uff1a\u591a\u6a21\u6001\u591a\u6837\u672c\u4e0a\u4e0b\u6587\u5b66\u4e60\uff0c\u65e0\u9700\u5fae\u8c03\u5feb\u901f\u9002\u5e94\u65b0\u4efb\u52a1 - \u4e00\u8d77AI\u6280\u672f","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/17aitech.com\/?p=34141","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/17aitech.com\/?p=34141","url":"https:\/\/17aitech.com\/?p=34141","name":"\u5434\u6069\u8fbe\u56e2\u961f\u65b0\u4f5c\uff1a\u591a\u6a21\u6001\u591a\u6837\u672c\u4e0a\u4e0b\u6587\u5b66\u4e60\uff0c\u65e0\u9700\u5fae\u8c03\u5feb\u901f\u9002\u5e94\u65b0\u4efb\u52a1 - \u4e00\u8d77AI\u6280\u672f","isPartOf":{"@id":"https:\/\/17aitech.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/17aitech.com\/?p=34141#primaryimage"},"image":{"@id":"https:\/\/17aitech.com\/?p=34141#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-bfdb5521c59128124e150dbc1e0f2fa7.png","datePublished":"2024-11-30T12:56:24+00:00","author":{"@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"breadcrumb":{"@id":"https:\/\/17aitech.com\/?p=34141#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/17aitech.com\/?p=34141"]}]},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/?p=34141#primaryimage","url":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-bfdb5521c59128124e150dbc1e0f2fa7.png","contentUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/06\/frc-bfdb5521c59128124e150dbc1e0f2fa7.png"},{"@type":"BreadcrumbList","@id":"https:\/\/17aitech.com\/?p=34141#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/17aitech.com\/"},{"@type":"ListItem","position":2,"name":"\u5434\u6069\u8fbe\u56e2\u961f\u65b0\u4f5c\uff1a\u591a\u6a21\u6001\u591a\u6837\u672c\u4e0a\u4e0b\u6587\u5b66\u4e60\uff0c\u65e0\u9700\u5fae\u8c03\u5feb\u901f\u9002\u5e94\u65b0\u4efb\u52a1"}]},{"@type":"WebSite","@id":"https:\/\/17aitech.com\/#website","url":"https:\/\/17aitech.com\/","name":"\u4e00\u8d77AI\u6280\u672f","description":"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca","alternateName":"\u4e00\u8d77AI\u6280\u672f","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/17aitech.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d","name":"AI\u5c0f\u52a9\u624b","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/#\/schema\/person\/image\/","url":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","contentUrl":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","caption":"AI\u5c0f\u52a9\u624b"},"description":"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e","url":"https:\/\/17aitech.com\/?page_id=33738&user=3"}]}},"_links":{"self":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/34141","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=34141"}],"version-history":[{"count":0,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/34141\/revisions"}],"wp:attachment":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=34141"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=34141"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=34141"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}