{"id":283,"date":"2025-09-05T13:42:59","date_gmt":"2025-09-05T05:42:59","guid":{"rendered":"http:\/\/159.223.199.105\/?p=283"},"modified":"2025-09-15T13:48:05","modified_gmt":"2025-09-15T05:48:05","slug":"ai%e7%a6%bb%e7%9c%8b%e6%87%82%e4%b8%96%e7%95%8c%e7%a9%b6%e7%ab%9f%e8%bf%98%e6%9c%89%e5%a4%9a%e8%bf%9c%ef%bc%9f%e8%a7%86%e9%a2%91%e7%90%86%e8%a7%a3%e6%96%b0%e5%9f%ba%e5%87%86%e6%8f%ad","status":"publish","type":"post","link":"http:\/\/www.applicationsofllm.com\/index.php\/2025\/09\/05\/ai%e7%a6%bb%e7%9c%8b%e6%87%82%e4%b8%96%e7%95%8c%e7%a9%b6%e7%ab%9f%e8%bf%98%e6%9c%89%e5%a4%9a%e8%bf%9c%ef%bc%9f%e8%a7%86%e9%a2%91%e7%90%86%e8%a7%a3%e6%96%b0%e5%9f%ba%e5%87%86%e6%8f%ad\/","title":{"rendered":"AI\u79bb\u201c\u770b\u61c2\u4e16\u754c\u201d\u7a76\u7adf\u8fd8\u6709\u591a\u8fdc\uff1f\u89c6\u9891\u7406\u89e3\u65b0\u57fa\u51c6\u63ed\u6653\u7b54\u6848"},"content":{"rendered":"\n<p><strong>\u60f3\u8c61\u4e00\u4e0b\uff0c\u4f60\u7ed9 AI \u64ad\u653e\u4e00\u6bb5\u533b\u751f\u505a\u624b\u672f\u7684\u89c6\u9891\uff0c\u7136\u540e\u95ee\u5b83\uff1a\u201c\u5982\u679c\u6b64\u65f6\u7535\u5200\u529f\u7387\u8c03\u9ad8 20% \u4f1a\u53d1\u751f\u4ec0\u4e48\uff1f\u201d<\/strong><\/p>\n\n\n\n<p><strong>\u8fd9\u8981\u6c42 AI \u4e0d\u4ec5\u770b\u61c2\u753b\u9762\uff0c\u8fd8\u8981\u5177\u5907\u533b\u5b66\u77e5\u8bc6\u3001\u56e0\u679c\u63a8\u7406\u548c\u7a7a\u95f4\u60f3\u8c61\u80fd\u529b\uff0c\u66f4\u662f\u8bc4\u4f30 AI \u662f\u5426\u5177\u5907<\/strong><strong>\u201c\u4e16\u754c\u6a21\u578b\u201d<\/strong><strong>\uff08\u7406\u89e3\u73b0\u5b9e\u4e16\u754c\u52a8\u6001\u4e0e\u56e0\u679c\u7684\u80fd\u529b\uff09\u7684\u5173\u952e\u3002\u7136\u800c\u5373\u4f7f\u662f GPT-4o \u9762\u5bf9\u8fd9\u7c7b\u95ee\u9898\u4e5f\u4ec5\u80fd\u7b54\u5bf9 62.54%\uff01<\/strong><\/p>\n\n\n\n<p><strong>\u73b0\u6709\u6a21\u578b\u5728\u56fe\u50cf\u548c\u6587\u672c\u9886\u57df\u98ce\u5149\u65e0\u9650\uff0c\u7136\u800c\u4e00\u5230\u89c6\u9891\u63a8\u7406\u5c31\u9891\u9891\u7ffb\u8f66\u3002\u56e0\u4e3a\u89c6\u9891\u624d\u662f\u73b0\u5b9e\u4e16\u754c\u7684\u201c\u7ec8\u6781\u6a21\u62df\u5668\u201d\u2014\u2014\u5b83\u878d\u5408\u65f6\u7a7a\u3001\u56e0\u679c\u3001\u591a\u6a21\u6001\u4fe1\u606f\uff0c\u800c\u73b0\u6709\u8bc4\u6d4b\u57fa\u51c6\u5374\u505c\u7559\u5728\u201c\u8bc6\u522b\u7269\u4f53\u201d\u7684\u521d\u7ea7\u9636\u6bb5\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u5728\u4eba\u5de5\u667a\u80fd\u8fc8\u5411\u901a\u7528\u667a\u80fd\u7684\u9053\u8def\u4e0a\uff0c\u4e00\u4e2a\u6838\u5fc3\u95ee\u9898\u59cb\u7ec8\u8426\u7ed5\uff1aAI \u6a21\u578b\u7a76\u7adf\u80fd\u591a\u597d\u5730\u7406\u89e3\u771f\u5b9e\u4e16\u754c\u7684\u52a8\u6001\uff1fAI \u770b\u61c2\u89c6\u9891\u4e0d\u4ec5\u53ea\u662f\u201c\u753b\u9762\u91cc\u6709\u53ea\u732b\u5728\u8dd1\u201d\uff0c\u771f\u6b63\u7684\u6311\u6218\u662f\uff1a\u201c\u5982\u679c\u732b\u6ca1\u8df3\u4e0a\u684c\u5b50\uff0c\u82b1\u74f6\u4f1a\u6454\u788e\u5417\uff1f\u201d\u201c\u63a5\u4e0b\u6765\u732b\u4f1a\u6251\u5411\u54ea\u4e2a\u73a9\u5177\uff1f\u201d<\/strong><\/p>\n\n\n\n<p><strong>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u6765\u81ea UC Santa Cruz\u3001UC Santa Barbara \u548c\u5fae\u8f6f\u7684\u7814\u7a76\u56e2\u961f\u5e26\u6765\u4e86\u5168\u65b0\u7b54\u6848\uff1a<\/strong><strong>MMWorld<\/strong><strong>\uff0c\u4e00\u4e2a\u4e13\u4e3a\u8bc4\u4f30\u591a\u6a21\u6001\u5927\u6a21\u578b\u201c\u4e16\u754c\u5efa\u6a21\u201d\u80fd\u529b\u800c\u8bbe\u8ba1\u7684\u57fa\u51c6\uff01\u5b83\u4e0d\u50cf\u666e\u901a\u57fa\u51c6\u53ea\u8003 \u201c\u770b\u89c1\u4ec0\u4e48\u201d\uff0c\u800c\u662f\u8ffd\u95ee\u201c\u61c2\u5f97\u4ec0\u4e48\u201d\uff0c\u9996\u6b21\u4ee5\u201c\u591a\u5b66\u79d1 + \u591a\u7ef4\u5ea6\u63a8\u7406\u201d\u53cc\u5f15\u64ce\uff0c\u5168\u65b9\u4f4d\u4e08\u91cf\u591a\u6a21\u6001\u5927\u6a21\u578b\uff08MLLMs\uff09\u5728\u63a8\u7406\u548c\u89e3\u91ca\u73b0\u5b9e\u4e16\u754c\u65b9\u9762\u7684\u80fd\u529b\u3002<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8bba\u6587\u5730\u5740\uff1a<\/strong><strong>https:\/\/arxiv.org\/abs\/2406.08407<\/strong><\/li>\n<\/ul>\n\n\n\n<p><strong>\u8be5\u57fa\u51c6\u6d4b\u8bd5\u5df2\u7ecf\u4e0e AGI-Eval \u5927\u6a21\u578b\u8bc4\u6d4b\u793e\u533a\u8fbe\u6210\u5408\u4f5c\uff0c\u53ef\u81f3\u793e\u533a\u67e5\u770b MMWorld Bench \u7684\u6240\u6709\u5b50\u96c6\uff01<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>MMWorld &nbsp;\u699c\u5355\u5730\u5740\uff1a<\/strong><strong><br><\/strong><strong>https:\/\/agi-eval.cn\/evaluation\/detail?id=66<\/strong><\/li>\n\n\n\n<li><strong>\u5fae\u4fe1\u5c0f\u7a0b\u5e8f\uff1a<\/strong><strong><a href=\"https:\/\/mp.weixin.qq.com\/s?__biz=Mzk3NTg4MjAzMw==&amp;mid=2247484280&amp;idx=1&amp;sn=bf234a5669b3f1db0109dfbce70b4692&amp;chksm=c51037fe58f02375c90375939b49bf8017d76c72f505b13c4c5ccbbe96de2ce68bd5f61712f0&amp;scene=0&amp;xtrack=1&amp;subscene=90&amp;key=daf9bdc5abc4e8d0eaf2456bd94ce7884aed7510acb0ece71442e94d6963234b7bdbf434584667543c33a1a76f1ed5e1e241398e9c0e7fc6f2f715e8bdc3d3705df0d6f47d8bd53279f98e8141691f5a7402a587cdbac8f57cc20055540587a6a3518e51593b269a986675b5b70c1b46755980cd912fd2e78ef3966f4b2ce8d8&amp;ascene=0&amp;uin=MjY5NDMzMDE1&amp;devicetype=UnifiedPCWindows&amp;version=f2541022&amp;lang=zh_CN&amp;countrycode=CN&amp;exportkey=n_ChQIAhIQmnpFGjlPfoJ%2FSj3S5knZPxLcAQIE97dBBAEAAAAAAPfqNmTKypgAAAAOpnltbLcz9gKNyK89dVj0rNf%2BjJqY0oD3nKdAsQU4l%2F7J4zwgbZXVwAJw6l50cgJuAM1obnbtKQz8wuOxwX%2B68yTxpVTwH1diQW4VqJjgzdKT6HW4AHucYC5yd%2BTe2Ny0%2FlnJPEY3VNMm%2BOfKnMXblslPkRrIxxHq80lntBZeWljOI%2BkTdmvhpl3x1Z61Xt4f5SN3m1JFJW4ounFU%2B5wKvYto3lAjEQOClJ6uR82wrPMsW1vLf1SIxqM%2B9%2BIBu%2Fhubdfd9Iw%3D&amp;acctmode=0&amp;pass_ticket=%2F0V07zw7AL2QOwoTAgoQWFKLW1drhSXjafFtLWorM8zyL1MmaEty5cSiGTKzc9KU&amp;wx_header=0\">AGI-Eval\u6a21\u578b\u8bc4\u6d4b<\/a><\/strong><\/li>\n<\/ul>\n\n\n\n<h1 class=\"wp-block-heading\"><strong>01. \u4e3a\u4ec0\u4e48\u9700\u8981 MMWorld Bench<\/strong><\/h1>\n\n\n\n<p><strong>\u4eba\u5de5\u667a\u80fd\u6b63\u4ece \u201c\u611f\u77e5\u4e16\u754c\u201d \u8fc8\u5411 \u201c\u7406\u89e3\u4e16\u754c\u201d\u3002\u4f46\u4e00\u4e2a\u6838\u5fc3\u96be\u9898\u59cb\u7ec8\u60ac\u800c\u672a\u51b3\uff1a<\/strong><strong>\u6a21\u578b\u5982\u4f55\u8bc1\u660e\u81ea\u5df1\u771f\u6b63\u638c\u63e1\u4e86\u73b0\u5b9e\u4e16\u754c\u7684\u52a8\u6001\u56e0\u679c\u4e0e\u8de8\u9886\u57df\u89c4\u5f8b\uff1f<\/strong><strong>\u5f53\u524d\u591a\u6a21\u6001\u5927\u6a21\u578b\u5bf9\u771f\u5b9e\u4e16\u754c\u7684\u7406\u89e3\uff0c\u53ef\u80fd\u6bd4\u6211\u4eec\u60f3\u8c61\u7684\u66f4\u80a4\u6d45\u3002\u73b0\u6709\u7684\u89c6\u9891\u7406\u89e3\u57fa\u51c6\u8981\u4e48\u56f0\u4e8e \u201c\u770b\u56fe\u7247\u7b54\u95ee\u9898\u201d \u7684\u7b80\u5355\u6a21\u5f0f\uff08\u5982 ActivityNet-QA\uff09\uff0c\u8981\u4e48\u5c40\u9650\u4e8e\u5355\u4e00\u9886\u57df\uff08\u5982 Sports-QA\uff09\uff0c\u96be\u4ee5\u89e6\u53ca\u4e16\u754c\u6a21\u578b\u7684\u6838\u5fc3\u80fd\u529b \u2014\u2014<\/strong><strong>\u6839\u636e\u52a8\u6001\u4fe1\u606f\u63a8\u7406\u6f5c\u5728\u673a\u5236\u3001\u9884\u6d4b\u672a\u6765\u53d1\u5c55\u3001\u53cd\u4e8b\u5b9e\u601d\u8003\u66ff\u4ee3\u7ed3\u679c<\/strong><strong>\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u5f53 GPT-4o\u3001Gemini&nbsp;\u7b49\u6a21\u578b\u5c55\u73b0\u51fa\u60ca\u4eba\u7684\u8de8\u6a21\u6001\u63a8\u7406\u80fd\u529b\u65f6\uff0c\u6211\u4eec\u4e9f\u9700\u4e00\u4e2a\u66f4\u8d34\u8fd1\u771f\u5b9e\u4e16\u754c\u590d\u6742\u6027\u7684\u8bc4\u4f30\u4f53\u7cfb\u3002\u73b0\u6709\u89c6\u9891\u7406\u89e3\u57fa\u51c6\u5927\u591a\u5c40\u9650\u4e8e\u5355\u4e00\u9886\u57df\u6216\u57fa\u7840\u611f\u77e5\u4efb\u52a1\uff0c\u4f20\u7edf\u89c6\u9891\u7406\u89e3\u4efb\u52a1\uff08\u5982\u52a8\u4f5c\u8bc6\u522b\u3001\u95ee\u7b54\uff09\u4ec5\u505c\u7559\u5728\u611f\u77e5\u5c42\u9762\uff0c\u6b62\u6b65\u4e8e\u63cf\u8ff0\u753b\u9762\u5185\u5bb9\uff0c\u800c MMWorl<\/strong><strong>d&nbsp;\u9996\u6b21\u6784\u5efa<\/strong><strong>\u771f\u5b9e\u4e16\u754c\u52a8\u6001\u63a8\u6f14\u8003\u573a\uff0c\u4ece\u788e\u7247\u5316\u611f\u77e5\u8fc8\u5411\u4e86\u7cfb\u7edf\u6027\u7406\u89e3<\/strong><strong>\u3002<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u591a\u5b66\u79d1\u8986\u76d6<\/strong><strong>\uff1a\u6a2a\u8de8\u827a\u672f\u4e0e\u4f53\u80b2\u3001\u5546\u4e1a\u3001\u79d1\u5b66\u3001\u5065\u5eb7\u533b\u5b66\u7b49 7 \u5927\u9886\u57df\uff0c\u8986\u76d6\u4ece\u201c\u673a\u5668\u4eba\u88c5\u914d\u8bef\u5dee\u5206\u6790\u201d\u5230\u201c\u80a1\u7968K\u7ebf\u8d8b\u52bf\u9884\u6d4b\u201d\u7b49&nbsp;<\/strong><strong>69 \u4e2a\u5b50\u9886\u57df<\/strong><strong>\u3002\u6bcf\u4e2a\u89c6\u9891\u90fd\u8574\u542b\u4e13\u4e1a\u9886\u57df\u77e5\u8bc6\uff0c\u5171 1910 \u4e2a\u9ad8\u8d28\u91cf\u89c6\u9891\uff08\u5e73\u5747\u65f6\u957f 102 \u79d2\uff0c\u5339\u914d\u4eba\u7c7b\u77ed\u65f6\u8bb0\u5fc6\u5bb9\u91cf\uff09 \u3002<\/strong><\/li>\n\n\n\n<li><strong>\u591a\u7ef4\u5ea6\u63a8\u7406\u6311\u6218<\/strong><strong>\uff1aMMWorld \u7684 6627 \u4e2a\u95ee\u7b54\u5bf9\uff0c\u6309\u8ba4\u77e5\u96be\u5ea6\u6784\u5efa\u91d1\u5b57\u5854\u3002\u8d85\u8d8a\u201c\u770b\u201d \u4e0e\u201c\u542c\u201d\uff0c\u6df1\u5165\u8bc4\u4f30\u89e3\u91ca\u73b0\u8c61\u3001\u53cd\u4e8b\u5b9e\u601d\u8003\u3001\u672a\u6765\u9884\u6d4b\u3001\u9886\u57df\u4e13\u4e1a\u77e5\u8bc6\u3001\u65f6\u95f4\u7406\u89e3\u7b49\u9ad8\u9636\u80fd\u529b\uff0c\u8981\u6c42\u6a21\u578b\u5177\u5907\u4eba\u7c7b\u7ea7\u522b\u7684<\/strong><strong>\u89e3\u91ca\u3001\u53cd\u4e8b\u5b9e\u601d\u8003\u3001\u672a\u6765\u9884\u6d4b<\/strong><strong>\u80fd\u529b\u3002<\/strong><\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/tibyo04EjwE2ML00hkwq1hlnia0WJ0ACCqiaXt1GxaZEEHicfxqTwIOa1jcXNldlQSIGXQrTicuIkGQmia0yX3mcMrCQ\/640?wx_fmt=png&amp;from=appmsg&amp;randomid=wh0ixlwb&amp;tp=webp&amp;wxfrom=5&amp;wx_lazy=1\" alt=\"\u56fe\u7247\"\/><\/figure>\n\n\n\n<p><em><strong><em>\u4f8b\u5982\uff1a<\/em><\/strong><\/em><\/p>\n\n\n\n<p><em><strong><em>\u5728\u5065\u5eb7\u533b\u5b66\u9886\u57df\u7684\u4e00\u4e2a\u89c6\u9891\u4e2d\uff0cMMWorld \u4f1a\u540c\u65f6\u63d0\u95ee\uff1a<\/em><\/strong><\/em><\/p>\n\n\n\n<p><em><strong><em>\u89e3\u91ca\u73b0\u8c61\uff1a\u201c\u4e3a\u4ec0\u4e48\u533b\u751f\u8981\u91c7\u7528\u8fd9\u79cd\u7ed9\u836f\u65b9\u5f0f\uff1f\u201d\u201c\u4e3a\u4f55\u8981\u91c7\u7528\u76ae\u5185\u7f1d\u5408\u800c\u975e\u666e\u901a\u7f1d\u5408\uff1f\u201d<\/em><\/strong><\/em><\/p>\n\n\n\n<p><em><strong><em>\u53cd\u4e8b\u5b9e\u601d\u8003\uff1a\u201c\u5982\u679c\u8df3\u8fc7\u6d88\u6bd2\u6b65\u9aa4\u4f1a\u6709\u4ec0\u4e48\u540e\u679c\uff1f\u201d\u201c\u5982\u679c\u4f7f\u7528\u53ef\u5438\u6536\u7ebf\u4f1a\u6709\u4ec0\u4e48\u540e\u679c\uff1f\u201d<\/em><\/strong><\/em><\/p>\n\n\n\n<p><em><strong><em>\u672a\u6765\u9884\u6d4b\uff1a\u201c\u60a3\u8005\u63a5\u4e0b\u6765\u53ef\u80fd\u51fa\u73b0\u4ec0\u4e48\u53cd\u5e94\uff1f\u201d<\/em><\/strong><\/em><\/p>\n\n\n\n<p><em><strong><em>\u4e13\u4e1a\u77e5\u8bc6\uff1a\u201c\u8be5\u7597\u6cd5\u7684\u751f\u7269\u5b66\u673a\u5236\u662f\u4ec0\u4e48\uff1f\u201d<\/em><\/strong><\/em><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/tibyo04EjwE2ML00hkwq1hlnia0WJ0ACCq7Vcyzs9kLj7wCZ3Gt1qxiad0Rx716op0N5AcDFW8sTH4v6diao8NJDgg\/640?wx_fmt=png&amp;from=appmsg&amp;randomid=wjlm3zu1&amp;tp=webp&amp;wxfrom=5&amp;wx_lazy=1\" alt=\"\u56fe\u7247\"\/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u53cc\u6570\u636e\u96c6\u8bbe\u8ba1<\/strong><strong>\uff1a\u4eba\u5de5\u6807\u6ce8\u6570\u636e\u96c6\u4e0e\u5408\u6210\u6570\u636e\u96c6\u7ed3\u5408\uff0c\u517c\u987e\u5168\u9762\u8bc4\u4f30\u4e0e\u6a21\u6001\u5206\u79bb\u5206\u6790\u3002<\/strong><strong>\u81ea\u52a8\u5408\u6210\u6570\u636e<\/strong><strong>\uff1a\u901a\u8fc7<\/strong><strong>\u97f3\/\u89c6\u5355\u6a21\u6001\u751f\u6210<\/strong><strong>\u7cbe\u51c6\u6d4b\u8bd5\u6a21\u578b\u611f\u77e5\u80fd\u529b\uff1b<\/strong><strong><br><\/strong><strong>\u4eba\u5de5\u7cbe\u6807<\/strong><strong>\uff1a\u6db5\u76d6&nbsp;<\/strong><strong>6 \u79cd\u6838\u5fc3\u80fd\u529b<\/strong><strong>\uff08\u89e3\u91ca\u73b0\u8c61\/\u53cd\u4e8b\u5b9e\u63a8\u7406\/\u672a\u6765\u9884\u6d4b\/\u9886\u57df\u4e13\u5bb6\/\u65f6\u95f4\u7406\u89e3\/\u5f52\u56e0\u5206\u6790\uff09\uff0c\u8986\u76d6\u8ba4\u77e5\u5168\u94fe\u6761\uff0c\u6bcf\u4e2a\u5b50\u5b66\u79d1\u81f3\u5c11\u5305\u542b 20 \u4e2a\u89c6\u9891\uff0c\u786e\u4fdd\u8bad\u7ec3\u96c6\u65e0\u504f\u3002<\/strong><\/li>\n\n\n\n<li><strong>\u8de8\u6a21\u6001\u6311\u6218\uff1a<\/strong><strong>\u9700\u540c\u65f6\u7406\u89e3\u89c6\u9891\u4e2d\u7684\u89c6\u89c9\u52a8\u6001\u3001\u97f3\u9891\u7ebf\u7d22\u548c\u9690\u542b\u7684\u65f6\u95f4\u56e0\u679c\u5173\u7cfb\u3002\u901a\u8fc7\u5408\u6210<\/strong><strong>\u6570\u636e\u96c6\u5355\u72ec\u8bc4\u4f30\u89c6\u89c9 \/ \u97f3\u9891\u611f\u77e5\u80fd\u529b\uff0c\u53d1\u73b0 Gemini Pro \u89c6\u89c9\u5904\u7406\u6700\u5f3a\uff0cVideo-Chat \u97f3\u9891\u7406\u89e3\u66f4\u4f18\u3002<\/strong><br><\/li>\n<\/ul>\n\n\n\n<h1 class=\"wp-block-heading\"><strong>02.MMWorld Bench\u7684\u6d4b\u8bd5\u7ed3\u679c<\/strong><\/h1>\n\n\n\n<h2 class=\"wp-block-heading\"><\/h2>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>2.1 \u5f00\u6e90\u3001\u95ed\u6e90\u5b58\u5728\u5dee\u5f02<\/strong><\/h2>\n\n\n\n<p><strong>\u7814\u7a76\u56e2\u961f\u5bf9 14 \u4e2a\u9876\u7ea7\u6a21\u578b\u8fdb\u884c\u4e25\u82db\u6d4b\u8bd5\uff0c\u5305\u62ec 4 \u4e2a\u4e13\u6709\u6a21\u578b\uff08<\/strong><strong>GPT-4o\u3001<\/strong><strong>C<\/strong><strong>laude 3.5\u3001GPT-4V\u3001Gemini\uff09\u548c 10 \u4e2a\u5f00\u6e90\u6a21\u578b\uff0c\u7ed3\u679c\u5982\u4e0b\u56fe\u6240\u793a\uff1a<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/tibyo04EjwE2ML00hkwq1hlnia0WJ0ACCqhicZXEZpkkZq1xFQGbeYgnBnJofAPZMQOz11ibDKIjf6d9SjYGl5Np6g\/640?wx_fmt=png&amp;from=appmsg&amp;randomid=3m531sve&amp;tp=webp&amp;wxfrom=5&amp;wx_lazy=1\" alt=\"\u56fe\u7247\"\/><\/figure>\n\n\n\n<p><strong>\u95ed\u6e90\u6a21\u578b\u7684\u201c\u865a\u5047\u7e41\u8363\u201d<\/strong><strong><\/strong><\/p>\n\n\n\n<p><strong>\u6700\u5f3a\u6a21\u578b&nbsp;<\/strong><strong>GPT-4o \u4ec5\u8fbe\u5230 62.54% \u7684\u6574\u4f53\u51c6\u786e<\/strong><strong>\u7387\uff0c\u52c9\u5f3a\u53ca\u683c\u3002\u5176\u5728\u4e0d\u540c\u5b66\u79d1\u9886\u57df\u5dee\u5f02\u5de8\u5927\uff1a\u5728\u5546\u4e1a\u9886\u57df\uff0891.14%\uff09\u548c\u5065\u5eb7\u533b\u5b66\uff0883.33%\uff09\u8868\u73b0\u7a81\u51fa\uff0c\u4f46\u5728\u5177\u8eab\u4efb\u52a1\uff0862.94%\uff09\u548c\u827a\u672f\u4f53\u80b2\uff0847.87%\uff09\u4ecd\u663e\u5403\u529b<\/strong><strong>\uff0c\u8ddd\u4eba\u7c7b\u6c34\u5e73\u4ecd\u6709\u5de8\u5927\u9e3f\u6c9f\u3002\u5176\u4f59\u6d4b\u8bd5\u95ed\u6e90\u6a21\u578b\u7684\u6574\u4f53\u51c6\u786e\u7387\u5747\u672a\u8fbe\u5230\u53ca\u683c\u6c34\u5e73\uff0cC<\/strong><strong>laude-3.5-Sonnet\u3001GPT-4V \u5206\u522b\u4ee5 54.54%\u3001<\/strong><strong>52.30%<\/strong><strong>&nbsp;\u7d27\u968f\u5176\u540e\u3002<\/strong><strong>Gemini Pro \u7684\u603b\u4f53\u5f97\u5206\u4ec5\u4e3a 51.02<\/strong><strong>%\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u5f00\u6e90\u6a21\u578b\u7684\u201c\u9006\u88ad\u201d\u4e0e\u201c\u77ed\u677f\u201d<\/strong><strong><\/strong><\/p>\n\n\n\n<p><strong>\u5f00\u6e90\u6a21\u578b Video-LLaVA-7B \u5e73\u5747\u51c6\u786e\u7387\u4e3a 44.60% \uff0c\u4f46\u5728\u5bb6\u5177\u7ec4\u88c5\u4e00\u7c7b\u7684\u5177\u8eab\u4efb\u52a1\uff08\u51c6\u786e\u7387 63.17%\uff09\u4e2d\u53cd\u8d85 GPT-4o<\/strong><strong>\uff0862.94%\uff09<\/strong><strong>\uff0c\u8bc1\u660e\u4e86\u7279\u5b9a\u573a\u666f\u4f18\u5316\u7684\u6f5c\u529b<\/strong><strong>\u3002 \u90e8\u5206\u6a21\u578b\u8868\u73b0\u4ee4\u4eba\u548b\u820c\uff0c4 \u4e2a\u4e13\u4e3a\u89c6\u9891\u8bad\u7ec3\u7684\u6a21\u578b\u8868\u73b0\u4f4e\u4e8e\u968f\u673a\u731c\u6d4b\uff0826.31%\uff09\uff0cOtter-7B \u5e73\u5747\u51c6\u786e\u7387\u4ec5 14.99%\u3001LWM-1M-JAX \u4ec5 15.39%\u3002<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>2.2 \u5173\u4e8e MMWorld \u7684\u591a\u7ef4\u5ea6\u63a8\u7406\u7814\u7a76<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/tibyo04EjwE2ML00hkwq1hlnia0WJ0ACCqRbcSpx77vfYT5kAFVuygmnt2Srzg96lTuxHjnkUhY9yISMWaFxmnPA\/640?wx_fmt=png&amp;from=appmsg&amp;randomid=em3rxx1a&amp;tp=webp&amp;wxfrom=5&amp;wx_lazy=1\" alt=\"\u56fe\u7247\"\/><\/figure>\n\n\n\n<p><em><strong><em>\u25b3\u4e0d\u540c\u591a\u6a21\u6001\u5927\u6a21\u578b\u5728\u591a\u65b9\u9762\u63a8\u7406\u4e0a\u7684\u7ed3\u679c<\/em><\/strong><\/em><\/p>\n\n\n\n<p><strong>\u5982\u4e0a\u56fe\u6240\u793a\uff0cGPT &#8211; 4V \u5728\u672a\u6765\u9884\u6d4b\u3001\u9886\u57df\u4e13\u4e1a\u77e5\u8bc6\u548c\u5f52\u56e0\u7406\u89e3\u65b9\u9762\u8868\u73b0\u6700\u4e3a\u51fa\u8272\u3002GPT &#8211; 4V \u548c Gemini Pro \u8fd9\u6837\u7684\u95ed\u6e90\u6a21\u578b\u5728\u53cd\u4e8b\u5b9e\u601d\u7ef4\u65b9\u9762\u8868\u73b0\u76f8\u8fd1\uff0c\u4e14\u4f18\u4e8e\u5176\u4ed6\u6240\u6709\u6a21\u578b\u3002\u7136\u800c\uff0c\u5728\u65f6\u95f4\u7406\u89e3\u65b9\u9762\uff0cVideo &#8211; LLaVA \u8868\u73b0\u6700\u4f73\u3002\u8fd9\u53ef\u80fd\u662f\u7531\u4e8e\u5b83\u5728\u5927\u91cf\u89c6\u9891-\u8bed\u8a00\u6570\u636e\u4e0a\u8fdb\u884c\u4e86\u5e7f\u6cdb\u8bad\u7ec3\uff0c\u4ece\u800c\u589e\u5f3a\u4e86\u5176\u65f6\u7a7a\u63a8\u7406\u80fd\u529b\u3002Video &#8211; LLaVA \u5728\u89e3\u91ca\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u4e0e GPT &#8211; 4V \u548c Gemini Pro \u76f8\u5f53\u3002<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>2.3 \u6a21\u578b\u4e0e\u4eba\u7c7b\u8868\u73b0\u5448\u73b0\u201c\u9519\u4f4d\u4f18\u52bf\u201d<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/tibyo04EjwE2ML00hkwq1hlnia0WJ0ACCqia5bpx89FlqzjTKmWIsCVo1aLoafojsXcMnh8WyJVzqFVvXDI5Q8lIQ\/640?wx_fmt=png&amp;from=appmsg&amp;randomid=c8vvoqmn&amp;tp=webp&amp;wxfrom=5&amp;wx_lazy=1\" alt=\"\u56fe\u7247\"\/><\/figure>\n\n\n\n<p><strong>\u5982\u4e0a\u56fe\u6240\u793a\uff0c\u4eba\u7c7b\u611f\u77e5\u7684\u96be\u5ea6\u7ea7\u522b\u4e0e\u591a\u6a21\u6001\u5927\u6a21\u578b\uff08MLLMs\uff09\u7684\u6027\u80fd\u4e4b\u95f4\u5b58\u5728\u4e00\u5b9a\u76f8\u5173\u6027\u3002<\/strong><strong>\u591a\u6a21\u6001\u5927\u6a21\u578b<\/strong><strong>\u901a\u5e38\u5448\u73b0\u51fa\u4e00\u79cd\u8d8b\u52bf\uff0c\u5373\u968f\u7740\u96be\u5ea6\u7ea7\u522b\u589e\u52a0\uff0c\u51c6\u786e\u7387\u4f1a\u4e0b\u964d\uff0c\u8fd9\u4e0e\u4eba\u7c7b\u7684\u8868\u73b0\u6a21\u5f0f\u76f8\u7b26\u3002\u7136\u800c\uff0c\u8fd9\u79cd\u76f8\u5173\u6027\u5e76\u4e0d\u5b8c\u7f8e\uff0c\u8fd9\u8868\u660e\u867d\u7136\u6a21\u578b\u548c\u4eba\u7c7b\u5728\u7406\u89e3\u95ee\u9898\u96be\u5ea6\u65b9\u9762\u6709\u4e00\u4e9b\u5171\u540c\u4e4b\u5904\uff0c\u4f46\u5b83\u4eec\u7684\u80fd\u529b\u4e5f\u5b58\u5728\u663e\u8457\u5dee\u5f02\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/mmbiz.qpic.cn\/sz_mmbiz_png\/tibyo04EjwE2ML00hkwq1hlnia0WJ0ACCq6mmTF7s0WQqB5IbldOEtFTfC2kzWiclRtFC3Jb6Z3gcntnYniaiaicYX3A\/640?wx_fmt=png&amp;from=appmsg&amp;randomid=irgwp0t4&amp;tp=webp&amp;wxfrom=5&amp;wx_lazy=1\" alt=\"\u56fe\u7247\"\/><\/figure>\n\n\n\n<p><strong>\u5982\u4e0a\u56fe\u6570\u636e\u663e\u793a\uff0c\u4e0e\u4eba\u7c7b\u76f8\u6bd4\uff0c\u591a\u6a21\u6001\u5927\u6a21\u578b\u5c55\u73b0\u51fa\u4e0d\u540c\u7684\u6280\u80fd\u3002\u5982\u4e0a\u56fe\u6240\u793a\uff0c\u50cf GPT-4V \u8fd9\u6837\u7684\u6a21\u578b\u80fd\u591f\u6b63\u786e\u56de\u7b54\u4eba\u7c7b\u7ecf\u5e38\u7b54\u9519\u7684\u4e13\u5bb6\u7ea7\u95ee\u9898\uff0c\u7279\u522b\u662f\u5728\u5546\u4e1a\u4ee5\u53ca\u5065\u5eb7\u533b\u5b66\u7b49\u5b66\u79d1\u9886\u57df\uff0c\u4eba\u7c7b\u5728\u8fd9\u4e9b\u9886\u57df\u5e38\u5e38\u9047\u5230\u56f0\u96be\uff1b\u7136\u800c\uff0c\u5b83\u4eec\u6709\u65f6\u4f1a\u5728\u8f83\u7b80\u5355\u7684\u95ee\u9898\u4e0a\u51fa\u9519\uff08\u5982\u201c\u9752\u86d9\u4e00\u6b21\u4ea7\u5375\u591a\u5c11\u201d\u3001\u201c\u89c6\u9891\u91cc\u84dd\u8272\u7684\u7269\u4f53\u6709\u51e0\u4e2a\u201d\uff09\uff0c\u8fd9\u53ef\u80fd\u662f\u7531\u4e8e\u7f3a\u4e4f\u4e0a\u4e0b\u6587\u7406\u89e3\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5728\u827a\u672f\u4e0e\u4f53\u80b2\u4ee5\u53ca\u6280\u672f\u4e0e\u5de5\u7a0b\u7b49\u5b66\u79d1\u9886\u57df\u7684\u5dee\u5f02\uff0c\u7a81\u51fa\u4e86\u591a\u6a21\u6001\u5927\u6a21\u578b\u7684\u8868\u73b0\u4e0e\u4eba\u7c7b\u7ed3\u679c\u4e0d\u4e00\u81f4\u7684\u5730\u65b9\u3002<\/strong><strong>\u8fd9\u8868\u660e\u5728\u5904\u7406\u62bd\u8c61\u6982\u5ff5\u65f6\uff0c\u591a\u6a21\u6001\u5927\u6a21\u578b\u5728\u611f\u77e5\u3001\u8ba4\u77e5\u548c\u63a8\u7406\u80fd\u529b\u65b9\u9762\u5b58\u5728\u5dee\u5f02\u3002\u8fd9\u4e9b\u5dee\u5f02\u8868\u660e\uff0c<\/strong><strong>\u591a\u6a21\u6001\u5927\u6a21\u578b<\/strong><strong>\u53ef\u4ee5\u8865\u5145\u4eba\u7c7b\u7684\u80fd\u529b\uff0c\u901a\u8fc7\u5c06\u6a21\u578b\u7684\u6570\u636e\u9a71\u52a8\u6d1e\u5bdf\u529b\u4e0e\u4eba\u7c7b\u7684\u76f4\u89c9\u548c\u4e0a\u4e0b\u6587\u77e5\u8bc6\u76f8\u7ed3\u5408\uff0c\u4e3a\u63d0\u9ad8\u4efb\u52a1\u7ee9\u6548\u63d0\u4f9b\u4e86\u6f5c\u529b\u3002<\/strong><\/p>\n\n\n\n<h1 class=\"wp-block-heading\"><strong>03. AGI \u4e4b\u8def\u8fd8\u6709\u591a\u8fdc<\/strong><\/h1>\n\n\n\n<h1 class=\"wp-block-heading\"><\/h1>\n\n\n\n<p><strong>\u8fd9\u9879\u7814\u7a76\u4e0d\u4ec5\u662f\u4e00\u6b21\u8bc4\u4f30\uff0c\u66f4\u662f\u5bf9 AI \u8ba4\u77e5\u8fb9\u754c\u7684\u63a2\u7d22\uff0c\u6a21\u578b\u5230\u5e95\u54ea\u91cc\u4e0d\u884c\u5462\uff1f<\/strong><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>3.1 \u5f53\u524d\u74f6\u9888<\/strong><\/h2>\n\n\n\n<p><strong>\u6a21\u6001\u7406\u89e3\u5272\u88c2<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6240\u6709\u6a21\u578b\u7684\u97f3\u9891\u7406\u89e3\u51c6\u786e\u7387\uff08\u5e73\u5747 32.44%\uff09\u663e\u8457\u4f4e\u4e8e\u89c6\u89c9\uff0830.91%\uff09\u3002Gemini\u89c6\u89c9\u611f\u77e5\u7b2c\u4e00\uff08\u5408\u6210\u96c6 69.97\u5206\uff09\uff0c\u4f46\u7eaf\u97f3\u9891\u9898\u66b4\u8dcc\u81f3 24.36 \u5206\u3002Video-Chat \u9760\u96c6\u6210 Whisper 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