{"id":2263,"date":"2023-11-15T22:20:12","date_gmt":"2023-11-15T14:20:12","guid":{"rendered":"http:\/\/blog.cloud500.net\/?p=2263"},"modified":"2024-05-29T18:07:02","modified_gmt":"2024-05-29T10:07:02","slug":"ai-%e6%b7%b1%e5%ba%a6%e6%8a%a5%e5%91%8a","status":"publish","type":"post","link":"http:\/\/blog.cloud500.ai\/?p=2263","title":{"rendered":"AI \u6df1\u5ea6\u62a5\u544a"},"content":{"rendered":"\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\"><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-black-color\">AI \u662f\u4e00\u4e2a\u8de8\u5b66\u79d1\u7684\u5de5\u7a0b\uff0c\u5176\u6700\u7ec8\u76ee\u6807\u662f\u521b\u9020\u673a\u5668\u667a\u80fd<\/mark><\/h2>\n\n\n\n<p><strong>\u6211\u4eec\u76f8\u4fe1\uff0c\u5728\u8fd9\u4e2a\u65e5\u76ca\u6570\u5b57\u5316\u548c\u6570\u636e\u9a71\u52a8\u7684\u4e16\u754c\u91cc\uff0c AI \u5c06\u6210\u4e3a\u6280\u672f\u8fdb\u6b65\u7684\u52a9\u63a8\u5668\u3002\u8fd9\u662f\u56e0\u4e3a\u4eca\u5929\u6211\u4eec\u5468\u56f4\u7684\u4e00\u5207\uff0c\u4ece\u6587\u5316\u5230\u6d88\u8d39\u54c1\uff0c\u90fd\u5df2\u7ecf\u662f\u667a\u80fd\u7684\u4ea7\u7269\u3002 <\/strong><\/p>\n\n\n\n<p>\u4eca\u5e74\u662f\u300a AI \u73b0\u72b6\u62a5\u544a\u300b\u7684\u7b2c\u516d\u5e74\uff0c\u8fd9\u4efd\u62a5\u544a\u6c47\u96c6\u4e86\u6211\u4eec\u6240\u89c1\u8fc7\u6700\u6709\u8da3\u7684\u4e8b\u60c5\uff0c\u65e8\u5728\u5f15\u53d1\u4e00\u573a\u5173\u4e8e AI \u73b0\u72b6\u53ca\u5176\u5bf9\u672a\u6765\u5f71\u54cd\u529b\u7684\u63a2\u8ba8\u3002<\/p>\n\n\n\n<p>\u6b64\u62a5\u544a\u4e3b\u8981\u5305\u542b\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\uff1a<\/p>\n\n\n\n<ul>\n<li>\u7814\u7a76\uff1a\u6280\u672f\u7a81\u7834\u53ca\u5176\u80fd\u529b\u3002 <\/li>\n\n\n\n<li>\u884c\u4e1a\uff1aAI \u5728\u5546\u4e1a\u5e94\u7528\u9886\u57df\u7684\u89d2\u8272\u4ee5\u53ca\u5176\u5bf9\u5546\u4e1a\u7684\u5f71\u54cd\u3002 <\/li>\n\n\n\n<li>\u653f\u6cbb\uff1aAI \u76d1\u7ba1\u3001\u7ecf\u6d4e\u5f71\u54cd\uff0c\u4ee5\u53ca\u4e0d\u65ad\u6f14\u5316\u7684 AI \u5730\u7f18\u653f\u6cbb\u5c40\u52bf\u3002 <\/li>\n\n\n\n<li>\u5b89\u5168\uff1a\u8bc6\u522b\u5e76\u964d\u4f4e\u672a\u6765\u9ad8\u5ea6\u667a\u80fd\u7684 AI \u7cfb\u7edf\u53ef\u80fd\u5e26\u6765\u7684\u707e\u96be\u6027\u98ce\u9669\u3002 <\/li>\n\n\n\n<li>\u9884\u6d4b\uff1a\u6211\u4eec\u5bf9\u672a\u6765 12 \u4e2a\u6708\u7684\u5c55\u671b\u4ee5\u53ca\u5bf9 2022 \u5e74\u4e1a\u7ee9\u7684\u56de\u987e\uff0c\u529b\u6c42\u4fdd\u6301\u771f\u5b9e\u3002<\/li>\n<\/ul>\n\n\n\n<h1 class=\"wp-block-heading has-text-align-center\">\u6458\u8981<\/h1>\n\n\n\n<p><strong>\u7814\u7a76 <\/strong><\/p>\n\n\n\n<ul>\n<li>GPT-4 \u7684\u63a8\u51fa\u5f70\u663e\u4e86\u4e13\u6709\u6a21\u578b\u4e0e\u6b21\u4f18\u7684\u5f00\u6e90\u6a21\u578b\u4e4b\u95f4\u7684\u80fd\u529b\u5dee\u8ddd\uff0c\u540c\u65f6\u4e5f\u8bc1\u5b9e\u4e86\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u4ece\u4eba\u7c7b\u53cd\u9988\u4e2d\u63d0\u5347\u6a21\u578b\u6027\u80fd\u7684\u6f5c\u529b\u3002 <\/li>\n\n\n\n<li>\u5728 LLaMa-1\/2 \u7684\u63a8\u52a8\u4e0b\uff0c\u8d8a\u6765\u8d8a\u591a\u7684\u4eba\u4eec\u5f00\u59cb\u4f7f\u7528\u66f4\u5c0f\u7684\u6a21\u578b\u3001\u66f4\u4e30\u5bcc\u7684\u6570\u636e\u96c6\u4ee5\u53ca\u66f4\u957f\u7684\u4e0a\u4e0b\u6587\u6765\u5c1d\u8bd5\u8fbe\u5230\u6216\u8d85\u8d8a\u4e13\u6709\u6a21\u578b\u7684\u6027\u80fd\u3002 <\/li>\n\n\n\n<li>\u76ee\u524d\uff0c\u4eba\u7c7b\u751f\u6210\u7684\u6570\u636e\u80fd\u591f\u652f\u6491AI\u7684\u6269\u5c55\u8d8b\u52bf\uff0c\u4f46\u5c1a\u4e0d\u6e05\u695a\u8fd9\u79cd\u8d8b\u52bf\u80fd\u6301\u7eed\u591a\u4e45\uff08\u6709\u4eba\u4f30\u8ba1\uff0c\u5230 2025 \u5e74\uff0cLLM \u53ef\u80fd\u4f1a\u6d88\u8017\u6240\u6709\u53ef\u7528\u6570\u636e\uff09\uff0c\u5e76\u4e14\u5c1a\u4e0d\u6e05\u695a\u6dfb\u52a0\u5408\u6210\u6570\u636e\u7684\u6548\u679c\u3002\u62e5\u6709\u89c6\u9891\u548c\u6570\u636e\u8d44\u6e90\u7684\u4f01\u4e1a\u672a\u6765\u53ef\u80fd\u4f1a\u9650\u5236\u7b2c\u4e09\u65b9\u7684\u4f7f\u7528\u3002 <\/li>\n\n\n\n<li>LLM \u548c\u6269\u6563\u6a21\u578b\u5c06\u7ee7\u7eed\u4e3a\u751f\u547d\u79d1\u5b66\u9886\u57df\u5e26\u6765\u7a81\u7834\uff0c\u4e3a\u5206\u5b50\u751f\u7269\u5b66\u548c\u836f\u7269\u53d1\u73b0\u63d0\u4f9b\u65b0\u7684\u673a\u4f1a\u3002 <\/li>\n\n\n\n<li>\u591a\u6a21\u6001\u6280\u672f\u6210\u4e3a\u65b0\u7684\u524d\u6cbf\u9886\u57df\uff0c\u4eba\u4eec\u5bf9\u5404\u79cd\u5236\u5242\u7684\u5174\u8da3\u4e0d\u65ad\u589e\u52a0\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u884c\u4e1a<\/strong><\/p>\n\n\n\n<ul>\n<li>\u82f1\u4f1f\u8fbe\u51ed\u501f\u56fd\u5bb6\u3001\u521d\u521b\u4f01\u4e1a\u3001\u5927\u578b\u79d1\u6280\u516c\u53f8\u548c\u7814\u7a76\u4eba\u5458\u5bf9\u5176 GPU \u7684\u5de8\u5927\u9700\u6c42\uff0c\u4e00\u4e3e\u8dfb\u8eab\u5e02\u503c 1 \u4e07\u4ebf\u7f8e\u5143\u4ff1\u4e50\u90e8\u3002<\/li>\n\n\n\n<li>\u51fa\u53e3\u7ba1\u5236\u9650\u5236\u4e86\u82af\u7247\u5382\u5546\u5bf9\u534e\u9500\u552e\uff0c\u4f46\u4e3b\u8981\u82af\u7247\u5382\u5546\u5df2\u5f00\u59cb\u7740\u624b\u7814\u53d1\u4e0d\u53d7\u51fa\u53e3\u7ba1\u5236\u9650\u5236\u7684\u4ea7\u54c1\u3002&nbsp;<\/li>\n\n\n\n<li>\u5728 ChatGPT \u7684\u5e26\u9886\u4e0b\uff0cGenAI Apps \u5728\u56fe\u50cf\u3001\u89c6\u9891\u3001\u7f16\u7801\u3001\u8bed\u97f3\u4ee5\u53ca CoPilots \u7b49\u9886\u57df\u53d6\u5f97\u4e86\u7a81\u7834\u6027\u8fdb\u5c55\uff0c\u5438\u5f15\u4e86\u9ad8\u8fbe 180 \u4ebf\u7f8e\u5143\u7684\u4e2d\u65e9\u671f\u6295\u8d44\u3002&nbsp;<\/li>\n<\/ul>\n\n\n\n<p><strong>\u653f\u6cbb<\/strong><\/p>\n\n\n\n<ul>\n<li>\u5c3d\u7ba1\u4e16\u754c\u5df2\u7ecf\u5212\u5206\u4e0d\u540c\u7684\u76d1\u7ba1\u9635\u8425\uff0c\u4f46\u5404\u56fd\u5728\u5e94\u5bf9 AI \u7684\u6311\u6218\u65b9\u9762\u8fdb\u5c55\u6bd4\u8f83\u7f13\u6162\uff0c\u53cd\u800c\u6700\u5927\u7684 AI \u5b9e\u9a8c\u5ba4\u6b63\u5728\u79ef\u6781\u586b\u8865\u8fd9\u4e00\u771f\u7a7a\u3002<\/li>\n\n\n\n<li>\u82af\u7247\u6218\u4e89\u4ecd\u5728\u4e0d\u65ad\u5347\u7ea7\uff0c\u7f8e\u56fd\u6b63\u79ef\u6781\u52a8\u5458\u5176\u76df\u53cb\uff0c\u800c\u4e2d\u56fd\u7684\u53cd\u5e94\u5219\u76f8\u5bf9\u51b7\u9759\u3002<\/li>\n\n\n\n<li>\u867d\u7136\u6709\u9884\u6d4b\u8868\u660e AI \u5c06\u5728\u4e00\u4e9b\u654f\u611f\u9886\u57df\u4ea7\u751f\u5f71\u54cd\uff0c\u5305\u62ec\u9009\u4e3e\u548c\u5c31\u4e1a\uff0c\u4f46\u8fc4\u4eca\u4e3a\u6b62\uff0c\u6211\u4eec\u5c1a\u672a\u770b\u5230\u5176\u660e\u663e\u7684\u5f71\u54cd\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u5b89\u5168\u95ee\u9898<\/strong><\/p>\n\n\n\n<ul>\n<li>\u5173\u4e8e\u751f\u5b58\u98ce\u9669\u7684\u8ba8\u8bba\u9996\u6b21\u6210\u4e3a\u4e3b\u6d41\u7126\u70b9\uff0c\u5e76\u663e\u8457\u5347\u6e29\u3002<\/li>\n\n\n\n<li>\u8bb8\u591a\u9ad8\u6027\u80fd\u6a21\u578b\u53d8\u5f97\u66f4\u5bb9\u6613\u201c\u8d8a\u72f1\u201d\u3002\u4e3a\u4e86\u5e94\u5bf9 RLHF \u7684\u6311\u6218\uff0c\u7814\u7a76\u4eba\u5458\u6b63\u5728\u79ef\u6781\u63a2\u7d22\u66ff\u4ee3\u65b9\u6cd5\uff0c\u4f8b\u5982\u901a\u8fc7\u81ea\u5bf9\u9f50\u548c\u9884\u8bad\u7ec3\u3002<\/li>\n\n\n\n<li>\u968f\u7740\u6a21\u578b\u80fd\u529b\u7684\u4e0d\u65ad\u63d0\u5347\uff0c\u5bf9\u4e8e SOTA \u6a21\u578b\u7684\u6301\u7eed\u8bc4\u4f30\u53d8\u5f97\u6108\u53d1\u56f0\u96be\u3002\u7b80\u5355\u7684\u6027\u80fd\u6d4b\u8bd5\u5df2\u4e0d\u8db3\u4ee5\u5e94\u5bf9\u8fd9\u4e00\u6311\u6218\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center\">\u8bb0\u5206\u5361\uff1a\u56de\u987e\u6211\u4eec 2022 \u5e74\u7684\u9884\u6d4b<\/h2>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"608\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/1-1.png\" alt=\"\" class=\"wp-image-2336\"\/><\/figure><\/div>\n\n\n<h1 class=\"wp-block-heading has-text-align-center\">\u7b2c\u4e00\u8282\uff1a\u7814\u7a76<\/h1>\n\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\"><strong>GPT-4 \u5df2\u7ecf\u95ee\u4e16\uff0c\u5b83\u5728\u6027\u80fd\u4e0a\u7684\u8868\u73b0\u8fdc\u8d85 LLM \u548c\u8bb8\u591a\u4eba\u7c7b<\/strong><\/h2>\n\n\n\n<p><strong>GPT-4 \u662f OpenAI \u7684\u6700\u65b0\u5927\u8bed\u8a00\u6a21\u578b\u3002\u4e0e\u4ec5\u9002\u7528\u4e8e\u6587\u672c\u7684 GPT-3 \u53ca\u5176\u540e\u7eed\u7248\u672c\u4e0d\u540c\uff0cGPT-4 \u662f\u4e00\u79cd\u591a\u6a21\u6001\u6a21\u578b\uff0c\u5b83\u57fa\u4e8e\u6587\u672c\u548c\u56fe\u50cf\u7684\u8bad\u7ec3\u3002\u6b64\u5916\uff0c\u5b83\u8fd8\u5177\u5907\u56fe\u751f\u6587\u7684\u80fd\u529b\u3002GPT-4 \u7684\u4e0a\u4e0b\u6587\u8fbe\u5230\u4e86 8,192 \u4e2a token\uff0c\u8fd9\u8d85\u8d8a\u4e86\u6b64\u524d\u6700\u5148\u8fdb\u7684 GPT-3.5\u3002\u5f53\u7136\uff0c\u5b83\u662f\u901a\u8fc7 RLHF \u7684\u8bad\u7ec3\u65b9\u6cd5\u6765\u63d0\u5347\u6027\u80fd\u7684\u3002\u6240\u6709\u8fd9\u4e9b\u6539\u8fdb\u4f7f\u5f97\u622a\u6b62\u5230\u672c\u62a5\u544a\u53d1\u5e03\u65f6\uff0cGPT-4 \u5df2\u7ecf\u6210\u4e3a\u901a\u7528\u80fd\u529b\u6700\u5f3a\u7684 AI \u6a21\u578b\u3002<\/strong><\/p>\n\n\n\n<ul>\n<li>OpenAI \u5bf9 GPT-4 \u7684\u5168\u9762\u8bc4\u4f30\u4e0d\u4ec5\u8986\u76d6\u4e86\u7ecf\u5178\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\u57fa\u51c6\u6d4b\u8bd5\uff0c\u8fd8\u6269\u5c55\u5230\u4e86\u4e00\u4e9b\u65e8\u5728\u8bc4\u4f30\u4eba\u7c7b\u667a\u529b\u6c34\u5e73\u7684\u8003\u8bd5\uff0c\u4f8b\u5982\u5f8b\u5e08\u8d44\u683c\u8003\u8bd5\u3001GRE\u548c Leetcode\u3002&nbsp;<\/li>\n\n\n\n<li>GPT-4 \u662f\u6240\u6709\u6a21\u578b\u4e2d\u8868\u73b0\u6700\u597d\u7684\u3002\u5b83\u6210\u529f\u89e3\u51b3\u4e86\u4e00\u4e9b GPT-3.5 \u65e0\u6cd5\u89e3\u51b3\u7684\u4efb\u52a1\uff0c\u6bd4\u5982\u5728\u7edf\u4e00\u5f8b\u5e08\u8d44\u683c\u8003\u8bd5\u4e2d\uff0cGPT-4 \u7684\u5f97\u5206\u7387\u8fbe\u5230\u4e86 90%\uff0c\u800c GPT-3.5 \u53ea\u6709 10%\u3002\u5c3d\u7ba1\u5728\u5927\u591a\u6570\u4efb\u52a1\u4e2d\uff0c\u65b0\u589e\u7684\u89c6\u89c9\u7ec4\u4ef6\u5bf9\u6027\u80fd\u5f71\u54cd\u8f83\u5c0f\uff0c\u4f46\u5728\u5176\u4ed6\u4efb\u52a1\u4e2d\u5374\u53d1\u6325\u4e86\u663e\u8457\u7684\u4f5c\u7528\u3002<\/li>\n\n\n\n<li>\u6839\u636e OpenAI \u7684\u62a5\u544a\uff0c\u5c3d\u7ba1 GPT-4 \u4ecd\u7136\u5b58\u5728\u4e00\u4e9b\u5e7b\u89c9\u95ee\u9898\uff0c\u4f46\u5728\u9762\u5bf9\u5bf9\u6297\u6027\u771f\u5b9e\u6027\u6570\u636e\u96c6\uff08\u8fd9\u4e9b\u6570\u636e\u65e8\u5728\u611a\u5f04 AI \u6a21\u578b\uff09\u65f6\uff0c\u5b83\u7684\u4e8b\u5b9e\u51c6\u786e\u6027\u6bd4\u4e4b\u524d\u6027\u80fd\u6700\u597d\u7684 ChatGPT \u6a21\u578b\u63d0\u9ad8\u4e86 40%\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"964\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/2-1.png\" alt=\"\" class=\"wp-image-2337\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\">ChatGPT \u7684\u6210\u529f\u63a8\u52a8\u4e86 RLHF \u6210\u4e3a MVP&nbsp;<\/h2>\n\n\n\n<p><strong>\u5728\u53bb\u5e74\u7684\u201c\u5b89\u5168\u201d\u90e8\u5206\uff08\u7b2c 100 \u9875\uff09\uff0c\u6211\u4eec\u7740\u91cd\u4ecb\u7ecd\u4e86\u201c\u4eba\u7c7b\u53cd\u9988\u5f3a\u5316\u5b66\u4e60\u201d\uff08RLHF\uff09\u201d\u5728 InstructGPT \u4e2d\u7684\u5e94\u7528\uff0c\u4ee5\u8bf4\u660e\u5b83\u5982\u4f55\u63d0\u5347\u4e86 OpenAI \u6a21\u578b\u7684\u5b89\u5168\u6027\u548c\u7528\u6237\u53cb\u597d\u3002\u5c3d\u7ba1\u5076\u5c14\u4f1a\u6709\u4e00\u4e9b\u5c0f\u95ee\u9898\uff0c\u4f46 ChatGPT \u7684\u6210\u529f\u8bc1\u660e\u4e86\u8fd9\u4e00\u6280\u672f\u5728\u5927\u89c4\u6a21\u5e94\u7528\u4e2d\u7684\u53ef\u884c\u6027\u3002<\/strong><\/p>\n\n\n\n<ul>\n<li>\u201cRLHF \u7684\u8fc7\u7a0b\u5305\u62ec\u5bf9\u7ed9\u5b9a\u8f93\u5165\u7684\u8bed\u8a00\u6a21\u578b\u751f\u6210\u7684\u591a\u4e2a\u8f93\u51fa\u8fdb\u884c\u6392\u540d\uff0c\u7136\u540e\u4f7f\u7528\u8fd9\u4e9b\u6392\u540d\u6765\u5b66\u4e60\u4eba\u7c7b\u504f\u597d\uff0c\u5e76\u5c06\u5176\u4f5c\u4e3a\u5956\u52b1\u4fe1\u53f7\uff0c\u6700\u540e\u901a\u8fc7 RL \u6765\u5fae\u8c03\u8bed\u8a00\u6a21\u578b\u201d \u3002\u73b0\u4ee3\u7684\u5f62\u5f0f\u53ef\u8ffd\u6eaf\u5230 2017 \u5e74\uff0c\u5f53\u65f6 OpenAI \u548cDeepMind \u7684\u7814\u7a76\u4eba\u5458\u5c31\u5df2\u7ecf\u628a\u4eba\u7c7b\u7684\u53cd\u9988\u878d\u5165\u5230\u6e38\u620fAtari agent\u7684\u8bad\u7ec3\u4ee5\u53ca\u5176\u4ed6 RL \u5e94\u7528\u4e2d\u3002<\/li>\n\n\n\n<li>\u76ee\u524d\uff0cRLHF \u5df2\u6210\u4e3a\u6700\u5148\u8fdb LLM \u53d6\u5f97\u6210\u529f\u7684\u5173\u952e\u56e0\u7d20\uff0c\u5c24\u5176\u662f\u9488\u5bf9\u804a\u5929\u5e94\u7528\u800c\u8bbe\u8ba1\u7684 LLM\u3002\u8fd9\u4e9b\u6a21\u578b\u5305\u62ec Anthropic \u7684 Claude\u3001Google \u7684 Bard\u3001Meta \u7684 LLaMa-2-chat \u4ee5\u53ca OpenAI \u7684 ChatGPT\u3002<\/li>\n\n\n\n<li>RLHF \u9700\u8981\u96c7\u4f63\u4e13\u4e1a\u4eba\u5458\u6765\u8bc4\u4f30\u6a21\u578b\u7684\u8f93\u51fa\u5e76\u8fdb\u884c\u6392\u5e8f\uff0c\u518d\u5bf9\u4ed6\u4eec\u7684\u504f\u597d\u8fdb\u884c\u5efa\u6a21\u3002\u8fd9\u4f7f\u5f97\u8fd9\u9879\u6280\u672f\u65e2\u590d\u6742\u53c8\u6602\u8d35\uff0c\u8fd8\u5bb9\u6613\u4ea7\u751f\u504f\u89c1\u3002\u56e0\u6b64\uff0c\u7814\u7a76\u4eba\u5458\u5df2\u5f00\u59cb\u5bfb\u627e\u66ff\u4ee3\u65b9\u6848\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"766\" height=\"690\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/3-1.png\" alt=\"\" class=\"wp-image-2339\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\"><strong>\u5728\u66f4\u5f3a\u5927\u7684\u6a21\u578b\u8f93\u51fa\u4e0a\u5bf9\u8f83\u5f31\u7684\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c RLHF \u662f\u5426\u4ecd\u7136\u5360\u636e\u4e3b\u5bfc\u5730\u4f4d\uff1f&nbsp;<\/strong><\/h2>\n\n\n\n<p><strong>\u4f2f\u514b\u5229\u5927\u5b66\u7684\u7814\u7a76\u4eba\u5458\u53d1\u73b0\uff1a\u5bf9\u66f4\u5f3a\u5927\u7684 LLM \u7684\u8f93\u51fa\u8fdb\u884c\u5fae\u8c03\u4ee5\u9002\u5e94\u5c0f\u578b LLM\uff0c\u867d\u7136\u53ef\u80fd\u4f1a\u5728\u751f\u6210\u98ce\u683c\u4e0a\u6548\u679c\u4e0d\u9519\uff0c\u4f46\u901a\u5e38\u4e5f\u4f1a\u5bfc\u81f4\u6587\u672c\u7684\u51c6\u786e\u6027\u4e0b\u964d\u3002<\/strong><\/p>\n\n\n\n<ul>\n<li>\u7814\u7a76\u4eba\u5458\u6d4b\u8bd5\u4e86\u591a\u79cd\u4e0d\u540c\u89c4\u6a21\u7684\u9884\u8bad\u7ec3 LLM\uff0c\u5e76\u4f7f\u7528\u4e86\u4e0d\u540c\u6570\u91cf\u7ea7\u7684\u6570\u636e\u3002\u7ed3\u679c\u663e\u793a\uff0c\u5f53\u6a21\u578b\u5927\u5c0f\u56fa\u5b9a\u65f6\uff0c\u66f4\u591a\u7684\u6a21\u62df\u6570\u636e\u5b9e\u9645\u4e0a\u4f1a\u635f\u5bb3\u8f93\u51fa\u8d28\u91cf\u3002\u76f8\u53cd\uff0c\u6a21\u578b\u8d8a\u5927\u5219\u4f7f\u7528\u66f4\u591a\u7684\u6a21\u62df\u6570\u636e\u4f1a\u8d8a\u597d\u3002<\/li>\n\n\n\n<li>\u4f5c\u8005\u8ba4\u4e3a\uff1a\u5e94\u5c06\u6a21\u578b\u5927\u5c0f\u89c6\u4e3a\u8d28\u91cf\u7684\u4ee3\u8868\uff0c\u66f4\u52a0\u5173\u6ce8\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\u7684\u6539\u8fdb\uff0c\u800c\u4e0d\u53ea\u662f\u589e\u52a0\u6a21\u62df\u6570\u636e\u6765\u8fdb\u884c\u5fae\u8c03\u3002\u672a\u6765\uff0cRLHF\u5c06\u7ee7\u7eed\u5b58\u5728\u3002\u7ecf\u8fc7\u4e25\u8c28\u7684\u6d88\u878d\u5b9e\u9a8c\uff0cMeta \u516c\u53f8\u7684\u7814\u7a76\u4eba\u5458\u5728\u4ed6\u4eec\u7684LLaMa-2 \u8bba\u6587\u4e2d\u5f97\u51fa\u4e86\u8fd9\u6837\u7684\u7ed3\u8bba\uff1a\u201c\u6211\u4eec\u8ba4\u4e3a\uff0cLLMs \u5728\u67d0\u4e9b\u7279\u5b9a\u4efb\u52a1\u4e2d\u8d85\u8d8a\u4eba\u7c7b\u6ce8\u91ca\u5668\u7684\u8d85\u5f3a\u5199\u4f5c\u80fd\u529b\uff0c\u4ece\u6839\u672c\u4e0a\u8bf4\u662f\u7531 RLHF \u9a71\u52a8\u7684\u3002\u201d<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1026\" height=\"402\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/4-1.png\" alt=\"\" class=\"wp-image-2340\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\"><strong>\u5c3d\u7ba1\u5982\u6b64\uff0c\u7814\u7a76\u4eba\u5458\u4ecd\u8feb\u5207\u5bfb\u6c42\u53ef\u6269\u5c55\u7684 RLHF \u66ff\u4ee3\u65b9\u6848&nbsp;<\/strong><\/h2>\n\n\n\n<p><strong>\u5728 ChatGPT \u4e4b\u540e\uff0c\u8bb8\u591a\u5b9e\u9a8c\u5ba4\u5f00\u59cb\u7740\u624b\u56de\u7b54\u8fd9\u4e2a\u95ee\u9898\uff1a\u6211\u4eec\u662f\u5426\u80fd\u591f\u521b\u5efa\u50cf OpenAI \u7684 LLM \u4e00\u6837\u5f3a\u5927\u4e14\u5b89\u5168\u7684\u6a21\u578b\uff0c\u540c\u65f6\u5927\u5e45\u51cf\u5c11\u4eba\u7c7b\u7684\u76d1\u7763\uff1f<\/strong><\/p>\n\n\n\n<ul>\n<li>\u6211\u4eec\u5c06\u5728\u5b89\u5168\u90e8\u5206\u4ecb\u7ecd Anthropic\u7ecf AI \u53cd\u9988\u63d0\u51fa\u7684 RL\u3002<\/li>\n\n\n\n<li>\u53e6\u4e00\u4e9b\u65b9\u6cd5\u5219\u5b8c\u5168\u91c7\u7528\u5f3a\u5316\u5b66\u4e60\u7684\u65b9\u5f0f\u3002\u5728\u201c\u5c11\u5373\u662f\u591a\u7684\u5bf9\u9f50\u201d\uff08Less is More for Alignment,LIMA\uff09\u9884\u8bad\u7ec3\u4e2d\uff0cMeta \u516c\u53f8\u4e3b\u5f20\u4f7f\u7528\u5c11\u91cf\uff08\u5728\u4ed6\u4eec\u7684\u8bba\u6587\u4e2d\u4e3a 1,000 \u4e2a\uff09\u7cbe\u786e\u7684prompts\u548c\u56de\u590d\u3002\u6839\u636e\u4eba\u4eec\u5bf9\u6a21\u578b\u8f93\u51fa\u7684\u8bc4\u4f30\uff0cLIMA \u5728 43% \u7684\u60c5\u51b5\u4e0b\u53ef\u4ee5\u4e0e GPT-4 \u7ade\u4e89\u3002<\/li>\n\n\n\n<li>\u5728&#8221;LLMs can self-improve&#8221;\u8fd9\u7bc7\u8bba\u6587\u4e2d\uff0c\u8c37\u6b4c\u7684\u7814\u7a76\u4eba\u5458\u6307\u51fa\uff0cLLM\u53ef\u4ee5\u901a\u8fc7\u8bad\u7ec3\u81ea\u5df1\u7684\u8f93\u51fa\u6765\u63d0\u9ad8\u6027\u80fd\u3002\u7c7b\u4f3c\u5730\uff0cSelf-Instruct\u4e5f\u662f\u4e00\u4e2a\u6846\u67b6\uff0c\u5b83\u5141\u8bb8\u6a21\u578b\u751f\u6210\u81ea\u5df1\u7684\u6307\u4ee4\u3001\u8f93\u5165\u548c\u8f93\u51fa\u793a\u4f8b\uff0c\u5e76\u5bf9\u5176\u8fdb\u884c\u6574\u7406\uff0c\u4ece\u800c\u5fae\u8c03\u53c2\u6570\u3002\u53e6\u4e00\u9879\u7814\u7a76\u6765\u81eaMeta\u516c\u53f8\uff0c\u540d\u4e3a&#8221;\u81ea\u5bf9\u9f50\u4e0e\u6307\u4ee4\u53cd\u7ffb\u8bd1\u201d(Self-Alignment with Instruction Backtranslation)\u3002<\/li>\n\n\n\n<li>\u65af\u5766\u798f\u5927\u5b66\u7684\u7814\u7a76\u4eba\u5458\u91c7\u7528\u4e86\u6700\u540e\u4e00\u79cd\u65b9\u6cd5\uff0c\u4ed6\u4eec\u4f7f\u7528 GPT-3.5 \u751f\u6210\u6307\u4ee4\u548c\u8f93\u51fa\uff0c\u5e76\u5c06\u8fd9\u4e9b\u6307\u4ee4\u7528\u4e8e\u5fae\u8c03 Meta \u7684 LLaMa-7B \u6a21\u578b\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"646\" height=\"686\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/5-1.png\" alt=\"\" class=\"wp-image-2341\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\"><strong>GPT-4 \u6280\u672f\u62a5\u544a\u4e3a SOTA LLM \u7814\u7a76\u753b\u4e0a\u4e86\u53e5\u53f7\u2026<\/strong><\/h2>\n\n\n\n<p><strong>OpenAI \u53d1\u5e03\u4e86 GPT-4 \u7684\u6280\u672f\u62a5\u544a\uff0c\u4f46\u9057\u61be\u7684\u662f\uff0c\u62a5\u544a\u4e2d\u6ca1\u6709\u63d0\u4f9b\u5bf9 AI \u7814\u7a76\u4eba\u5458\u6709\u7528\u7684\u4fe1\u606f\uff0c\u8fd9\u8868\u660e AI \u7814\u7a76\u5df2\u7ecf\u5f7b\u5e95\u8d70\u5411\u4e86\u4ea7\u4e1a\u5316\u3002\u8c37\u6b4c\u7684 PaLM-2 \u6280\u672f\u62a5\u544a\u4e5f\u906d\u9047\u4e86\u76f8\u540c\u7684\u60c5\u51b5\uff0c\u800c OpenAI \u7684\u884d\u751f\u516c\u53f8 Anthropic \u5219\u5e76\u672a\u53d1\u5e03 Claude \u6a21\u578b\u7684\u6280\u672f\u62a5\u544a\u3002<\/strong><\/p>\n\n\n\n<ul>\n<li>\u5728OpenAI\u53d1\u5e03\u5728arXiv\u4e0a\u7684GPT-4\u6280\u672f\u62a5\u544a\u4e2d\uff0cOpenAI\u6307\u51fa\uff0c\u7531\u4e8e\u7ade\u4e89\u73af\u5883\u548c\u50cfGPT-4\u8fd9\u6837\u7684\u5927\u6a21\u578b\u7684\u5b89\u5168\u95ee\u9898\uff0c\u672c\u62a5\u544a\u4e0d\u5305\u542b\u5173\u4e8e\u67b6\u6784\uff08\u5305\u62ec\u6a21\u578b\u5927\u5c0f\uff09\u3001\u786c\u4ef6\u3001\u8bad\u7ec3\u8ba1\u7b97\u3001\u6570\u636e\u96c6\u6784\u5efa\u3001\u8bad\u7ec3\u65b9\u6cd5\u7b49\u65b9\u9762\u7684\u8fdb\u4e00\u6b65\u8be6\u7ec6\u4fe1\u606f\u3002<\/li>\n\n\n\n<li>\u5f53\u8c37\u6b4c\u53d1\u5e03\u4e86\u5176\u6700\u5f3a\u5927\u7684\u5927\u8bed\u8a00\u6a21\u578b PaLM 2 \u65f6\uff0c\u5728\u6280\u672f\u62a5\u544a\u4e2d\u63d0\u5230\uff1a\u201c\u6709\u5173\u6a21\u578b\u7684\u5927\u5c0f\u548c\u67b6\u6784\u7684\u66f4\u591a\u8be6\u7ec6\u4fe1\u606f\u5c06\u88ab\u4fdd\u7559\uff0c\u4e0d\u4f1a\u516c\u5f00\u53d1\u5e03\u3002\u201d<\/li>\n\n\n\n<li>\u968f\u7740\u7ecf\u6d4e\u5229\u76ca\u548c\u5b89\u5168\u95ee\u9898\u7684\u65e5\u76ca\u589e\u52a0\uff0c\u6b64\u524d\u5f00\u653e\u7684\u516c\u53f8\u5df2\u7ecf\u91c7\u7528\u4e86\u4e00\u79cd\u4e0d\u900f\u660e\u7684\u6587\u5316\uff0c\u4e0d\u613f\u516c\u5f00\u4ed6\u4eec\u6700\u524d\u6cbf\u7684\u7814\u7a76\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"926\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/6-2.png\" alt=\"\" class=\"wp-image-2342\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\"><strong>&#8230;&#8230;\u9664\u975e LLaMas \u80fd\u6539\u53d8\u8fd9\u4e00\u8d8b\u52bf<\/strong><\/h2>\n\n\n\n<p><strong>2023 \u5e74 2 \u6708\uff0cMeta \u53d1\u5e03\u4e86\u4e00\u7cfb\u5217\u540d\u4e3a LLaMa \u7684\u6a21\u578b\u3002\u6700\u521d\uff0c\u8fd9\u4e9b\u6a21\u578b\u88ab\u8ba4\u4e3a\u662f\u5728\u5b8c\u5168\u516c\u5f00\u7684\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u5177\u5907\u6700\u5f3a\u5927\u80fd\u529b\u3002Meta \u6700\u521d\u53ea\u5141\u8bb8\u7814\u7a76\u4eba\u5458\u6839\u636e\u9700\u8981\u8bbf\u95ee LLaMa \u6a21\u578b\u7684\u6743\u91cd\uff0c\u4f46\u5f88\u5feb\u8fd9\u4e9b\u6743\u91cd\u88ab\u6cc4\u9732\u5e76\u516c\u5f00\u5728\u7f51\u4e0a\u3002<\/strong><\/p>\n\n\n\n<ul>\n<li>LLaMa-1 \u5229\u7528\u7ed3\u6784\u4e0a\u7565\u6709\u6539\u52a8\u7684\u5e38\u89c4 Transformers\uff0c\u8fd8\u5bf9\u4f18\u5316\u5668\u548c\u6ce8\u610f\u529b\u673a\u5236\u7684\u5b9e\u73b0\u8fdb\u884c\u4e86\u4e00\u4e9b\u4fee\u6539\u3002\u5176\u7ed3\u679c\u662f\uff1a\u201c\u5728\u8bad\u7ec3\u4e00\u4e2a 65B \u53c2\u6570\u7684\u6a21\u578b\u65f6\uff0c[\u4ed6\u4eec\u7684]\u4ee3\u7801\u5728 2048 A100 GPU 80GB RAM \u4e0a\u7684\u5904\u7406\u901f\u5ea6\u7ea6\u4e3a 380 tokens\/sec\/GPU\u3002\u8fd9\u610f\u5473\u7740\u5bf9\u5305\u542b 1.4T token \u7684\u6570\u636e\u96c6\u8fdb\u884c\u8bad\u7ec3\u5927\u7ea6\u9700\u8981 21 \u5929\u201d\u3002<\/li>\n\n\n\n<li>LLaMa-1 \u6a21\u578b\u7684\u6027\u80fd\u4f18\u4e8e GPT-3\uff08\u539f\u59cb\u6a21\u578b\uff0c\u800c\u975e InstructGPT \u53d8\u4f53\uff09\uff0c\u5e76\u4e14\u53ef\u4ee5\u4e0e DeepMind \u7684 Chinchilla \u548c\u8c37\u6b4c\u7684 PaLM \u76f8\u5ab2\u7f8e\u3002<\/li>\n\n\n\n<li>LLaMa-1 \u6700\u521d\u4e0d\u5141\u8bb8\u5546\u4e1a\u4f7f\u7528\uff0c\u8fd9\u5f15\u53d1\u4e86\u5bf9 Meta \u4f7f\u7528\u201c\u5f00\u6e90\u201d\u8fd9\u4e00\u672f\u8bed\u7684\u5f3a\u70c8\u6279\u8bc4\u3002\u4e0d\u8fc7\uff0cLLaMa \u7684\u7b2c\u4e8c\u6b21\u7248\u672c\u6d88\u9664\u4e86\u5927\u90e8\u5206\u5f00\u6e90\u793e\u533a\u7684\u7591\u8651\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img decoding=\"async\" loading=\"lazy\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/7-1.png\" alt=\"\" class=\"wp-image-2343\" style=\"width:703px;height:594px\" width=\"703\" height=\"594\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\"><strong>LLaMa \u5f15\u53d1\u4e86\u4e00\u573a\u5173\u4e8e\u5f00\u653e\uff08\u6216\u51c6\u5f00\u653e\uff09\u7ade\u4e89\u6027\u5927\u6a21\u578b\u7684\u7ade\u8d5b\u9879<\/strong><\/h2>\n\n\n\n<p><strong>\u5728 Meta \u53d1\u5e03 LLaMa-1 \u540e\uff0c\u5176\u4ed6\u673a\u6784\u4e5f\u52a0\u5165\u4e86\u53d1\u5e03\u76f8\u5bf9\u5927\u6a21\u578b\u6743\u91cd\u7684\u884c\u5217\u3002\u5176\u4e2d\u4e00\u4e9b\u673a\u6784\u8868\u73b0\u51fa\u8272\uff0c\u5982 MosaicML \u7684 MPT-30B\u3001TII UAE \u7684 Falcon-40B\u3001Together \u7684 RedPajama \u6216 Eleuther \u7684 Pythia\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u5f00\u6e90\u793e\u533a\u5728\u4e13\u4e1a\u6570\u636e\u96c6\u4e0a\u5bf9 LLaMa \u7684\u6700\u5c0f\u7248\u672c\u8fdb\u884c\u4e86\u5fae\u8c03\uff0c\u5e76\u5c06\u5176\u5e94\u7528\u4e8e\u6570\u5341\u79cd\u4e0b\u6e38\u5e94\u7528\u4e2d\u3002\u6b64\u5916\uff0cMistral AI \u6700\u8fd1\u53d1\u5e03\u7684 7B \u6a21\u578b\u4e5f\u88ab\u8ba4\u4e3a\u662f\u6700\u5f3a\u5927\u7684\u5c0f\u6a21\u578b\u3002<\/strong><\/p>\n\n\n\n<ul>\n<li>\u503c\u5f97\u5173\u6ce8\u7684\u662f\uff0cRedPajama \u7684\u76ee\u6807\u662f\u5b8c\u5168\u590d\u5236 LLaMa-1\uff0c\u4ee5\u5c06\u5176\u53d8\u6210\u5b8c\u5168\u5f00\u6e90\u7684\u6a21\u578b\u3002Falcon-40B \u662f\u7531 LLM \u9886\u57df\u7684\u65b0\u53c2\u4e0e\u8005 TII UAE \u5feb\u901f\u5f00\u6e90\u3002\u540e\u6765\u53d1\u5e03\u4e86 Falcon-180B\uff0c\u4f46\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5b83\u53ea\u4f7f\u7528\u4e86\u6781\u5c11\u7684\u4ee3\u7801\u8fdb\u884c\u8bad\u7ec3\uff0c\u6ca1\u6709\u8fdb\u884c\u7f16\u7801\u6d4b\u8bd5\u3002<\/li>\n\n\n\n<li>\u5728\u4f7f\u7528\u50cf LoRa\uff08\u4f4e\u79e9\u9002\u914d LLMs\uff0c\u6700\u521d\u7531\u5fae\u8f6f\u5f00\u53d1\uff09\u7b49\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\u65b9\u6cd5\u7684\u5e2e\u52a9\u4e0b\uff0c\u8bed\u8a00\u6a21\u578b\u4ece\u4e1a\u8005\u5f00\u59cb\u5bf9\u8fd9\u4e9b\u9884\u8bad\u7ec3\u7684 LLM \u8fdb\u884c\u7279\u5b9a\u5e94\u7528\u7684\u5fae\u8c03\uff0c\u6bd4\u5982\u804a\u5929\u3002\u5176\u4e2d\u4e00\u4e2a\u4f8b\u5b50\u662f LMSys \u7684 Vicuna\uff0c\u5b83\u662f\u5728\u4e0e ChatGPT \u7684\u7528\u6237\u5171\u4eab\u4f1a\u8bdd\u4e0a\u8fdb\u884c\u5fae\u8c03\u7684 LLaMa \u6a21\u578b\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"779\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/8-1.png\" alt=\"\" class=\"wp-image-2344\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\"><strong>LLaMa-2\uff1a\u6700\u5f3a\u5927\u4e14\u6700\u516c\u5f00\u7684 LLM\uff1f<\/strong><\/h2>\n\n\n\n<p><strong>\u5728 2023 \u5e74 7 \u6708\uff0cLLaMa-2 \u7cfb\u5217\u6a21\u578b\u53d1\u5e03\uff0c\u4e3a\uff08\u51e0\u4e4e\uff09\u6bcf\u4e2a\u4eba\u63d0\u4f9b\u4e86\u5546\u4e1a\u4f7f\u7528\u6743\u9650\u3002\u57fa\u672c\u7684 LLaMa-2 \u6a21\u578b\u51e0\u4e4e\u4e0e LLaMa-1 \u76f8\u540c\uff0c\u4f46\u7ecf\u8fc7\u6307\u4ee4\u5fae\u8c03\u548c RLHF \u8fdb\u4e00\u6b65\u4f18\u5316\uff0c\u4e13\u6ce8\u4e8e\u5bf9\u8bdd\u5e94\u7528\u3002\u622a\u81f3 2023 \u5e74 9 \u6708\uff0cLLaMa-2 \u7684\u4e0b\u8f7d\u91cf\u63a5\u8fd1 3,200 \u4e07\u6b21\u3002<\/strong><\/p>\n\n\n\n<ul>\n<li>LLaMa-2 \u7684\u9884\u8bad\u7ec3\u8bed\u6599\u5e93\u5305\u542b\u4e86 2 \u4e07\u4ebf\u4e2a token\uff08\u589e\u52a0\u4e86 40%\uff09\u3002<\/li>\n\n\n\n<li>\u5728\u5fae\u8c03\u76d1\u7763\u65b9\u9762\uff0c\u7814\u7a76\u4eba\u5458\u5c1d\u8bd5\u4e86\u516c\u5f00\u6570\u636e\uff0c\u4f46\u6700\u6709\u5e2e\u52a9\u7684\u8fd8\u662f\u4f7f\u7528\u4e86\u5c11\u91cf\uff0824,540\u4e2a\uff09\u57fa\u4e8e\u670d\u52a1\u5546\u7684\u9ad8\u8d28\u91cf\u6ce8\u91ca\u3002\u5728 RLHF \u65b9\u9762\uff0c\u4ed6\u4eec\u91c7\u7528\u4e86\u4e8c\u5143\u6bd4\u8f83\u6cd5\uff0c\u5e76\u5c06 RLHF \u6d41\u7a0b\u5206\u4e3a\u4e24\u90e8\u5206\uff0c\u4e00\u90e8\u5206\u4ee5\u5e2e\u52a9\u7528\u6237\u4e3a\u76ee\u7684\u7684 prompts \u548c\u7b54\u6848\uff0c\u53e6\u4e00\u90e8\u5206\u4ee5\u786e\u4fdd\u5b89\u5168\u4e3a\u76ee\u7684\u3002<\/li>\n\n\n\n<li>LLaMa-2 \u7684 70B \u7248\u672c\u5728\u5927\u591a\u6570\u4efb\u52a1\u4e0a\u90fd\u80fd\u4e0e ChatGPT \u7ade\u4e89\uff0c\u552f\u72ec\u5728\u7f16\u7801\u4efb\u52a1\u4e0a\u660e\u663e\u843d\u540e\u4e8e ChatGPT\u3002\u4e0d\u8fc7\uff0c\u7ecf\u8fc7\u4ee3\u7801\u5fae\u8c03\u7684\u7248\u672c CodeLLaMa \u5219\u51fb\u8d25\u4e86\u6240\u6709\u975e GPT4 \u6a21\u578b\u3002&nbsp;&nbsp;<\/li>\n\n\n\n<li>\u6839\u636e Meta \u7684\u89c4\u5b9a\uff0c\u53ea\u8981\u6709\u8db3\u591f\u7684\u786c\u4ef6\u6765\u8fd0\u884c\u6a21\u578b\uff0c\u4efb\u4f55\u4eba\u90fd\u53ef\u4ee5\u4f7f\u7528LLaMa-2 \u6a21\u578b\uff0c\u524d\u63d0\u662f\u4ed6\u4eec\u7684\u5546\u4e1a\u5e94\u7528\u5728 LLaMa-2 \u53d1\u5e03\u65f6\u6ca1\u6709\u8d85\u8fc7 7 \u4ebf\u7528\u6237\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1074\" height=\"618\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/9-1.png\" alt=\"\" class=\"wp-image-2345\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\">GPT \u548c LLaMa \u5728\u53d7\u6b22\u8fce\u5ea6\u7ade\u8d5b\u4e2d\u83b7\u80dc<\/h2>\n\n\n\n<p><strong>ChatGPT \u5728 X \u5e73\u53f0\u4e0a\u88ab\u63d0\u53ca\u6b21\u6570\u6700\u591a\uff085,430 \u6b21\uff09\uff0c\u5176\u6b21\u662f GPT-4 \u548c LLaMa\u3002\u867d\u7136\u4e13\u6709\u7684\u95ed\u6e90\u6a21\u578b\u5438\u5f15\u4e86\u6700\u591a\u7684\u5173\u6ce8\uff0c\u4f46\u4eba\u4eec\u5bf9\u5f00\u6e90\u5e76\u5141\u8bb8\u5546\u7528\u7684\u5927\u6a21\u578b\u7684\u5174\u8da3\u4e5f\u5728\u589e\u52a0\u3002<\/strong><\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"592\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/10-1.png\" alt=\"\" class=\"wp-image-2346\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\">\u70ed\u95e8\u8bdd\u9898<\/h2>\n\n\n\n<p><strong>RLHF \/ \u6307\u4ee4\u5fae\u8c03\u81ea 2022 \u5e74\u5e95\u4ee5\u6765\u5df2\u6210\u4e3a\u6700\u70ed\u95e8\u7684\u8bdd\u9898\u3002<\/strong><\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"408\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/11-1.png\" alt=\"\" class=\"wp-image-2347\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\">\u8bed\u8a00\u6a21\u578b\u7684\u6d8c\u73b0\u80fd\u529b\u662f\u6d77\u5e02\u8703\u697c\u5417\uff1f<\/h2>\n\n\n\n<p><strong>Scaling laws\uff1a\u7814\u7a76\u4eba\u5458\u53d1\u73b0\u6240\u6709\u6a21\u578b\u7684\u80fd\u529b\u90fd\u4f1a\u968f\u7740\u53c2\u6570\u635f\u5931\u51fd\u6570\u548c\u8bad\u7ec3 token \u6570\u51cf\u5c11\u800c\u4e0b\u964d\u3002\u4e0e\u6b64\u76f8\u53cd\uff0c\u5f53\u6a21\u578b\u7684\u89c4\u6a21\u8fbe\u5230\u67d0\u4e2a\uff08\u4e0d\u53ef\u9884\u6d4b\u7684\uff09\u4e34\u754c\u70b9\u65f6\uff0c\u67d0\u4e9b\u80fd\u529b\u4f1a\u4e0d\u53ef\u9884\u6d4b\u5730\u6d8c\u73b0\u3002\u6709\u4eba\u5bf9\u8fd9\u4e00\u89c2\u5bdf\u7ed3\u679c\u63d0\u51fa\u4e86\u8d28\u7591\uff0c\u8ba4\u4e3a\u65b0\u51fa\u73b0\u7684\u80fd\u529b\u53ef\u80fd\u53ea\u662f\u7814\u7a76\u4eba\u5458\u5728\u8bc4\u4f30\u4e2d\u9009\u62e9\u7684\u4f2a\u547d\u9898\u3002\u6301\u4e0d\u540c\u610f\u89c1\u7684\u7814\u7a76\u4eba\u5458\u63d0\u4f9b\u4e86\u4ee5\u4e0b\u51e0\u70b9\u53cd\u9a73\u3002<\/strong><\/p>\n\n\n\n<ul>\n<li>\u65af\u5766\u798f\u7684\u7814\u7a76\u4eba\u5458\u53d1\u73b0\uff1a\u4f3c\u4e4e\u53ea\u6709\u5728\u975e\u7ebf\u6027\u6216\u4e0d\u8fde\u7eed\u5730\u6269\u5c55\u6a21\u578b\u7684\u6fc0\u6d3b\u91cf\u5316\u9519\u8bef\u7387\u7684\u60c5\u51b5\u4e0b\uff0c\u6a21\u578b\u624d\u4f1a\u51fa\u73b0\u6d8c\u73b0\u80fd\u529b\u3002<\/li>\n\n\n\n<li>\u4f8b\u5982\uff0c\u5728 BIG-Bench \u4efb\u52a1\u4e2d\uff0c\u8d85\u8fc7 92% \u7684\u6d8c\u73b0\u80fd\u529b\u662f\u5728\u4e24\u4e2a\u4e0d\u8fde\u7eed\u7684\u60c5\u51b5\u4e0b\u51fa\u73b0\u7684\u3002<\/li>\n\n\n\n<li>\u7814\u7a76\u4eba\u5458\u5728\u65b0\u6a21\u578b\u4e0a\u6d4b\u8bd5\u4e86\u4ed6\u4eec\u7684\u5047\u8bbe\uff0c\u5e76\u5f97\u51fa\u7ed3\u8bba\uff0c\u5c06\u975e\u7ebf\u6027\u6216\u4e0d\u8fde\u7eed\u7684\u6307\u6807\u66ff\u6362\u4e3a\u7ebf\u6027\u6216\u8fde\u7eed\u7684\u66ff\u4ee3\u6307\u6807\u4f1a\u5e26\u6765\u6301\u7eed\u7684\u6539\u8fdb\uff0c\u800c\u4e0d\u662f\u6d8c\u73b0\u7684\u80fd\u529b\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1010\" height=\"600\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/12-1.png\" alt=\"\" class=\"wp-image-2348\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\">\u4e0a\u4e0b\u6587\u957f\u5ea6\u662f\u4e00\u79cd\u65b0\u7684\u53c2\u6570\u8ba1\u91cf\u65b9\u5f0f<\/h2>\n\n\n\n<p><strong>AI \u793e\u533a\u5df2\u5e7f\u6cdb\u9a8c\u8bc1\uff1a\u5f53\u6a21\u578b\u88ab\u6b63\u786e\u8bad\u7ec3\u65f6\uff0c\u5176\u53c2\u6570\u91cf\u901a\u5e38\u4ee3\u8868\u5176\u80fd\u529b\u3002\u4f46\u8fd9\u4e9b\u80fd\u529b\u6709\u65f6\u4f1a\u53d7\u5230\u8bed\u8a00\u6a21\u578b\u53ef\u5904\u7406\u7684\u8f93\u5165\u6587\u672c\u5927\u5c0f\u7684\u9650\u5236\u3002\u56e0\u6b64\uff0c\u4e0a\u4e0b\u6587\u957f\u5ea6\u9010\u6e10\u6210\u4e3a\u4e00\u4e2a\u91cd\u8981\u7684\u7814\u7a76\u8bfe\u9898\u3002<\/strong><\/p>\n\n\n\n<ul>\n<li>\u8bed\u8a00\u6a21\u578b\u6700\u5438\u5f15\u4eba\u4e4b\u4e00\u7684\u662f\u5b83\u4eec\u7684 few-shot \u7684\u80fd\u529b\uff0c\u5373\u65e0\u9700\u5728\u7528\u6237\u7684\u7279\u5b9a\u6848\u4f8b\u4e0a\u8fdb\u884c\u8bad\u7ec3\u5c31\u80fd\u6839\u636e\u7ed9\u5b9a\u8f93\u5165\u8fd4\u56de\u56de\u7b54\u8bf7\u6c42\uff0c\u4f46\u7531\u4e8e\u8ba1\u7b97\u548c\u5185\u5b58\u74f6\u9888\uff0c\u4e0a\u4e0b\u6587\u957f\u5ea6\u53d7\u5230\u9650\u5236\u3002<\/li>\n\n\n\n<li>\u4e3a\u589e\u52a0 LLM \u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\uff0c\u91c7\u7528\u4e86\u591a\u79cd\u521b\u65b0\u65b9\u6cd5\u3002\u5176\u4e2d\u4e00\u4e9b\u4ece\u6839\u672c\u4e0a\u51cf\u5c0f\u4e86\u6ce8\u610f\u529b\u673a\u5236\u7684\u5185\u5b58\u5360\u7528\uff08FlashAttention\uff09\u3002\u8fd8\u6709\u4e00\u4e9b\u6280\u672f\u53ef\u4ee5\u8ba9\u6a21\u578b\u5728\u8f83\u5c0f\u7684\u4e0a\u4e0b\u6587\u4e2d\u8fdb\u884c\u8bad\u7ec3\uff0c\u4f46\u5728\u8f83\u5927\u7684\u4e0a\u4e0b\u6587\u4e2d\u8fd0\u884c\u63a8\u7406\uff08ALiBi\uff09\u2014\u2014 \u88ab\u79f0\u4e3a\u957f\u5ea6\u5916\u63a8\uff08length extrapolation\uff09&nbsp;\u2014\u2014 \u4ee3\u4ef7\u662f\u6700\u5c0f\u5316\u5fae\u8c03\u548c\u79fb\u9664\u4f4d\u7f6e\u7f16\u7801\u3002\u5176\u4ed6\u503c\u5f97\u7814\u7a76\u7684\u6280\u672f\u5305\u62ec RoPE \u548c\u4f4d\u7f6e\u63d2\u503c\uff08Positional Interpolation\uff09\u3002<\/li>\n\n\n\n<li>\u5728\u957f\u8bed\u5883\u7684LLM\u4e2d\uff1aAnthropic \u7684 Claude\u6709 100K\uff0cOpenAI \u7684 GPT-4 \u6709 32K\uff0cMosaicML \u7684 MPT-7B \u6709 65K+\uff0cLMSys \u7684 LongChat \u6709 16K\u3002\u4e0a\u4e0b\u6587\u957f\u5ea6\u662f\u5426\u5df2\u8db3\u591f\uff1f<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\">\u8ff7\u5931\u5728\u4e2d\u95f4\uff1a\u957f\u4e0a\u4e0b\u6587\u957f\u5ea6\uff08\u5927\u591a\u6570\u60c5\u51b5\u4e0b\uff09\u672a\u8fbe\u5230\u9884\u671f<\/h2>\n\n\n\n<p><strong>\u8ffd\u6c42\u66f4\u957f\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\u662f\u57fa\u4e8e\u4e00\u4e2a\u5047\u8bbe\uff0c\u5373\u589e\u52a0\u4e0a\u4e0b\u6587\u957f\u5ea6\u4f1a\u63d0\u9ad8\u4e0b\u6e38\u4efb\u52a1\u6027\u80fd\u3002\u7136\u800c\uff0c\u6765\u81ea Samaya.ai\u3001\u52a0\u5dde\u5927\u5b66\u4f2f\u514b\u5229\u5206\u6821\u3001\u65af\u5766\u798f\u5927\u5b66\u548c LMSYS.org \u7684\u7814\u7a76\u5bf9\u8fd9\u4e00\u5047\u8bbe\u63d0\u51fa\u4e86\u8d28\u7591\uff1a\u5f53\u8f93\u5165\u6587\u672c\u53d8\u5f97\u66f4\u957f\u65f6\uff0c\u751a\u81f3\u6700\u4f18\u79c0\u7684\u8bed\u8a00\u6a21\u578b\u5728\u67d0\u4e9b\u591a\u6587\u6863\u95ee\u7b54\u548c\u952e\u503c\u68c0\u7d22\u4efb\u52a1\u4e0a\u53ef\u80fd\u8868\u73b0\u4e0d\u4f73\u3002<\/strong><strong><\/strong><\/p>\n\n\n\n<ul>\n<li>\u7814\u7a76\u4eba\u5458\u53d1\u73b0: \u5f53\u4efb\u52a1\u6240\u9700\u7684\u76f8\u5173\u4fe1\u606f\u4f4d\u4e8e\u8f93\u5165\u6587\u672c\u7684\u5f00\u5934\u6216\u7ed3\u5c3e\u65f6\uff0c\u6a21\u578b\u7684\u6027\u80fd\u901a\u5e38\u8f83\u597d\u3002\u4f46\u5f53\u76f8\u5173\u4fe1\u606f\u4f4d\u4e8e\u6587\u672c\u4e2d\u95f4\u90e8\u5206\u65f6\uff0c\u4e0d\u540c\u6a21\u578b\u7684\u6027\u80fd\u4e0b\u964d\u7a0b\u5ea6\u5404\u4e0d\u76f8\u540c\u3002\u6b64\u5916\uff0c\u968f\u7740\u8f93\u5165\u6587\u672c\u957f\u5ea6\u7684\u589e\u52a0\uff0c\u6a21\u578b\u7684\u6027\u80fd\u4e5f\u4f1a\u9010\u6e10\u4e0b\u964d\u3002<\/li>\n\n\n\n<li>\u7814\u7a76\u4eba\u5458\u5bf9\u5f00\u6e90\u6a21\u578b MPT-30B-Instruct\uff088,000 token \u957f\u5ea6\uff09\u548c LongChat-13B\uff0816,000 token \u957f\u5ea6\uff09\uff0c\u4ee5\u53ca\u95ed\u6e90\u6a21\u578b gpt-3.5\uff0816,000 token \u957f\u5ea6\uff09\u3001Claude 1.3\uff088,000 token \u957f\u5ea6\uff09\u548c Claude 1.3-100K \u8fdb\u884c\u4e86\u6027\u80fd\u6d4b\u8bd5\u3002\u4ed6\u4eec\u53d1\u73b0\uff0c\u76f8\u5bf9\u4e8e\u5f00\u6e90\u6a21\u578b\uff0c\u95ed\u6e90\u6a21\u578b\u8868\u73b0\u66f4\u51fa\u8272\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"372\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/13-1.png\" alt=\"\" class=\"wp-image-2349\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\">\u6ee1\u8db3\u9ad8\u5185\u5b58\u9700\u6c42<\/h2>\n\n\n\n<p><strong>\u8981\u60f3\u589e\u52a0\u4e0a\u4e0b\u6587\u957f\u5ea6\u548c\u5927\u578b\u6570\u636e\u96c6\uff0c\u5c31\u5fc5\u987b\u8fdb\u884c\u67b6\u6784\u4e0a\u7684\u521b\u65b0\u3002<\/strong><\/p>\n\n\n\n<ul>\n<li>FlashAttention \u901a\u8fc7\u7ebf\u6027\u800c\u975e\u4e8c\u6b21\u5e8f\u5217\u6765\u8ba1\u7b97\u6ce8\u610f\u529b\u673a\u5236\uff0c\u4ece\u800c\u663e\u8457\u51cf\u5c11\u4e86\u5185\u5b58\u9700\u6c42\u3002FlashAttention-2 \u8fdb\u4e00\u6b65\u4f18\u5316\u4e86\u8ba1\u7b97\u6ce8\u610f\u529b\u77e9\u9635\u7684\u65b9\u5f0f\uff0c\u5305\u62ec\u51cf\u5c11\u975e\u77e9\u9635\u4e58\u6cd5\u7684\u6d6e\u70b9\u8fd0\u7b97\u3001\u63d0\u9ad8\u5e76\u884c\u6027\u4ee5\u53ca\u66f4\u597d\u7684\u8fd0\u884c\u5206\u914d\u3002\u8fd9\u4e9b\u6539\u8fdb\u4f7f\u5f97\u8bad\u7ec3\u901f\u5ea6\u6bd4 GPT \u65b9\u5f0f\u7684\u6a21\u578b\u63d0\u9ad8\u4e86 2.8 \u500d\u3002<\/li>\n\n\n\n<li>\u51cf\u5c11\u6a21\u578b\u53c2\u6570\u7684\u6bd4\u7279\u6570\u4e0d\u4ec5\u51cf\u5c0f\u4e86 LLM \u7684\u5185\u5b58\u5360\u7528\uff0c\u8fd8\u964d\u4f4e\u4e86\u5ef6\u8fdf\u3002\u4ee5 4-bit precision \u4e3a\u4f8b\uff1ak-bit \u63a8\u7406 Scaling Laws \u8868\u660e\u5bf9\u591a\u79cd LLM \u6765\u8bf4\uff0c4-bit\u91cf\u5316\u662f\u6700\u5927\u5316 zero-shot \u7684\u7cbe\u5ea6\u4ee5\u53ca\u51cf\u5c11\u6bd4\u7279\u6570\u7684\u4f7f\u7528\u6700\u4f18\u89e3\u3002<\/li>\n\n\n\n<li>\u63a8\u6d4b\u89e3\u7801\uff08Speculative Decoding\uff09\u901a\u8fc7\u540c\u65f6\u4f7f\u7528\u5e76\u884c\u7684\u591a\u5934\u6ce8\u610f\u529b\u673a\u5236\u89e3\u7801\u800c\u4e0d\u662f\u524d\u5411\u4f20\u64ad\uff0c\u4ece\u800c\u52a0\u901f\u4e86\u67d0\u4e9b\u6a21\u578b\u63a8\u7406\u901f\u5ea6\u76842-3 \u500d\u3002<\/li>\n\n\n\n<li>SWARM Parallelism \u662f\u4e00\u79cd\u9488\u5bf9\u7f51\u7edc\u8fde\u63a5\u60c5\u51b5\u4e0d\u597d\u548c\u8bbe\u5907\u4e0d\u53ef\u9760\u800c\u8bbe\u8ba1\u7684\u8bad\u7ec3\u7b97\u6cd5\u3002\u5b83\u53ef\u4ee5\u5728\u4f4e\u5e26\u5bbd\u7f51\u7edc\u548c\u4f4e\u529f\u8017 GPU \u4e0a\u8bad\u7ec3\u5177\u6709\u6570\u5341\u4ebf\u89c4\u6a21\u7684 LLM\uff0c\u540c\u65f6\u53c8\u5b9e\u73b0\u9ad8\u8bad\u7ec3\u541e\u5410\u91cf\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\">\u5c0f\u6a21\u578b\uff08\u62e5\u6709\u826f\u597d\u6570\u636e\uff09\u80fd\u5426\u4e0e\u5927\u6a21\u578b\u76f8\u5ab2\u7f8e\uff1f<\/h2>\n\n\n\n<p><strong>\u5fae\u8f6f\u7684\u7814\u7a76\u4eba\u5458\u5728\u4e00\u9879\u63a2\u7d22\u6027\u7684\u5de5\u4f5c\u4e2d\u53d1\u73b0\uff0c\u5f53\u5c0f\u6a21\u578b\uff08SLM\uff09\u4f7f\u7528\u975e\u5e38\u4e13\u4e1a\u548c\u7cbe\u786e\u7684\u6570\u636e\u96c6\u8fdb\u884c\u8bad\u7ec3\u65f6\uff0c\u5b83\u4eec\u53ef\u4ee5\u4e0e\u6bd4\u5b83\u4eec\u5927 50 \u500d\u7684\u6a21\u578b\u5ab2\u7f8e\u3002\u6b64\u5916\uff0c\u4ed6\u4eec\u8fd8\u53d1\u73b0\u8fd9\u4e9b\u5c0f\u6a21\u578b\u7684\u795e\u7ecf\u5143\u66f4\u5bb9\u6613\u89e3\u91ca\u3002<\/strong><\/p>\n\n\n\n<ul>\n<li>\u5c0f\u6a21\u578b\u901a\u5e38\u5728\u5782\u76f4\u7c7b\u4efb\u52a1\u4e0a\u8868\u73b0\u4e0d\u5982\u5927\u578b\u6a21\u578b\u7684\u4e00\u4e2a\u5047\u8bbe\u662f\uff0c\u5f53\u5b83\u4eec\u5728\u975e\u5e38\u5927\u4e14\u672a\u7ecf\u6574\u7406\u7684\u6570\u636e\u96c6\u4e0a\u63a5\u53d7\u8bad\u7ec3\u65f6\uff0c\u4f1a\u53d8\u5f97\u201c\u4e0d\u582a\u91cd\u8d1f\u201d\u3002<\/li>\n\n\n\n<li>\u5728 GPT-3.5 \u548c GPT-4 \u7684\u534f\u52a9\u4e0b\uff0c\u7814\u7a76\u4eba\u5458\u751f\u6210\u4e86 TinyStories\uff0c\u8fd9\u662f\u4e00\u4e2a\u7531\u975e\u5e38\u7b80\u5355\u7684\u77ed\u7bc7\u6545\u4e8b\u7ec4\u6210\u7684\u5408\u6210\u6570\u636e\u96c6\uff0c\u4f46\u5176\u4e2d\u5305\u542b\u82f1\u8bed\u8bed\u6cd5\u548c\u4e00\u822c\u63a8\u7406\u89c4\u5219\u3002\u7136\u540e\uff0c\u4ed6\u4eec\u5728 TinyStories \u4e0a\u5bf9 SLM \u8fdb\u884c\u4e86\u8bad\u7ec3\uff0c\u7ed3\u679c\u8868\u660e\uff0cGPT-4\uff08\u7528\u4f5c\u8bc4\u4f30\u5de5\u5177\uff09\u66f4\u559c\u6b22\u7531 28M SLM \u751f\u6210\u7684\u6545\u4e8b\uff0c\u800c\u4e0d\u662f\u7531 GPT-XL 1.5B \u751f\u6210\u7684\u6545\u4e8b\u3002<\/li>\n\n\n\n<li>\u5728\u540c\u4e00\u7814\u7a76\u56e2\u961f\u7684\u53e6\u4e00\u9879\u7814\u7a76\u4e2d\uff0c\u7814\u7a76\u4eba\u5458\u9009\u62e9\u4e86\u4e00\u4e2a\u7531\u9ad8\u8d28\u91cf\u4ee3\u7801\u548c\u7531GPT-3.5 \u751f\u6210\u7684\u5408\u6210\u6559\u6750\u548c\u7ec3\u4e60\u518c\u7ec4\u6210\u7684 70 \u4ebftoken\u6570\u636e\u96c6\u3002\u7136\u540e\uff0c\u4ed6\u4eec\u5728\u8fd9\u4e2a\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u4e86\u51e0\u4e2a SLMs\uff0c\u5305\u62ec 13 \u4ebf\u53c2\u6570\u7684 phi-1 \u6a21\u578b\uff0c\u4ed6\u4eec\u58f0\u79f0\u8fd9\u662f\u552f\u4e00\u4e00\u4e2a\u53c2\u6570\u4f4e\u4e8e 100 \u4ebf\u7684\u6a21\u578b\uff0c\u53ef\u4ee5\u5728 HumanEval \u4e0a\u8fbe\u5230\u8d85\u8fc7 50% \u7684\u6027\u80fd\u3002\u540e\u6765\uff0c\u4ed6\u4eec\u8fd8\u53d1\u5e03\u4e86\u6539\u8fdb\u7248\u7684 phi-1.5 \u7248\u672c\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"872\" height=\"446\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/14-1.png\" alt=\"\" class=\"wp-image-2350\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\"><strong>2022 \u7684\u9884\u6d4b\uff1a\u5728\u6d77\u91cf\u6570\u636e\u57fa\u7840\u4e0a\u8bad\u7ec3\u7684\u8bed\u8a00\u6a21\u578b<\/strong><\/h2>\n\n\n\n<p><strong>\u5728 2022 \u5e74\uff0c\u6211\u4eec\u505a\u51fa\u4e86\u4ee5\u4e0b\u9884\u6d4b\uff1a\u201c\u8d85\u8d8a Chinchilla \u7684 SOTA \u8bed\u8a00\u6a21\u578b\u5c06\u6269\u5c5510\u500d\u7684\u6570\u636e\u70b9\uff0c\u6570\u636e\u96c6\u6269\u5c55\u5bf9\u6bd4\u53c2\u6570\u7684\u6269\u5c55\u3002\u201d\u5c3d\u7ba1 OpenAI \u5c1a\u672a\u6b63\u5f0f\u786e\u8ba4\u8fd9\u4e00\u70b9\uff0c\u4f46\u4e13\u5bb6\u4eec\u4f3c\u4e4e\u5728 SOTA \u8bed\u8a00\u6a21\u578b\u7684\u6570\u636e\u96c6\u6269\u5c55\u4e0e\u53c2\u6570\u7f29\u653e\u65b9\u9762\u8fbe\u6210\u4e86\u67d0\u79cd\u5171\u8bc6\u3002\u6709\u5173\u6a21\u578b\u89c4\u6a21\u3001\u67b6\u6784\u4ee5\u53ca GPT-4 \u7684\u6210\u672c\u7684\u6cc4\u9732\u4fe1\u606f\uff0c\u4e13\u5bb6\u4eec\u4f3c\u4e4e\u4e5f\u5728\u8fd9\u4e9b\u95ee\u9898\u4e0a\u5f62\u6210\u4e86\u5171\u8bc6\u3002\u636e\u62a5\u9053\uff0cGPT-4 \u662f\u5728\u5927\u7ea6 13 \u4e07\u4ebf token \u7684\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u8bad\u7ec3\u7684\uff0c\u6bd4 Chinchilla \u591a\u4e86 9.3 \u500d\u3002<\/strong><\/p>\n\n\n\n<ul>\n<li>The Tiny Corp\u521b\u59cb\u4eba George Hotz \u770b\u4e0a\u53bb\u53ef\u4fe1\u7684\u4f20\u8a00\uff1a\u201cSam Altman \u4e0d\u4f1a\u544a\u8bc9\u4f60 GPT-4 \u5177\u6709 2,202 \u4ebf\u4e2a\u53c2\u6570\uff0c\u8fd9\u662f\u4e00\u4e2a\u7531 8 \u7ec4\u6743\u91cd\u6784\u6210\u7684 16 \u8def\u6df7\u5408\u6a21\u578b\u201d\uff0cPyTorch \u8054\u5408\u521b\u59cb\u4eba Soumith Chintala \u8bc1\u5b9e\u4e86\u8fd9\u4e00\u8bf4\u6cd5\u3002\u4e0d\u8bba\u662f\u6a21\u578b\u7684\u603b\u89c4\u6a21\u8fd8\u662f\u91c7\u7528\u4e13\u5bb6\u6df7\u5408\u6a21\u578b\uff0c\u8fd9\u4e9b\u5e76\u4e0d\u662f\u5168\u65b0\u7684\u6982\u5ff5\u3002\u5982\u679c\u8fd9\u4e9b\u4f20\u8a00\u5c5e\u5b9e\uff0c\u90a3\u4e48 GPT-4 \u7684\u6210\u529f\u53ef\u80fd\u5e76\u6ca1\u6709\u5e26\u6765\u672c\u8d28\u4e0a\u7684\u521b\u65b0\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"375\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/15-1.png\" alt=\"\" class=\"wp-image-2351\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\">\u6211\u4eec\u662f\u5426\u5df2\u7ecf\u7528\u5c3d\u4e86\u4eba\u7c7b\u751f\u6210\u7684\u6570\u636e\uff1f<\/h2>\n\n\n\n<p><strong>\u5047\u8bbe\u5f53\u524d\u7684\u6570\u636e\u6d88\u8d39\u548c\u751f\u4ea7\u901f\u5ea6\u4fdd\u6301\u4e0d\u53d8\uff0cEpoch AI \u9884\u6d4b\uff1a\u5230 2030 \u5e74\u81f3 2050 \u5e74\uff0c\u6211\u4eec\u5c06\u7528\u5c3d\u4f4e\u8d28\u91cf\u8bed\u8a00\u6570\u636e\u7684\u5b58\u91cf\uff1b\u5230 2026 \u5e74\uff0c\u6211\u4eec\u5c06\u7528\u5c3d\u9ad8\u8d28\u91cf\u8bed\u8a00\u6570\u636e\u7684\u5b58\u91cf\uff1b\u5230 2030 \u5e74\u81f3 2060 \u5e74\uff0c\u6211\u4eec\u5c06\u7528\u5c3d\u89c6\u89c9\u6570\u636e\u7684\u5b58\u91cf\u3002\u7136\u800c\uff0c\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u53ef\u80fd\u4f1a\u5bf9\u8fd9\u4e9b\u5047\u8bbe\u63d0\u51fa\u6311\u6218\u7684\u65b0\u5174\u6280\u672f\u5305\u62ec\u8bed\u97f3\u8bc6\u522b\u7cfb\u7edf\uff0c\u6bd4\u5982 OpenAI \u7684Whisper\uff0c\u5b83\u53ef\u4ee5\u4e3a LLM \u63d0\u4f9b\u6240\u6709\u97f3\u9891\u6570\u636e\uff0c\u4ee5\u53ca\u65b0\u7684 OCR \u6a21\u578b\uff0c\u6bd4\u5982 Meta \u7684 Nougat\u3002\u636e\u4f20\uff0c\u5df2\u7ecf\u5b58\u5728\u5927\u91cf\u7684\u8f6c\u5f55\u97f3\u9891\u6570\u636e\u53ef\u4f9b GPT-4 \u4f7f\u7528\u3002<\/strong><\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"446\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/16-1.png\" alt=\"\" class=\"wp-image-2352\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\">\u6253\u7834\u6570\u636e\u5929\u82b1\u677f\uff1aAI \u751f\u6210\u7684\u5185\u5bb9<\/h2>\n\n\n\n<p><strong>\u53e6\u4e00\u4e2a\u6539\u8fdb\u751f\u6210\u6a21\u578b\u7684\u89d2\u5ea6\u662f\u901a\u8fc7 AI \u751f\u6210\u7684\u5185\u5bb9\u6765\u6269\u5927\u53ef\u7528\u7684\u8bad\u7ec3\u6570\u636e\u6c60\u3002\u6211\u4eec\u8fd8\u6ca1\u6709\u5f97\u51fa\u660e\u786e\u7684\u7b54\u6848\uff1a\u5408\u6210\u6570\u636e\u6b63\u5728\u53d8\u5f97\u8d8a\u6765\u8d8a\u6709\u7528\uff0c\u4f46\u4ecd\u7136\u6709\u8bc1\u636e\u8868\u660e\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\u751f\u6210\u7684\u6570\u636e\u4f1a\u4f7f\u6a21\u578b\u9057\u5fd8\u3002<\/strong><\/p>\n\n\n\n<ul>\n<li>\u5c3d\u7ba1\u4e13\u6709\u6570\u636e\u548c\u516c\u5f00\u6570\u636e\u770b\u4f3c\u6ca1\u6709\u5c3d\u5934\uff0c\u4f46\u5b9e\u9645\u4e0a\uff0c\u5927\u6a21\u578b\u6b63\u5728\u9010\u6e10\u7528\u5c3d\u53ef\u4f9b\u8bad\u7ec3\u7684\u6570\u636e\uff0c\u5e76\u63a5\u8fd1\u6d4b\u8bd5\u6570\u636e\u7684 scaling laws \u7684\u6781\u9650\u3002\u4e3a\u7f13\u89e3\u8fd9\u4e00\u95ee\u9898\uff0c\u5df2\u6709\u4e00\u79cd\u65b9\u6cd5\u88ab\u5e7f\u6cdb\u8ba8\u8bba\uff0c\u5373\u901a\u8fc7\u4f7f\u7528\u7531 AI \u751f\u6210\u7684\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\uff0c\u56e0\u4e3a\u8fd9\u4e9b\u6570\u636e\u7684\u6570\u91cf\u4ec5\u53d7\u8ba1\u7b97\u80fd\u529b\u7684\u9650\u5236\u3002<\/li>\n\n\n\n<li>\u8c37\u6b4c\u7684\u7814\u7a76\u4eba\u5458\u5229\u7528\u7c7b\u6761\u4ef6\uff08class-conditional\uff09\u7684 ImageNet \u5bf9\u6587\u751f\u56fe\u6a21\u578b Imagen \u8fdb\u884c\u4e86\u5fae\u8c03\uff0c\u751f\u6210\u4e86 1 \u5230 12 \u4e2a\u5408\u6210\u7248\u672c\uff0c\u5e76\u5c06\u8fd9\u4e9b\u5408\u6210\u6570\u636e\u96c6\u7528\u4e8e\u4ed6\u4eec\u7684\u6a21\u578b\uff08\u5305\u62ec\u4f7f\u7528\u539f\u59cb ImageNet \u6570\u636e\u96c6\uff09\u3002\u4ed6\u4eec\u7684\u7814\u7a76\u8868\u660e\uff1a\u6269\u5927\u5408\u6210\u6570\u636e\u96c6\u7684\u89c4\u6a21\u4f1a\u63d0\u9ad8\u6a21\u578b\u7684\u51c6\u786e\u6027\u3002<\/li>\n\n\n\n<li>\u5176\u4ed6\u7814\u7a76\u4eba\u5458\u6307\u51fa\uff1a\u901a\u8fc7\u5728\u7ebf\u5408\u6210\u6587\u672c\u8bad\u7ec3\u53ef\u80fd\u4f1a\u5bfc\u81f4\u590d\u5408\u8bef\u5dee\uff08compounding errors\uff09\uff0c\u6700\u7ec8\u53ef\u80fd\u5bfc\u81f4\u6a21\u578b\u5d29\u6e83\u3002\u201c\u56e0\u4e3a\u751f\u6210\u7684\u6570\u636e\u53ef\u80fd\u4f1a\u6c61\u67d3\u4e0b\u4e00\u4ee3\u6a21\u578b\u7684\u8bad\u7ec3\u201d\u672a\u6765\u7684\u89e3\u51b3\u65b9\u6848\u53ef\u80fd\u9700\u8981\u66f4\u52a0\u8c28\u614e\u5730\u63a7\u5236\u6570\u636e\u7684\u589e\u52a0\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"606\" height=\"376\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/17-1.png\" alt=\"\" class=\"wp-image-2353\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\">\u5206\u8fa8\u771f\u5b9e\u4e0e\u865a\u5047\uff0c\u63ed\u793a\u80cc\u540e\u7684\u771f\u76f8<\/h2>\n\n\n\n<p><strong>\u968f\u7740\u6587\u672c\u548c\u56fe\u50cf\u751f\u6210\u6a21\u578b\u7684\u529f\u80fd\u4e0d\u65ad\u589e\u5f3a\uff0c\u957f\u671f\u4ee5\u6765\u5b58\u5728\u7684\u95ee\u9898\uff0c\u5373\u5982\u4f55\u8bc6\u522b AI \u751f\u6210\u7684\u5185\u5bb9\u4ee5\u53ca\u8be5\u5185\u5bb9\u662f\u5426\u6765\u81ea\u7248\u6743\u65b9\uff0c\u53d8\u5f97\u8d8a\u6765\u8d8a\u96be\u4ee5\u89e3\u51b3\u3002<\/strong><\/p>\n\n\n\n<ul>\n<li>\u9a6c\u91cc\u5170\u5927\u5b66\u7684\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u6280\u672f\uff0c\u7528\u4e8e\u5bf9\u4e13\u6709\u8bed\u8a00\u6a21\u578b\u7684\u8f93\u51fa\u8fdb\u884c\u6c34\u5370\u5904\u7406\u3002\u8fd9\u4e00\u6280\u672f\u7684\u6838\u5fc3\u601d\u60f3\u662f\u5728\u6587\u672c\u4e2d\u5d4c\u5165\u4eba\u7c7b\u65e0\u6cd5\u5bdf\u89c9\u7684\u9690\u85cf\u6a21\u5f0f\uff08Hidden Patterns\uff09\uff0c\u540c\u65f6\u8ba9\u7b97\u6cd5\u80fd\u591f\u8bc6\u522b\u8fd9\u4e9b\u6587\u672c\u4e3a\u5408\u6210\u6587\u672c\u3002\u5177\u4f53\u505a\u6cd5\u5305\u62ec\u968f\u673a\u9009\u62e9\u51e0\u4e2atoken\uff0c\u7136\u540e\u63d0\u9ad8\u8bed\u8a00\u6a21\u578b\u751f\u6210\u8fd9\u4e9btoken\u7684\u6982\u7387\u3002\u7814\u7a76\u4eba\u5458\u8fd8\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u5f00\u6e90\u7b97\u6cd5\uff0c\u901a\u8fc7\u7edf\u8ba1\u6d4b\u8bd5\u53ef\u4ee5\u786e\u5b9a\u6c34\u5370\u7684\u5b58\u5728\uff0c\u4ece\u800c\u5b9e\u73b0\u6c34\u5370\u7684\u68c0\u6d4b\u3002<\/li>\n\n\n\n<li>Google DeepMind \u63a8\u51fa\u4e86\u540d\u4e3a SynthID \u7684\u5de5\u5177\uff0c\u53ef\u4ee5\u5c06\u6570\u5b57\u6c34\u5370\u76f4\u63a5\u5d4c\u5165\u56fe\u50cf\u50cf\u7d20\u4e2d\u3002\u867d\u7136\u5bf9\u4eba\u773c\u6765\u8bf4\u662f\u96be\u4ee5\u5bdf\u89c9\uff0c\u4f46\u5b83\u53ef\u4ee5\u7528\u6765\u8bc6\u522b Imagen \u751f\u6210\u7684\u56fe\u50cf\u3002<\/li>\n\n\n\n<li>\u6765\u81ea\u8c37\u6b4c\u3001DeepMind\u3001ETH\u3001\u666e\u6797\u65af\u987f\u5927\u5b66\u548c\u52a0\u5dde\u5927\u5b66\u4f2f\u514b\u5229\u5206\u6821\u7684\u7814\u7a76\u4eba\u5458\u6307\u51fa\uff0cStable Diffusion \u80fd\u591f\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u8bb0\u5fc6\u5355\u4e2a\u56fe\u50cf\uff0c\u5e76\u5728\u751f\u6210\u65f6\u5e26\u51fa\u8fd9\u4e9b\u56fe\u50cf\u3002\u7814\u7a76\u8005\u63d0\u53d6\u4e86\u8d85\u8fc7 1,000 \u5f20\u56fe\u50cf\uff0c\u5176\u4e2d\u5c31\u5305\u542b\u5e26\u6709\u516c\u53f8logo\u7684\u56fe\u7247\u3002\u6b64\u5916\uff0c\u901a\u8fc7\u4ed6\u4eec\u7684\u6570\u636e\u96c6\u8bad\u7ec3\u7684\u7ed3\u679c\u663e\u793a\uff0c\u4e0e\u5176\u4ed6\u751f\u6210\u6a21\u578b\u5982GANs\u76f8\u6bd4\uff0c\u6269\u6563\u6a21\u578b\u66f4\u5bb9\u6613\u4ea7\u751f\u6d88\u6781\u6027\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"410\" height=\"290\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/18-1.png\" alt=\"\" class=\"wp-image-2354\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\">\u6253\u7834\u6570\u636e\u7684\u5929\u82b1\u677f\uff1a\u8fc7\u5ea6\u8bad\u7ec3<\/h2>\n\n\n\n<p><strong>\u5982\u679c\u6211\u4eec\u4e0d\u80fd\u83b7\u5f97\u66f4\u591a\u539f\u59cb\u8bad\u7ec3\u6570\u636e\uff0c\u4e3a\u4ec0\u4e48\u4e0d\u5728\u73b0\u6709\u6570\u636e\u4e0a\u66f4\u591a\u5730\u8bad\u7ec3\u5462\uff1f\u5b9e\u9645\u4e0a\uff0c\u8fd9\u4e2a\u95ee\u9898\u7684\u7b54\u6848\u4ecd\u7136\u53d6\u51b3\u4e8e\u5177\u4f53\u60c5\u51b5\u3002\u76f8\u5173\u7814\u7a76\u8868\u660e\uff0c\u901a\u5e38\u60c5\u51b5\u4e0b\uff0c\u8fdb\u884c\u4e00\u5230\u4e24\u4e2a epochs \u7684\u989d\u5916\u8bad\u7ec3\u662f\u6700\u4f73\u9009\u62e9\u3002\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u518d\u591a\u8fdb\u884c\u51e0\u4e2a epochs \u53ef\u80fd\u4f1a\u6709\u6240\u5e2e\u52a9\uff0c\u4f46\u603b\u7684\u6765\u8bf4\uff0c\u8fdb\u884c\u592a\u591a epochs \u4f1a\u5bfc\u81f4\u8fc7\u62df\u5408\u3002<\/strong><\/p>\n\n\n\n<ul>\n<li>\u5728\u5927\u89c4\u6a21\u6df1\u5ea6\u5b66\u4e60\u65f6\u4ee3\uff0c\u7279\u522b\u662f\u5728 GPT-2 \u4e4b\u540e\uff0c\u6211\u4eec\u53ef\u4ee5\u770b\u5230\u8bb8\u591a\u53d8\u5316\u3002\u5728\u4ee5\u524d\uff0c\u5927\u591a\u6570\u6a21\u578b\u901a\u5e38\u4f1a\u5728\u7ed9\u5b9a\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u591a\u4e2a epoch \u7684\u8bad\u7ec3\u3002\u7136\u800c\uff0c\u968f\u7740\u6a21\u578b\u89c4\u6a21\u7684\u4e0d\u65ad\u589e\u5927\uff0c\u591a\u4e2a epoch \u7684\u8bad\u7ec3\u51e0\u4e4e\u603b\u662f\u5bfc\u81f4\u8fc7\u62df\u5408\u7684\u95ee\u9898\uff0c\u8fd9\u4fc3\u4f7f\u8bb8\u591a\u4ece\u4e1a\u8005\u91c7\u7528\u4e86\u5728\u53ef\u7528\u6570\u636e\u4e0a\u8fdb\u884c\u5355\u4e2a epoch \u8bad\u7ec3\u7684\u7b56\u7565\uff08\u8fd9\u5728\u7406\u8bba\u4e0a\u88ab\u8ba4\u4e3a\u662f\u6700\u4f18\u7684\u505a\u6cd5\uff09\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"998\" height=\"782\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/19-1.png\" alt=\"\" class=\"wp-image-2355\"\/><\/figure><\/div>\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"774\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/20-1.png\" alt=\"\" class=\"wp-image-2356\"\/><\/figure><\/div>\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1044\" height=\"852\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/21-1.png\" alt=\"\" class=\"wp-image-2357\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\"><strong>Vibe check:\u8bc4\u4f30\u901a\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b\u6392\u884c\u699c\u548c&#8221;\u6c1b\u56f4&#8221;<\/strong><\/h2>\n\n\n\n<p><strong>\u968f\u7740\u5f00\u6e90\u548c\u95ed\u6e90 LLM \u7684\u4e0d\u65ad\u589e\u591a\uff0c\u7528\u6237\u53ef\u80fd\u4f1a\u9762\u4e34\u5728\u8bad\u7ec3\u6570\u636e\u4e0a\u5927\u81f4\u76f8\u4f3c\u7684\u5927\u91cf LMM\uff0c\u8fd9\u4e9b\u6a21\u578b\u4e4b\u95f4\u6ca1\u6709\u660e\u663e\u533a\u522b\u3002\u6839\u636e\u4e00\u4e9b\u6311\u6218\u6027\u7684\u57fa\u51c6\u6d4b\u8bd5\uff0c\u65af\u5766\u798f\u5927\u5b66\u7684 HELM \u6392\u884c\u699c\u548c Hugging Face \u7684 LLM \u57fa\u51c6\u4f3c\u4e4e\u5df2\u7ecf\u6210\u4e3a\u8bc4\u4f30\u6a21\u578b\u6027\u80fd\u7684\u6807\u51c6\u3002\u7136\u800c\uff0c\u9664\u4e86\u8fd9\u4e9b\u57fa\u51c6\u6d4b\u8bd5\u6216\u6d4b\u8bd5\u7ec4\u5408\u4e4b\u5916\uff0c\u5bf9\u4e8e\u5982\u6b64\u7075\u6d3b\u7684\u6a21\u578b\uff0c\u7528\u6237\u53ef\u80fd\u66f4\u503e\u5411\u4e8e\u7528\u4e3b\u89c2\u7684\u8bc4\u4f30\u548c\u611f\u89c9\u6765\u5224\u65ad\u6a21\u578b\u7684\u597d\u574f\u3002<\/strong><\/p>\n\n\n\n<ul>\n<li>HELM \u57fa\u51c6\u7684\u5ea7\u53f3\u94ed\u662f\u5c3d\u53ef\u80fd\u5168\u9762\u5730\u8fdb\u884c\u8bc4\u4f30\uff0c\u4ee5\u4fbf\u8ba9\u7528\u6237\u5728\u7279\u5b9a\u60c5\u51b5\u4e0b\u505a\u51fa\u6743\u8861\u3002\u5b83\u5728 42 \u4e2a\u4e0d\u540c\u573a\u666f\uff08\u57fa\u51c6\uff09\u4e0a\u5bf9\u6a21\u578b\u8fdb\u884c\u4e86\u8bc4\u4f30\uff0c\u5171\u6d89\u53ca 59 \u9879\u6307\u6807\u3002\u8fd9\u4e9b\u6307\u6807\u5305\u62ec\u51c6\u786e\u6027\u3001\u7a33\u5065\u6027\u3001\u516c\u5e73\u6027\u3001\u504f\u5dee\u7b49\u591a\u4e2a\u65b9\u9762\u3002<\/li>\n\n\n\n<li>\u4e0e HELM \u4e0d\u540c\uff0cHugging Face \u7684\u57fa\u51c6\u4e3b\u8981\u5173\u6ce8\u5f00\u6e90\u7684\u8bed\u8a00\u6a21\u578b\uff0c\u4e14\u5176\u8bc4\u4f30\u9891\u7387\u4f3c\u4e4e\u66f4\u9ad8\uff08\u5c3d\u7ba1\u8bc4\u4f30\u5927\u6a21\u578b\u7684\u6210\u672c\u4e5f\u66f4\u9ad8\uff09\u3002<\/li>\n\n\n\n<li>\u5c3d\u7ba1\u6709\u8fd9\u4e9b\u76f8\u5bf9\u52a8\u6001\u7684\u57fa\u51c6\uff0c\u4f46\u6839\u636e\u65e0\u6240\u4e0d\u77e5\u7684\u673a\u5668\u5b66\u4e60\u771f\u76f8\u6765\u6e90 X\/Twitter \u7684\u8bf4\u6cd5\uff0c\u7528\u6237\u4f3c\u4e4e\u503e\u5411\u4e8e\u5ffd\u7565\u6392\u540d\uff0c\u800c\u66f4\u4f9d\u8d56\u4e8e\u81ea\u5df1\u7684\u4e3b\u89c2\u201c\u5224\u65ad\u201d\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"614\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/22-2.png\" alt=\"\" class=\"wp-image-2359\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\">\u4ee3\u7801\u9886\u57df\u7684\u8bed\u8a00\u6a21\u578b\u73b0\u72b6<\/h2>\n\n\n\n<p><strong>\u5728\u7f16\u7801\u80fd\u529b\u65b9\u9762\uff0cGPT-4 \u5728\u4ee3\u7801\u89e3\u91ca\u548c\u9ad8\u7ea7\u6570\u636e\u5206\u6790\u7b49\u65b9\u9762\u8868\u73b0\u51fa\u8272\uff0c\u56e0\u6b64\u4e0d\u51fa\u610f\u5916\u5730\u6210\u4e3a\u4f7c\u4f7c\u8005\u3002\u4e00\u4e9b\u5f00\u6e90\u66ff\u4ee3\u8f6f\u4ef6\uff0c\u5982 WizardLM \u7684 WizardCoder-34B \u548c Unnatural CodeLLaMa\uff0c\u5728\u7f16\u7801\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u4e0e ChatGPT \u4e0d\u76f8\u4e0a\u4e0b\uff0c\u4f46\u5b83\u4eec\u5728\u5b9e\u9645\u751f\u4ea7\u4e2d\u7684\u8868\u73b0\u8fd8\u9700\u8981\u8fdb\u4e00\u6b65\u89c2\u5bdf\u3002<\/strong><\/p>\n\n\n\n<ul>\n<li>Unnatural CodeLLaMa \u548c WizardCoder \u4e0d\u4ec5\u5728\u5927\u578b\u9884\u8bad\u7ec3\u7f16\u7801\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u8bad\u7ec3\uff0c\u8fd8\u91c7\u7528\u4e86\u7531 LM \u751f\u6210\u7684\u9644\u52a0\u6307\u4ee4\u5fae\u8c03\u6280\u672f\u3002Meta \u4f7f\u7528\u4e86\u4ed6\u4eec\u81ea\u5df1\u7684\u975e\u81ea\u7136\u6307\u4ee4\uff0c\u800c WizardLM \u5219\u4f7f\u7528\u4e86\u4ed6\u4eec\u7684 EvolInstruct\u3002\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0cCodeLLaMa \u7684\u8bad\u7ec3\u65b9\u5f0f\u4f7f\u6a21\u578b\u80fd\u591f\u8fdb\u884c\u7f16\u7801\uff08\u800c\u4e0d\u4ec5\u4ec5\u662f\u6839\u636e\u5148\u524d\u7684\u6587\u672c\u8fdb\u884c\u8865\u5168\uff09\uff0c\u9664\u4e86 Unnatural CodeLLaMa \u4e4b\u5916\uff0c\u6240\u6709 CodeLLaMa \u6a21\u578b\u90fd\u5df2\u7ecf\u53d1\u5e03\u3002<\/li>\n\n\n\n<li>\u7528\u4e8e\u4ee3\u7801\u7f16\u5199\u7684\u5c0f\u578b LM\uff08\u5305\u62ec replit-code-v1-3b \u548c StarCoder 3B\uff09\u5728\u6267\u884c\u4ee3\u7801\u4efb\u52a1\u65f6\u5177\u6709\u4f4e\u5ef6\u8fdf\u548c\u9ad8\u6027\u80fd\u7684\u7279\u70b9\u3002\u5b83\u4eec\u652f\u6301\u8fb9\u7f18\u63a8\u7406\uff0c\u4f8b\u5982\u5728 Apple Silicon \u4e0a\u7684 ggml\uff0c\u8fd9\u6709\u52a9\u4e8e\u5f00\u53d1 GitHub Copilot \u7b49\u9690\u79c1\u611f\u77e5\u66ff\u4ee3\u54c1\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"197\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/23-2.png\" alt=\"\" class=\"wp-image-2360\"\/><\/figure><\/div>\n\n\n<p>AlphaZero\uff1aDeepMind \u5728\u4f4e\u7ea7\u4ee3\u7801\u4f18\u5316\u9886\u57df\u7684\u6301\u7eed\u8d21\u732e<\/p>\n\n\n\n<p><strong>DeepMind \u53d1\u5e03\u4e86 AlphaDev\uff0c\u8fd9\u662f\u4e00\u6b3e\u57fa\u4e8e AlphaZero \u7684\u6df1\u5ea6 RL \u4ee3\u7406\uff0c\u7528\u4e8e\u5c06\u9ad8\u7ea7\u4ee3\u7801\uff08\u5982 C++\u6216 Python\uff09\u8f6c\u5316\u4e3a\u673a\u5668\u53ef\u8bfb\u7684\u4f4e\u7ea7\u6c47\u7f16\u4ee3\u7801\u3002\u901a\u8fc7\u7b80\u5355\u7684\u5220\u9664\u548c\u7f16\u8f91\u73b0\u6709\u7b97\u6cd5<\/strong><strong>\uff0cAlphaDev \u627e\u5230\u4e86\u4e00\u79cd\u65b9\u6cd5\uff0c\u53ef\u4ee5\u5c06\u5c0f\u5e8f\u5217\u7684\u6392\u5e8f\u901f\u5ea6\u63d0\u9ad8\u4e86 70%\u3002<\/strong><\/p>\n\n\n\n<ul>\n<li>AlphaZero\u66fe\u5728\u56fd\u9645\u8c61\u68cb\u3001\u56f4\u68cb\u548c\u5c06\u68cb\u7b49\u9886\u57df\u8d85\u8d8a\u4e86\u4eba\u7c7b\u6c34\u5e73\uff0c\u751a\u81f3\u53ef\u7528\u4e8e\u6539\u8fdb\u82af\u7247\u8bbe\u8ba1\u3002&nbsp;<\/li>\n\n\n\n<li>AlphaDev \u5c06\u4ee3\u7801\u4f18\u5316\u95ee\u9898\u91cd\u65b0\u5b9a\u4e49\u4e3a\u4e00\u4e2a\u5f3a\u5316\u5b66\u4e60\u95ee\u9898\uff1a\u5728\u65f6\u95f4t\uff0c\u72b6\u6001\u7531\u751f\u6210\u7684\u7b97\u6cd5\u3001\u5185\u5b58\u548c\u5bc4\u5b58\u5668\u7684\u8868\u793a\u7ec4\u6210\uff1b\u7136\u540e\u4ee3\u7406\u7a0b\u5e8f\u4f1a\u6dfb\u52a0\u6216\u5220\u9664\u6307\u4ee4\uff1b\u5176\u5956\u52b1\u4f9d\u8d56\u4e8e\u6b63\u786e\u6027\u548c\u5ef6\u8fdf\u3002<\/li>\n\n\n\n<li>Sort3\u3001Sort4 \u548c Sort5 \u7b97\u6cd5\u80fd\u63d0\u9ad8\u8d85\u8fc7 250K \u957f\u5ea6\u5e8f\u5217\u7684\u6027\u80fd\u81f3 1.7%\u3002\u8fd9\u4e9b\u7b97\u6cd5\u5df2\u5728\u666e\u904d\u4f7f\u7528 LLVM \u5e93\u4e2d\u5f00\u6e90\u3002<\/li>\n\n\n\n<li>\u6709\u8da3\u7684\u662f\uff0c\u901a\u8fc7\u5de7\u5999\u7684\u63d0\u793a\uff0c\u7814\u7a76\u4eba\u5458\u8bbe\u6cd5\u8ba9 GPT-4 \u5bf9 sort3 \u8fdb\u884c\u4e86\u7c7b\u4f3c\u4e8e AlphaDev \u7684\u4f18\u5316\uff08\u975e\u5e38\u7b80\u5355\uff09\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"611\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/24-1.png\" alt=\"\" class=\"wp-image-2361\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\">\u6211\u4eec\u5728\u54ea\u91cc\u63d0\u793a\uff1f\u6df1\u547c\u5438&#8230;&#8230;\u8fd9\u53d8\u5f97\u8d8a\u6765\u8d8a\u590d\u6742<\/h2>\n\n\n\n<p><strong>Prompt \u7684\u8d28\u91cf\u4f1a\u5bf9\u4efb\u52a1\u7684\u6267\u884c\u4ea7\u751f\u91cd\u5927\u5f71\u54cd\u3002\u601d\u7ef4\u94fe prompt\uff08CoT\uff09\u8981\u6c42\u5927\u8bed\u8a00\u6a21\u578b\u989d\u5916\u8f93\u51fa\u4e2d\u95f4\u63a8\u7406\u6b65\u9aa4\uff0c\u4ece\u800c\u63d0\u9ad8\u4e86\u6027\u80fd\u3002\u601d\u7ef4\u6811\uff08ToT\uff09\u5219\u901a\u8fc7\u591a\u6b21\u91c7\u6837\uff0c\u5e76\u5c06\u201c\u601d\u7ef4\u201d\u8868\u793a\u4e3a\u6811\u72b6\u7ed3\u6784\u4e2d\u7684\u8282\u70b9\uff0c\u8fdb\u4e00\u6b65\u63d0\u9ad8\u4e86\u6027\u80fd\u3002<\/strong><\/p>\n\n\n\n<ul>\n<li>ToT \u7684\u6811\u5f62\u7ed3\u6784\u53ef\u4ee5\u901a\u8fc7\u591a\u79cd\u641c\u7d22\u7b97\u6cd5\u8fdb\u884c\u63a2\u7d22\u3002\u4e3a\u4e86\u66f4\u597d\u5730\u5229\u7528\u8fd9\u79cd\u641c\u7d22\uff0cLLM \u8fd8\u9700\u8981\u4e3a\u8282\u70b9\u8d4b\u503c\uff0c\u4f8b\u5982\u5c06\u5176\u5212\u5206\u4e3a\u80af\u5b9a\u3001\u53ef\u80fd\u6216\u4e0d\u53ef\u80fd\u3002\u601d\u7ef4\u56fe\uff08GoT\uff09\u5219\u901a\u8fc7\u5c06\u7c7b\u4f3c\u7684\u8282\u70b9\u7ec4\u5408\u5728\u4e00\u8d77\uff0c\u5c06\u63a8\u7406\u6811\u8f6c\u5316\u4e3a\u56fe\u7684\u5f62\u5f0f\u3002<\/li>\n\n\n\n<li>\u4e8b\u5b9e\u8bc1\u660e\uff0cLLMs \u4e5f\u53ef\u4ee5\u6210\u4e3a\u51fa\u8272\u7684\u63d0\u793a\u5de5\u7a0b\u5e08\u3002\u5728 10 \u4e2a\u63a8\u7406\u4efb\u52a1\u4e2d\uff0cAuto-CoT \u7684\u8868\u73b0\u8fbe\u5230\u6216\u8d85\u8fc7\u4e86 CoT\u3002\u81ea\u52a8\u63d0\u793a\u5de5\u7a0b\u5e08\uff08APE\uff09\u5728 24 \u9879\u4efb\u52a1\u4e2d\u6709 19 \u9879\u8868\u73b0\u76f8\u540c\u3002APE \u8bbe\u8ba1\u7684\u63d0\u793a\u8fd8\u53ef\u4ee5\u5f15\u5bfc\u6a21\u578b\u671d\u7740\u771f\u5b9e\u6027\u6216\u4fe1\u606f\u6027\u65b9\u5411\uff08truthfulness and\/or informativeness\uff09\u53d1\u5c55\u3002\u63d0\u793a\u4f18\u5316\uff08OPRO\uff09\u7684\u7ed3\u679c\u663e\u793a\uff0c\u5728 GSM8K \u548c Big-Bench Hard \u4e0a\uff0c\u7ecf\u8fc7\u4f18\u5316\u7684\u63d0\u793a\u660e\u663e\u4f18\u4e8e\u4eba\u5de5\u8bbe\u8ba1\u7684\u63d0\u793a\uff0c\u6709\u65f6\u751a\u81f3\u4f1a\u63d0\u9ad850% \u4ee5\u4e0a\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"554\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/25-1.png\" alt=\"\" class=\"wp-image-2362\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\">\u53ca\u65f6\u8fdb\u884c<s>\u5de5\u7a0b<\/s>&nbsp;Prompt \u8bd5\u9519<\/h2>\n\n\n\n<p><strong>\u4e0b\u6e38\u4efb\u52a1\u7684\u6210\u529f\u5f88\u5927\u7a0b\u5ea6\u4e0a\u4f9d\u8d56\u4e8e\u5e95\u5c42\u7684 LLM \u6027\u80fd\u3002\u7136\u800c\uff0c\u5c3d\u7ba1 GPT \u6a21\u578b\u5728\u4e0d\u65ad\u66f4\u65b0\uff0cOpenAI \u5e76\u6ca1\u6709\u516c\u5f00\u6bcf\u4e2a GPT \u6a21\u578b\u7248\u672c\u7684\u5177\u4f53\u66f4\u6539\u7ec6\u8282\u3002\u6839\u636e\u7528\u6237\u7684\u53cd\u9988\uff0c\u540c\u4e00\u7248\u672c\u7684 LLM \u6027\u80fd\u53ef\u80fd\u4f1a\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u51fa\u73b0\u663e\u8457\u53d8\u5316\u3002\u56e0\u6b64\uff0c\u6bcf\u4e2a\u7528\u6237\u90fd\u9700\u8981\u6301\u7eed\u76d1\u6d4b\u6027\u80fd\u5e76\u4e0d\u65ad\u66f4\u65b0\u4ed6\u4eec\u7684\u63d0\u793a\uff0c\u4ee5\u786e\u4fdd\u53d6\u5f97\u6700\u4f73\u7ed3\u679c\u3002<\/strong><\/p>\n\n\n\n<ul>\n<li>\u62a5\u544a\u663e\u793a\uff0c2023 \u5e74 3 \u6708\u548c 2023 \u5e74 6 \u6708\u7248\u672c\u7684 GPT3.5 \u548c GPT4 \u5728\u6570\u5b66\u95ee\u9898\uff08\u5982\u4e0b\u56fe\uff09\u3001\u654f\u611f\u95ee\u9898\u3001\u610f\u89c1\u8c03\u67e5\u3001\u77e5\u8bc6\u95ee\u9898\u3001\u751f\u6210\u4ee3\u7801\u3001\u7f8e\u56fd\u533b\u7597\u6267\u7167\u6d4b\u8bd5\u548c\u89c6\u89c9\u63a8\u7406\u7b49\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u5404\u4e0d\u76f8\u540c\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1010\" height=\"240\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/26-1.png\" alt=\"\" class=\"wp-image-2363\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\">\u6b22\u8fce Agent Smith\uff1aLLM \u6b63\u5728\u5b66\u4f1a\u4f7f\u7528\u8f6f\u4ef6<\/h2>\n\n\n\n<p><strong>\u76ee\u524d\uff0cLLM \u5bf9\u7ecf\u6d4e\u7684\u6700\u76f4\u63a5\u5f71\u54cd\u4e4b\u4e00\u662f\u5b83\u4eec\u80fd\u591f\u6267\u884c\u5bf9\u5404\u79cd\u5916\u90e8\u5de5\u5177\u7684\u8c03\u7528\u3002\u6700\u663e\u800c\u6613\u89c1\u7684\u5de5\u5177\u4e4b\u4e00\u662f\u7f51\u7edc\u6d4f\u89c8\u5668\uff0c\u5b83\u5141\u8bb8\u6a21\u578b\u4fdd\u6301\u66f4\u65b0\u3002\u4e0d\u8fc7\uff0c\u4ece\u4e1a\u8005\u4e5f\u53ef\u4ee5\u901a\u8fc7 API \u8c03\u7528\u5bf9\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u4ee5\u4f7f\u5176\u80fd\u591f\u4f7f\u7528\u51e0\u4e4e\u4efb\u4f55\u53ef\u80fd\u7684\u5de5\u5177\u3002<\/strong><\/p>\n\n\n\n<ul>\n<li>Meta \u548c\u5e9e\u57f9\u6cd5\u5e03\u62c9\u5927\u5b66\u7684 Toolformer \u662f\u4f7f\u7528 LLM \u5de5\u5177\u7684\u4e00\u4e2a\u4f8b\u5b50\uff0c\u7814\u7a76\u4eba\u5458\u4ee5\u81ea\u76d1\u7763\u7684\u65b9\u5f0f\u8bad\u7ec3\u57fa\u4e8eGPT-J \u7684\u6a21\u578b\u3002\u4ed6\u4eec\u7684\u6a21\u578b\u80fd\u591f\u51b3\u5b9a\u8c03\u7528\u54ea\u4e9b API\u3001\u4f55\u65f6\u8c03\u7528\u3001\u4f20\u9012\u54ea\u4e9b\u53c2\u6570\u4ee5\u53ca\u5982\u4f55\u6700\u597d\u5730\u5c06API\u8c03\u7528\u7ed3\u679c\u6574\u5408\u5230\u672a\u6765\u7684token\u9884\u6d4b\u4e2d\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0cToolformer \u4f1a\u5bf9 API \u8c03\u7528\u8fdb\u884c\u91c7\u6837\uff0c\u53ea\u4fdd\u7559\u90a3\u4e9b\u6709\u52a9\u4e8e\u964d\u4f4e\u8bad\u7ec3\u635f\u5931\u7684 API \u8c03\u7528\u3002<\/li>\n\n\n\n<li>\u4e00\u4e9b\u6a21\u578b\u7684\u5173\u6ce8\u8303\u56f4\u76f8\u5bf9\u72ed\u7a84\uff0c\u6bd4\u5982\u8c37\u6b4c\u7684 Mind&#8217;s eye \u6a21\u578b\uff0c\u5b83\u4e13\u6ce8\u4e8e\u4f7f\u7528\u7269\u7406\u6a21\u62df\u6765\u56de\u7b54\u7269\u7406\u63a8\u7406\u95ee\u9898\u3002\u800c\u5176\u4ed6\u4e00\u4e9b\u6a21\u578b\u5219\u5c06\u8fd9\u79cd\u65b9\u6cd5\u6269\u5c55\u5230\u6570\u4ee5\u4e07\u8ba1\u53ef\u80fd\u7684\u5916\u90e8\u5de5\u5177\u3002<\/li>\n\n\n\n<li>\u80fd\u591f\u4f7f\u7528\u5916\u90e8\u5de5\u5177\u7684 LLM \u73b0\u5728\u901a\u5e38\u88ab\u79f0\u4e3a\u201cagents\u201d\u3002\u5728\u5b9e\u9645\u5e94\u7528\u9886\u57df\uff0c\u4e1a\u754c\u548c\u5f00\u6e90\u793e\u533a\u5df2\u7ecf\u8bbe\u8ba1\u4e86\u591a\u79cd\u5de5\u5177\uff0c\u5176\u4e2d\u6700\u8457\u540d\u7684\u5305\u62ec ChatGPT \u63d2\u4ef6\u3001Auto-GPT\u548c BabyAGI \u7b49\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"600\" height=\"282\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/27-1.png\" alt=\"\" class=\"wp-image-2364\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\">\u4f7f\u7528 LLM \u8fdb\u884c\u5f00\u653e\u5f0f\u5b66\u4e60<\/h2>\n\n\n\n<p><strong>LLM \u5177\u5907\u4ee3\u7801\u751f\u6210\u548c\u6267\u884c\u80fd\u529b\uff0c\u4f7f\u5176\u53ef\u4ee5\u6210\u4e3a\u5f00\u653e\u4e16\u754c\u4e2d\u5f3a\u5927\u7684\u89c4\u5212\u4ee3\u7406\u3002\u4e00\u4e2a\u663e\u8457\u7684\u4f8b\u5b50\u662f Voyager\uff0c\u8fd9\u662f\u4e00\u4e2a\u57fa\u4e8e GPT-4 \u7684\u4ee3\u7406\uff0c\u5b83\u5177\u5907\u5728 Minecraft \u4e2d\u8fdb\u884c\u63a8\u7406\u3001\u63a2\u7d22\u548c\u6280\u80fd\u5b66\u4e60\u7684\u80fd\u529b\u3002<\/strong><\/p>\n\n\n\n<ul>\n<li>\u901a\u8fc7\u8fed\u4ee3\u6539\u8fdb\u63d0\u793a\uff0cVoyager \u53ef\u4ee5\u751f\u6210\u53ef\u6267\u884c\u7684\u4ee3\u7801\u6765\u5b8c\u6210 Minecraft \u4e2d\u7684\u4efb\u52a1\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cGPT-4 \u5f88\u53ef\u80fd\u5df2\u7ecf\u63a5\u89e6\u8fc7\u5927\u91cf\u4e0e Minecraft \u76f8\u5173\u7684\u6570\u636e\uff0c\u56e0\u6b64\u8fd9\u79cd\u65b9\u6cd5\u53ef\u80fd\u4e0d\u9002\u7528\u4e8e\u5176\u4ed6\u6e38\u620f\u9886\u57df\u3002<\/li>\n\n\n\n<li>\u8be5 agent \u901a\u8fc7 Minecraft API \u7684 JavaScript \u4ee3\u7801\u4e0e\u73af\u5883\u8fdb\u884c\u4ea4\u4e92\u3002\u5982\u679c\u751f\u6210\u7684\u4ee3\u7801\u6210\u529f\u5b8c\u6210\u4efb\u52a1\uff0c\u5b83\u5c06\u88ab\u5b58\u50a8\u4e3a\u4e00\u4e2a\u65b0\u7684\u201c\u6280\u80fd\u201d\uff0c\u5426\u5219 GPT-4 \u5c06\u518d\u6b21\u63d0\u793a\u9519\u8bef\u3002<\/li>\n\n\n\n<li>GPT-4\u6839\u636e Voyager \u7684\u72b6\u6001\u751f\u6210\u4efb\u52a1\u6d41\u7a0b\uff0c\u9f13\u52b1\u5b83\u89e3\u51b3\u9010\u6e10\u589e\u52a0\u4efb\u52a1\u7684\u96be\u5ea6\u3002<\/li>\n\n\n\n<li>\u5373\u4f7f\u6ca1\u6709\u7ecf\u8fc7\u4e13\u95e8\u7684\u8bad\u7ec3\uff0cVoyager \u83b7\u5f97\u7684\u72ec\u7279\u7269\u54c1\u6570\u91cf\u6bd4\u4ee5\u524d\u7684 SOTA \u591a\u4e86 3.3 \u500d\uff0c\u65c5\u884c\u8ddd\u79bb\u589e\u52a0\u4e86 2.3 \u500d\uff0c\u89e3\u9501\u5173\u952e\u6280\u672f\u91cc\u7a0b\u7891\u7684\u901f\u5ea6\u4e5f\u6bd4\u4ee5\u524d\u7684 SOTA \u5feb\u4e86 15.3 \u500d\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"642\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/28-1.png\" alt=\"\" class=\"wp-image-2365\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\">\u4f7f\u7528\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u63a8\u7406\u5c31\u662f\u4f7f\u7528\u4e16\u754c\u6a21\u578b\u8fdb\u884c\u89c4\u5212<\/h2>\n\n\n\n<p><strong>\u63a8\u7406\u4e00\u76f4\u88ab\u8ba4\u4e3a\u662f\u5728\u641c\u7d22\u53ef\u80fd\u7ed3\u679c\u7684\u7a7a\u95f4\u4e2d\uff0c\u4ee5\u627e\u5230\u6700\u4f73\u7ed3\u679c\u3002\u7531\u4e8e LLM \u5305\u542b\u4e86\u4e30\u5bcc\u7684\u4e16\u754c\u4fe1\u606f\uff0c\u5b83\u4eec\u4e3a\u751f\u6210\u8fd9\u4e2a\u63a8\u7406\u7a7a\u95f4\uff08\u901a\u5e38\u79f0\u4e3a\u4e16\u754c\u6a21\u578b\uff09\u63d0\u4f9b\u4e86\u673a\u4f1a\uff0c\u5141\u8bb8\u89c4\u5212\u7b97\u6cd5\u5728\u5176\u4e2d\u8fdb\u884c\u63a2\u7d22\u3002\u89c4\u5212\u63a8\u7406 Reasoning via Planning(RAP) \u4f7f\u7528\u8499\u7279\u5361\u6d1b\u6811\u641c\u7d22\u7b49\u65b9\u6cd5\uff0c\u4ee5\u9ad8\u6548\u5730\u627e\u5230\u9ad8\u56de\u62a5\u7684\u63a8\u7406\u8def\u5f84<\/strong>\u3002<\/p>\n\n\n\n<ul>\n<li>\u4e16\u754c\u6a21\u578b\u53ef\u4ee5\u751f\u6210\u4e00\u4e2a\u884c\u52a8\uff0c\u5e76\u9884\u6d4b\u91c7\u53d6\u8be5\u884c\u52a8\u540e\u7684\u4e0b\u4e00\u4e2a\u72b6\u6001\u3002\u4e0e\u4ec5\u9884\u6d4b\u4e0b\u4e00\u6b65\u884c\u52a8\u800c\u4e0d\u9884\u6d4b\u4e0b\u4e00\u4e2a\u4e16\u754c\u72b6\u6001\u7684\u201c\u601d\u7ef4\u94fe\u201d\u65b9\u6cd5\u76f8\u6bd4\uff0c\u8fd9\u79cd\u65b9\u6cd5\u80fd\u591f\u751f\u6210\u63a8\u7406\u8def\u5f84\uff0c\u4f7f LM \u66f4\u5177\u8fde\u8d2f\u6027\u3002<\/li>\n\n\n\n<li>\u6b64\u5916\uff0c\u53ef\u4ee5\u4ece LM \u4e2d\u83b7\u53d6\u5956\u52b1\uff0c\u7ef4\u6301\u72b6\u6001\u52a8\u4f5c\u4ef7\u503c\u51fd\u6570\uff08State-action Value Function\uff09\uff0c\u4ee5\u4fbf\u4f7f\u7528\u8499\u7279\u5361\u6d1b\u6811\u641c\u7d22\uff08MCTS\uff09\u8fdb\u884c\u89c4\u5212\u3002<\/li>\n\n\n\n<li>\u867d\u7136 RAP \u7684\u6210\u672c\u8981\u9ad8\u5f97\u591a\uff0c\u4f46\u5b83\u5728\u8ba1\u5212\u751f\u6210\u3001\u6570\u5b66\u63a8\u7406\u548c\u903b\u8f91\u63a8\u7406\u65b9\u9762\u7684\u8868\u73b0\u5374\u4f18\u4e8e\u601d\u7ef4\u94fe\u63a8\u7406\u65b9\u6cd5\u3002\u5728 Blocksworld \u73af\u5883\u8bbe\u7f6e\u4e2d\uff0cLLaMA-33B \u4e0a\u7684 RAP \u751a\u81f3\u4f18\u4e8e GPT-4 \u4e0a\u7684 CoT\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"540\" height=\"327\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/29-1.png\" alt=\"\" class=\"wp-image-2366\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\">GPT-4 \u901a\u8fc7\u5b66\u4e60\u8bba\u6587\u548c\u63a8\u7406\u7684\u65b9\u5f0f\u80dc\u8fc7\u4e86 RL \u7b97\u6cd5<\/h2>\n\n\n\n<p><strong>\u53e6\u4e00\u4e2a\u57fa\u4e8e GPT-4 \u7684\u7eaf\u6587\u672c\u4ee3\u7406\u662f SPRING\uff0cSPRING \u5728\u5f00\u653e\u4e16\u754c\u6e38\u620f\u4e2d\u7684\u8868\u73b0\u4f18\u4e8e\u6700\u5148\u8fdb\u7684 RL \u57fa\u7ebf\u4e14\u672a\u7ecf\u8fc7\u8bad\u7ec3\u3002\u5b83\u5177\u5907\u9605\u8bfb\u6e38\u620f\u521d\u59cb\u5b66\u672f\u8bba\u6587\u7684\u80fd\u529b\uff0c\u5e76\u901a\u8fc7 LLM \u6765\u8fdb\u884c\u6e38\u620f\u3002<\/strong><\/p>\n\n\n\n<p>RL \u4e00\u76f4\u4ee5\u6765\u90fd\u662f\u5904\u7406\u7c7b\u4f3c Minecraft \u548c Crafter \u6e38\u620f\u95ee\u9898\u7684\u9996\u9009\u65b9\u6cd5\uff0c\u5c3d\u7ba1\u5b83\u5728\u6837\u672c\u9ad8\u590d\u6742\u6027\u548c\u6574\u5408\u5148\u9a8c\u77e5\u8bc6\u65b9\u9762\u5b58\u5728\u4e00\u5b9a\u7684\u9650\u5236\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0cLLM \u53ef\u4ee5\u5904\u7406\u8bba\u6587\u7684 LaTeX \u6e90\u4ee3\u7801\uff0c\u5e76\u901a\u8fc7 QA \u6846\u67b6\uff08\u91c7\u7528\u95ee\u9898\u4f5c\u4e3a\u8282\u70b9\u3001\u5173\u7cfb\u4f5c\u4e3a\u8fb9\u7684\u6709\u5411\u65e0\u73af\u56fe\uff08DAG\uff09\uff09\u8fdb\u884c\u63a8\u7406\uff0c\u4ece\u800c\u6267\u884c\u73af\u5883\u64cd\u4f5c\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"442\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/640-1.png\" alt=\"\" class=\"wp-image-2368\"\/><\/figure><\/div>\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"446\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/640-1-1.png\" alt=\"\" class=\"wp-image-2369\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\">\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\uff1aGPT-4 \u80dc\u51fa\uff08\u4f46 API \u8bbf\u95ee\u4ecd\u53d7\u9650\u5236\uff09<\/h2>\n\n\n\n<p><strong>\u5728\u4e00\u9879\u65b0\u7684\u89c6\u89c9\u6307\u4ee4\u57fa\u51c6\uff08VisIT-Bench\uff09\u6d4b\u8bd5\u4e2d\uff0c\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u4e0e\u7ecf\u4eba\u7c7b\u9a8c\u8bc1\u7684 GPT4 \u8fdb\u884c\u4e86\u5bf9\u6bd4\u6d4b\u8bd5\uff0c\u7ed3\u679c\u663e\u793a\u5927\u591a\u6570\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u6ca1\u6709\u8fbe\u5230\u9884\u671f\u76ee\u6807\u3002<\/strong><\/p>\n\n\n\n<ul>\n<li>\u6839\u636e\u4eba\u5de5\u8bc4\u4f30\u4eba\u5458\u7684\u8bc4\u4f30\uff0cLLaMa-Adapter-v2 \u88ab\u8ba4\u4e3a\u662f\u6700\u4f73\u6a21\u578b\uff0c\u5c3d\u7ba1\u5728 VisIT-Bench \u4e0a\u4ec5\u6709 27.4% \u7684\u6848\u4f8b\u80dc\u8fc7\u4e86 GPT-4 \u9a8c\u8bc1\u7684\u53c2\u8003\u5b57\u5e55\u3002<\/li>\n\n\n\n<li>\u4eca\u5e74\u65e9\u4e9b\u65f6\u5019\uff0cSalesforce \u63a8\u51fa\u7684\u4e00\u6b3e\u591a\u6a21\u6001\u6a21\u578b BLIP-2 \u8131\u9896\u800c\u51fa\u3002\u5b83\u6bd4 GPT4 \u63a8\u51fa\u5f97\u66f4\u65e9\uff0c\u6027\u80fd\u4f18\u4e8e\u95ed\u6e90\u7684 Flamingo \u5728 VQAv2 \u4e0a\uff0c\u800c\u4e14\u53ef\u8bad\u7ec3\u53c2\u6570\u8981\u5c11 54 \u500d\u3002\u5b83\u4f7f\u7528\u4e86\u4e00\u4e2a\u73b0\u6210\u7684\u51bb\u7ed3\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\uff0c\u4e00\u4e2a\u73b0\u6210\u7684\u51bb\u7ed3\u7684\u9884\u8bad\u7ec3\u56fe\u50cf\u7f16\u7801\u5668\uff0c\u5e76\u53ea\u8bad\u7ec3\u4e86\u4e00\u4e2a\u5c0f\u578b\u7684 Transformer \u6a21\u578b\u3002&nbsp;<\/li>\n\n\n\n<li>\u7136\u800c\uff0c\u5728 VisIT-Bench \u4e0a\uff0cBLIP-2 \u7684\u6539\u8fdb\u7248\u672c InstructBLIP \u4ec5\u5728 12.3% \u7684\u60c5\u51b5\u4e0b\u80dc\u8fc7\u4e86 GPT-4 \u9a8c\u8bc1\u7684\u53c2\u8003\u5b57\u5e55\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"502\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/31.png\" alt=\"\" class=\"wp-image-2370\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\"><strong>\u5229\u7528 LLM \u548c\u4e16\u754c\u77e5\u8bc6\u8fdb\u884c\u591f\u6210\u6027\u89c6\u89c9\u63a8\u7406<\/strong><\/h2>\n\n\n\n<p><strong>VisProg \u548c ViperGPT \u662f\u4e24\u79cd\u65b9\u6cd5\uff0c\u5b83\u4eec\u6f14\u793a\u4e86\u5728\u8f93\u5165\u5305\u542b\u6709\u5173\u56fe\u50cf\u7684\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u540e\uff0cLLM \u5982\u4f55\u5c06\u8fd9\u4e9b\u67e5\u8be2\u5206\u89e3\u4e3a\u4e00\u7cfb\u5217\u53ef\u89e3\u91ca\u7684\u6b65\u9aa4\uff0c\u5e76\u8c03\u7528\u9884\u5b9a\u4e49\u7684\u89c6\u89c9\u4efb\u52a1API\u51fd\u6570\u3002<\/strong><\/p>\n\n\n\n<ul>\n<li>\u89c6\u89c9\u7f16\u7a0b\u65b9\u6cd5\u65e8\u5728\u901a\u8fc7\u7ec4\u5408\u591a\u6b65\u63a8\u7406\u800c\u4e0d\u662f\u7aef\u5230\u7aef\u591a\u4efb\u52a1\u8bad\u7ec3\u6765\u6784\u5efa\u901a\u7528\u89c6\u89c9\u7cfb\u7edf\u3002\u8fd9\u4e24\u79cd\u65b9\u6cd5\u90fd\u4f7f\u7528\u5b8c\u5168\u73b0\u6210\u7684\u7ec4\u4ef6\u3002&nbsp; &nbsp;<\/li>\n\n\n\n<li>\u7528\u4e8e\u8c03\u7528\u73b0\u6709 SOTA \u6a21\u578b\uff08\u5982\u8bed\u4e49\u5206\u5272\u3001\u7269\u4f53\u68c0\u6d4b\u3001\u6df1\u5ea6\u4f30\u8ba1\uff09\u7684\u89c6\u89c9\u539f\u8bed\uff08primitives\uff09\u7684\u5e94\u7528\u7a0b\u5e8f\u63a5\u53e3\u3002&nbsp;<\/li>\n\n\n\n<li>ViperGPT \u4f7f\u7528 Codex \u76f4\u63a5\u751f\u6210\u57fa\u4e8e API \u7684 Python \u7a0b\u5e8f\uff0c\u53ef\u901a\u8fc7 Python \u89e3\u91ca\u5668\u6267\u884c\u3002VisProg \u5219\u901a\u8fc7\u793a\u4f8b\u7684\u4f2a\u4ee3\u7801\uff08Pseudocode\uff09\u6307\u4ee4\u6765\u63d0\u793a GPT-3\u5e76\u5c06\u5176\u89e3\u91ca\u4e3a\u201c\u89c6\u89c9\u7a0b\u5e8f\u201d\uff0c\u8fd9\u4e00\u8fc7\u7a0b\u4f9d\u8d56\u4e8e LLM \u7684\u4e0a\u4e0b\u6587\u5b66\u4e60\u3002&nbsp;<\/li>\n\n\n\n<li>\u901a\u8fc7\u5728\u5927\u89c4\u6a21\u7684\u4e92\u8054\u7f51\u6570\u636e\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0cLLM \u62e5\u6709\u6765\u81ea\u5168\u7403\u77e5\u8bc6\u7684\u8f85\u52a9\uff0c\u53ef\u4ee5\u7528\u4e8e\u6267\u884c\u89c6\u89c9\u63a8\u7406\u4efb\u52a1\u3002\uff08\u4f8b\u5982\uff0c\u57fa\u4e8e\u5df2\u68c0\u6d4b\u5230\u7684\u4fe1\u606f\u5728\u56fe\u50cf\u4e2d\u67e5\u8be2\u975e\u9152\u7cbe\u996e\u6599\u7684\u54c1\u724c\u3002\uff09\u8fd9\u4e24\u79cd\u65b9\u6cd5\u5728\u5404\u79cd\u590d\u6742\u7684\u89c6\u89c9\u4efb\u52a1\u4e2d\u90fd\u5c55\u73b0\u51fa\u4e86 SOTA \u7684\u6548\u679c\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"978\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/32.png\" alt=\"\" class=\"wp-image-2371\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\"><strong>\u5229\u7528 LLM \u5b9e\u73b0\u81ea\u52a8\u9a7e\u9a76<\/strong><\/h2>\n\n\n\n<p><strong>LINGO-1 \u662f Wayve \u7684\u4e00\u79cd\u89c6\u89c9 &#8211; \u8bed\u8a00 &#8211; \u884c\u52a8\u6a21\u578b\uff0c\u5b83\u53ef\u4ee5\u4e3a\u9a7e\u9a76\u63d0\u4f9b\u89e3\u91ca\uff0c\u5305\u62ec\u6709\u5173\u9a7e\u9a76\u884c\u4e3a\u6216\u9a7e\u9a76\u573a\u666f\u7684\u4fe1\u606f\u3002\u6b64\u5916\uff0c\u5b83\u8fd8\u80fd\u591f\u901a\u8fc7\u5bf9\u8bdd\u65b9\u5f0f\u56de\u7b54\u95ee\u9898\u3002\u5728\u63d0\u9ad8\u7aef\u5230\u7aef\u9a7e\u9a76\u6a21\u578b\u7684\u53ef\u89e3\u91ca\u6027\uff0c\u4ee5\u53ca\u6539\u8fdb\u63a8\u7406\u548c\u89c4\u5212\u65b9\u9762\uff0cLINGO-1 \u6709\u53ef\u80fd\u662f\u4e00\u4e2a\u53d8\u9769\u8005\u3002<\/strong><\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"278\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/33.png\" alt=\"\" class=\"wp-image-2372\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\"><strong>PaLM-E\uff1a\u673a\u5668\u4eba\u6280\u672f\u7684\u57fa\u7840\u6a21\u578b<\/strong><strong><\/strong><\/h2>\n\n\n\n<p><strong>PaLM-E \u662f\u4e00\u4e2a\u901a\u7528\u6a21\u578b\uff0c\u62e5\u6709 562 \u4ebf\u4e2a\u53c2\u6570\uff0c\u57fa\u4e8e\u89c6\u89c9\u3001\u8bed\u8a00\u548c\u673a\u5668\u4eba\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\u3002\u5b83\u5177\u5907\u5b9e\u65f6\u63a7\u5236\u673a\u68b0\u624b\u7684\u80fd\u529b\uff0c\u5e76\u4e14\u5728\u89c6\u89c9\u95ee\u7b54\uff08VQA\uff09\u57fa\u51c6\u4efb\u52a1\u4e0a\u8868\u73b0\u51fa\u65b0\u7684\u6700\u5148\u8fdb\u6c34\u5e73\u3002\u7531\u4e8e\u5176\u7efc\u5408\u7684\u667a\u80fd\u7279\u6027\uff0cPaLM-E\u5728\u7eaf\u8bed\u8a00\u4efb\u52a1\u4e2d\uff0c\u7279\u522b\u662f\u6d89\u53ca\u5730\u7406\u7a7a\u95f4\u63a8\u7406\u7684\u4efb\u52a1\u65b9\u9762\uff0c\u80dc\u8fc7\u4e86\u7eaf\u6587\u672c\u8bed\u8a00\u6a21\u578b\u3002<\/strong><\/p>\n\n\n\n<ul>\n<li>\u8be5\u6a21\u578b\u7ed3\u5408\u4e86 PaLM-540B \u548c ViT-22B\uff0c\u5141\u8bb8\u5c06\u6587\u672c\u3001\u56fe\u50cf\u548c\u673a\u5668\u4eba\u72b6\u6001\u4f5c\u4e3a\u8f93\u5165\uff0c\u8fd9\u4e9b\u8f93\u5165\u88ab\u7f16\u7801\u5230\u4e0e\u5355\u8bcd token \u5d4c\u5165\u76f8\u540c\u7684\u7a7a\u95f4\u4e2d\uff0c\u7136\u540e\u8f93\u5165\u5230\u8bed\u8a00\u6a21\u578b\u4e2d\u4ee5\u7528\u4e8e\u6267\u884c\u4e0b\u4e00\u4e2a token \u7684\u9884\u6d4b\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"383\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/34.png\" alt=\"\" class=\"wp-image-2373\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\">\u4ece\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u5230\u4f4e\u7ea7\u673a\u5668\u4eba\u63a7\u5236\uff1aRT-2<\/h2>\n\n\n\n<p><strong>\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u901a\u8fc7\u6301\u7eed\u5fae\u8c03\u6765\u6539\u8fdb\u5e95\u5c42\u7b56\u7565\uff0c\u8868\u73b0\u51fa\u5353\u8d8a\u7684\u64cd\u4f5c\u5bf9\u8c61\u6027\u80fd\u3002\u5b83\u4eec\u8fd8\u80fd\u591f\u4fdd\u6301\u5728\u7f51\u7edc\u89c4\u6a21\u6570\u636e\u4e0a\u8fdb\u884c\u63a8\u7406\u7684\u80fd\u529b\u3002<\/strong><\/p>\n\n\n\n<ul>\n<li>RT-2 \u5c06\u52a8\u4f5c\u8868\u793a\u4e3a token\uff0c\u5e76\u901a\u8fc7\u8bad\u7ec3\u89c6\u89c9-\u8bed\u8a00-\u52a8\u4f5c\u6a21\u578b\u6765\u5b9e\u73b0\u3002RT-2 \u5e76\u975e\u7b80\u5355\u5730\u57fa\u4e8e\u673a\u5668\u4eba\u6570\u636e\u8fdb\u884c\u5fae\u8c03\uff0c\u800c\u662f\u901a\u8fc7\u4f7f\u7528\u673a\u5668\u4eba\u52a8\u4f5c\uff08\u673a\u5668\u4eba\u672b\u7aef\u6267\u884c\u5668\u7684 6-DoF \u4f4d\u7f6e\u548c\u65cb\u8f6c\u4f4d\u79fb\uff09\u5bf9 PaLI-X \u548c PaLM-E \u8fdb\u884c\u8054\u5408\u5fae\u8c03\u3002<\/li>\n\n\n\n<li>\u4e92\u8054\u7f51\u89c4\u6a21\u7684\u8bad\u7ec3\u4f7f\u6a21\u578b\u80fd\u591f\u5728\u9762\u5bf9\u65b0\u9896\u7684\u7269\u4f53\u65f6\u8fdb\u884c\u6cdb\u5316\uff0c\u89e3\u91ca\u90a3\u4e9b\u4e0d\u5305\u542b\u5728\u673a\u5668\u4eba\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u547d\u4ee4\uff0c\u5e76\u8fdb\u884c\u8bed\u4e49\u63a8\u7406\uff08\u5224\u65ad\u9009\u62e9\u54ea\u4e2a\u7269\u4f53\u6765\u4ee3\u66ff\u9524\u5b50\uff09\u3002<\/li>\n\n\n\n<li>\u4e3a\u4e86\u5b9e\u73b0\u9ad8\u6548\u7684\u5b9e\u65f6\u63a8\u7406\uff0cRT-2 \u6a21\u578b\u88ab\u90e8\u7f72\u5728\u591a TPU \u4e91\u670d\u52a1\u4e2d\u3002\u6700\u5927\u7684 RT-2 \u6a21\u578b\uff0855B \u53c2\u6570\uff09\u53ef\u4ee5\u4ee5 1-3Hz \u7684\u9891\u7387\u8fd0\u884c\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"401\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/35.png\" alt=\"\" class=\"wp-image-2374\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\">\u4ece\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u5230\u4f4e\u5c42\u6b21\u673a\u5668\u4eba\u63a7\u5236\uff1aRoboCat<\/h2>\n\n\n\n<p><strong>\u201cRoboCat \u662f\u4e00\u4e2a\u7528\u4e8e\u673a\u5668\u4eba\u64cd\u4f5c\u7684\u57fa\u7840\u4ee3\u7406\uff0c\u53ef\u4ee5\u5728\u96f6\u6b21\u6216\u5f88\u5c11\u6b21\uff08100-1000 \u4e2a\u793a\u4f8b\uff09\u5b66\u4e60\u7684\u60c5\u51b5\u4e0b\u9002\u7528\u4e8e\u65b0\u4efb\u52a1\u548c\u65b0\u673a\u5668\u4eba\u3002\u5b83\u5728\u591a\u4e2a\u5e73\u53f0\u4e0a\u8868\u73b0\u51fa\u8272\uff0c\u5177\u6709\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u5b9e\u65f6\u6027\u80fd\u3002\u201d<\/strong><\/p>\n\n\n\n<ul>\n<li>\u5b83\u57fa\u4e8e DeepMind \u7684\u591a\u6a21\u6001\u3001\u591a\u4efb\u52a1\u548c\u591a\u5177\u8eab\u7684 Gato \u6a21\u578b\u6784\u5efa\u3002\u5b83\u4f7f\u7528\u4e86\u4e00\u4e2a\u7ecf\u8fc7\u8bad\u7ec3\u7684\u591a\u79cd\u89c6\u89c9\u548c\u63a7\u5236\u6570\u636e\u96c6\u7684\u51bb\u7ed3 VQ-GAN \u5206\u8bcd\u5668\u3002\u867d\u7136 Gato \u53ea\u9884\u6d4b\u52a8\u4f5c\uff0c\u4f46 RoboCat \u8fd8\u4f1a\u9884\u6d4b\u672a\u6765\u7684 VQ-GAN \u6807\u8bb0\u3002&nbsp;<\/li>\n\n\n\n<li>\u5728\u653f\u7b56\u5b66\u4e60\u65b9\u9762\uff0c\u8bba\u6587\u4ec5\u63d0\u5230\u4e86\u884c\u4e3a\u514b\u9686\u3002RoboCat \u901a\u8fc7\u5c11\u91cf\u6f14\u793a\uff08\u901a\u8fc7\u8fdc\u7a0b\u64cd\u4f5c\uff09\u8fdb\u884c\u5fae\u8c03\uff0c\u7136\u540e\u91cd\u65b0\u90e8\u7f72\u4ee5\u751f\u6210\u7ed9\u5b9a\u4efb\u52a1\u7684\u65b0\u6570\u636e\uff0c\u5728\u540e\u7eed\u7684\u8bad\u7ec3\u8fed\u4ee3\u4e2d\u4e0d\u65ad\u6539\u8fdb\u81ea\u5df1\u3002<\/li>\n\n\n\n<li>RoboCat \u53ef\u4ee5\u4ee5\u60ca\u4eba\u7684\u901f\u5ea6\uff0820Hz\uff09\u5728 253 \u4e2a\u4efb\u52a1\u4e2d\uff0c\u9488\u5bf9 134 \u4e2a\u771f\u5b9e\u7269\u4f53\uff0c\u64cd\u4f5c 36 \u53f0\u5177\u6709\u4e0d\u540c\u52a8\u4f5c\u89c4\u8303\u7684\u771f\u5b9e\u673a\u5668\u4eba\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"429\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/36.png\" alt=\"\" class=\"wp-image-2375\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\">\u6bd4\u4eba\u7c7b\u4e16\u754c\u51a0\u519b\u66f4\u5feb\u7684\u65e0\u4eba\u673a\u7ade\u8d5b\u81ea\u4e3b\u7cfb\u7edf<\/h2>\n\n\n\n<p><strong>\u8fd9\u662f\u673a\u5668\u4eba\u9996\u6b21\u5728\u7ade\u6280\u8fd0\u52a8\uff08\u7b2c\u4e00\u4eba\u79f0\u89c6\u89d2\u65e0\u4eba\u673a\u7ade\u8d5b\uff09\u4e2d\u83b7\u80dc\u3002Swift \u662f\u4e00\u4e2a\u81ea\u4e3b\u7cfb\u7edf\uff0c\u53ea\u9700\u4f7f\u7528\u673a\u8f7d\u4f20\u611f\u5668\u548c\u8ba1\u7b97\uff0c\u5c31\u80fd\u4e0e\u4eba\u7c7b\u4e16\u754c\u51a0\u519b\u8fdb\u884c\u56db\u65cb\u7ffc\u98de\u884c\u5668\u6bd4\u8d5b\u3002\u5b83\u5728\u591a\u573a\u6bd4\u8d5b\u4e2d\u6218\u80dc\u4e86 3 \u4f4d\u51a0\u519b\uff0c\u5e76\u521b\u4e0b\u4e86\u6700\u5feb\u8bb0\u5f55\u3002<\/strong><\/p>\n\n\n\n<ul>\n<li>Swift \u4f7f\u7528\u4e86\u4e00\u79cd\u7ed3\u5408\u57fa\u4e8e\u5b66\u4e60\u7684\u6280\u672f\u548c\u66f4\u4f20\u7edf\u65b9\u6cd5\u7684\u7ec4\u5408\u3002\u5b83\u5c06 VIO \u4f30\u7b97\u5668\u4e0e\u95e8\u68c0\u6d4b\u5668\u76f8\u7ed3\u5408\uff0c\u901a\u8fc7\u5361\u5c14\u66fc\u6ee4\u6ce2\u5668\u4f30\u7b97\u65e0\u4eba\u673a\u7684\u5168\u5c40\u4f4d\u7f6e\u548c\u65b9\u5411\uff0c\u4ece\u800c\u83b7\u5f97\u673a\u5668\u4eba\u72b6\u6001\u7684\u7cbe\u786e\u4f30\u7b97\u3002<\/li>\n\n\n\n<li>Swift \u7684\u7b56\u7565\u662f\u901a\u8fc7\u4f7f\u7528\u57fa\u4e8e\u6a21\u578b\u7684\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u5728\u6a21\u62df\u73af\u5883\u4e2d\u8fdb\u884c\u8bad\u7ec3\u7684\u3002\u5b83\u7684\u5956\u52b1\u51fd\u6570\u7ed3\u5408\u4e86\u4e24\u4e2a\u56e0\u7d20\uff1a\u4e00\u662f\u5411\u4e0b\u4e00\u4e2a\u95e8\u524d\u8fdb\uff0c\u4e8c\u662f\u4fdd\u6301\u8be5\u95e8\u5728\u89c6\u91ce\u5185\uff08\u4ee5\u63d0\u9ad8\u59ff\u6001\u4f30\u8ba1\u7684\u51c6\u786e\u6027\uff09\u3002\u5728\u8003\u8651\u611f\u77e5\u4e0d\u786e\u5b9a\u6027\u7684\u60c5\u51b5\u4e0b\uff0c\u8fd9\u4e00\u7b56\u7565\u53ef\u4ee5\u6709\u6548\u5730\u4ece\u6a21\u62df\u73af\u5883\u8fc1\u79fb\u5230\u771f\u5b9e\u73af\u5883\u4e2d\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"913\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/37.png\" alt=\"\" class=\"wp-image-2376\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\">\u76f2\u76ee\u5bfc\u822a\u667a\u80fd\u4f53\u8bb0\u5fc6\u4e2d\u7684\u5730\u56fe\u751f\u6210<\/h2>\n\n\n\n<p><strong>\u5730\u56fe\u6784\u5efa\u662f AI \u4ee3\u7406\u5b66\u4e60\u5bfc\u822a\u8fc7\u7a0b\u4e2d\u51fa\u73b0\u7684\u4e00\u79cd\u73b0\u8c61\u3002\u8fd9\u4e5f\u89e3\u91ca\u4e86\u4e3a\u4ec0\u4e48\u6211\u4eec\u53ef\u4ee5\u5411\u795e\u7ecf\u7f51\u7edc\u8f93\u5165\u6ca1\u6709\u660e\u786e\u5730\u56fe\u7684\u56fe\u50cf\uff0c\u5e76\u9884\u6d4b\u5bfc\u822a\u7b56\u7565\u3002<\/strong><\/p>\n\n\n\n<ul>\n<li>\u300a\u76f2\u5bfc\u822a\u667a\u80fd\u4f53\u8bb0\u5fc6\u4e2d\u5730\u56fe\u7684\u6d8c\u73b0\u300b\u7814\u7a76\u8868\u660e\uff0c\u4ec5\u63d0\u4f9b\u667a\u80fd\u4f53\u81ea\u8eab\u7684\u8fd0\u52a8\u4fe1\u606f\uff08\u5305\u62ec\u4f4d\u7f6e\u548c\u671d\u5411\u7684\u53d8\u5316\uff09\u4ee5\u53ca\u76ee\u6807\u4f4d\u7f6e\u7684\u77e5\u8bc6\u5c31\u8db3\u4ee5\u4f7f\u5176\u6210\u529f\u5bfc\u822a\u5230\u76ee\u6807\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u8fd9\u4e2a\u667a\u80fd\u4f53\u6ca1\u6709\u4efb\u4f55\u89c6\u89c9\u4fe1\u606f\u4f5c\u4e3a\u8f93\u5165\uff0c\u4f46\u4e0e\u5177\u6709\u89c6\u529b\u7684\u667a\u80fd\u4f53\u76f8\u6bd4\uff0c\u5b83\u7684\u6210\u529f\u7387\u975e\u5e38\u76f8\u4f3c\uff0c\u53ea\u662f\u5728\u6548\u7387\u4e0a\u53ef\u80fd\u5b58\u5728\u4e00\u4e9b\u5dee\u5f02\u3002<\/li>\n\n\n\n<li>\u8fd9\u4e2a\u6a21\u578b\u4e4b\u6240\u4ee5\u80fd\u591f\u505a\u5230\u8fd9\u4e00\u70b9\uff0c\u662f\u56e0\u4e3a\u5b83\u901a\u8fc7\u5728\u7ebf\u7b56\u7565\u5f3a\u5316\u5b66\u4e60\u8fdb\u884c\u8bad\u7ec3\uff0c\u5e76\u4e14\u6ca1\u6709\u4e0e\u5730\u56fe\u5236\u56fe\u76f8\u5173\u7684\u5f52\u7eb3\u504f\u5dee\u3002\u8fd9\u4e00\u80fd\u529b\u7684\u552f\u4e00\u673a\u5236\u5728\u4e8e\u6a21\u578b\u4e2d\u7684\u957f\u77ed\u65f6\u8bb0\u5fc6\u7f51\u7edc\uff08LSTM\uff09\u3002<\/li>\n\n\n\n<li>\u53ef\u4ee5\u4ec5\u901a\u8fc7\u8be5\u4ee3\u7406\u7684\u9690\u85cf\u72b6\u6001\u6765\u91cd\u5efa\u5ea6\u91cf\u5730\u56fe\u548c\u68c0\u6d4b\u78b0\u649e\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"1115\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/38.png\" alt=\"\" class=\"wp-image-2377\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\">CICERO \u638c\u63e1\u81ea\u7136\u8bed\u8a00\uff0c\u5728Diplomacy \u51fb\u8d25\u4eba\u7c7b<\/h2>\n\n\n\n<p><strong>Meta \u8bad\u7ec3\u4e86\u4e00\u4e2a AI \u4ee3\u7406\u6765\u73a9\u4e00\u6b3e\u540d\u53eb Diplomacy \u7684\u70ed\u95e8\u591a\u4eba\u7b56\u7565\u6e38\u620f\u3002\u8fd9\u6b3e\u6e38\u620f\u6d89\u53ca\u5728\u81ea\u7136\u8bed\u8a00\u4e2d\u4e0e\u5176\u4ed6\u73a9\u5bb6\u8fdb\u884c\u591a\u8f6e\u7684\u89c4\u5212\u548c\u8c08\u5224\u3002CICERO \u5b9e\u73b0\u4e86\u5728\u7ebf\u4eba\u7c7b\u73a9\u5bb6\u5e73\u5747\u5206\u6570\u7684\u4e24\u500d\uff0c\u5e76\u5728\u53c2\u52a0\u591a\u573a\u6bd4\u8d5b\u7684\u73a9\u5bb6\u4e2d\u6392\u540d\u524d10%\u3002<\/strong><\/p>\n\n\n\n<ul>\n<li>\u5728\u6218\u7565\u89c4\u5212\u548c\u8bed\u8a00\u5efa\u6a21\u9886\u57df\u7684\u8fc5\u901f\u5e76\u884c\u53d1\u5c55\u4e3a\u6211\u4eec\u5e26\u6765\u4e86\u5de8\u5927\u7684\u673a\u9047\uff0c\u7279\u522b\u662f\u5728\u8fd9\u4e24\u4e2a\u9886\u57df\u7684\u4ea4\u6c47\u70b9\u4e0a\uff0c\u6211\u4eec\u53ef\u80fd\u4f1a\u53d6\u5f97\u91cd\u5927\u7684\u8fdb\u6b65\u3002\u8fd9\u4e9b\u8fdb\u6b65\u53ef\u4ee5\u5e94\u7528\u4e8e AI \u4e0e\u4eba\u7c7b\u5408\u4f5c\u7684\u9886\u57df\u3002Meta\u5c06 Diplomacy \u89c6\u4e3a\u8bc4\u4f30\u8fd9\u4e9b\u8fdb\u5c55\u7684\u6807\u6746\u3002<\/li>\n\n\n\n<li>CICERO \u7684\u5de5\u4f5c\u65b9\u5f0f\u6d89\u53ca\u4f7f\u7528\u73a9\u5bb6\u4e4b\u95f4\u7684\u5bf9\u8bdd\u5386\u53f2\u4ee5\u53ca\u6e38\u620f\u68cb\u76d8\u7684\u72b6\u6001\u548c\u5386\u53f2\u6765\u5f00\u59cb\u9884\u6d4b\u6bcf\u4e2a\u73a9\u5bb6\u5c06\u91c7\u53d6\u7684\u884c\u52a8\u3002\u7136\u540e\uff0c\u5b83\u901a\u8fc7\u89c4\u5212\u7684\u8fed\u4ee3\u8fc7\u7a0b\u9010\u6b65\u5b8c\u5584\u8fd9\u4e9b\u9884\u6d4b\uff0c\u6700\u7ec8\u6839\u636e\u7b56\u7565\u51b3\u5b9a\u8981\u91c7\u53d6\u7684\u5177\u4f53\u884c\u52a8\u3002\u63a5\u4e0b\u6765\uff0cCICERO \u4f1a\u751f\u6210\u5e76\u7b5b\u9009\u51fa\u5019\u9009\u6d88\u606f\uff0c\u7528\u4e8e\u4e0e\u73a9\u5bb6\u8fdb\u884c\u6c9f\u901a\u3002<\/li>\n\n\n\n<li>CICERO \u6240\u4f7f\u7528\u7684\u53ef\u63a7\u5bf9\u8bdd\u6a21\u578b\u662f\u57fa\u4e8e\u4e00\u4e2a\u5305\u542b 27 \u4ebf\u53c2\u6570\u7684\u3001\u7c7b\u4f3c\u4e8e BART \u7684\u6a21\u578b\uff0c\u7ecf\u8fc7\u5728\u8d85\u8fc7 40,000 \u573a\u5728\u7ebf\u5916\u4ea4\u6e38\u620f\u4e0a\u7684\u5fae\u8c03\u3002\u6b64\u5916\uff0cCICERO \u91c7\u7528\u4e86\u4e00\u79cd\u65b0\u7684\u8fed\u4ee3\u89c4\u5212\u7b97\u6cd5\uff0c\u57fa\u4e8e piKL\uff0c\u7528\u4e8e\u6539\u8fdb\u5728\u4e0e\u5176\u4ed6\u73a9\u5bb6\u5bf9\u8bdd\u540e\u5bf9\u5176\u884c\u52a8\u7684\u9884\u6d4b\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"776\" height=\"1176\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/39.png\" alt=\"\" class=\"wp-image-2378\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\">\u6587\u751f\u89c6\u9891\u9886\u57df\u7684\u7ade\u4e89\u4ecd\u5728\u7ee7\u7eed<\/h2>\n\n\n\n<p><strong>\u4e0e\u53bb\u5e74\u7c7b\u4f3c\uff08\u7b2c 33 \u9875\uff09\uff0c\u7ade\u4e89\u4e3b\u8981\u662f\u5728\u89c6\u9891\u6269\u6563\u6280\u672f\u548c\u63a9\u7801\u53d8\u6362\u6a21\u578b\u4e4b\u95f4\u5c55\u5f00\u7684\uff08\u5c3d\u7ba1\u4ece\u7b97\u6cd5\u89d2\u5ea6\u770b\uff0c\u8fd9\u4e24\u8005\u975e\u5e38\u76f8\u4f3c\uff09\u3002\u53bb\u5e74\u7684 Make-a-video \u548c Imagen \u91c7\u7528\u7684\u662f\u6269\u6563\u6a21\u578b\uff0c\u800c Phenaki \u5219\u4f7f\u7528\u4e86\u53cc\u5411\u63a9\u7801transformer\u6a21\u578b\u3002<\/strong><\/p>\n\n\n\n<ul>\n<li>VideoLDM \u662f\u4e00\u79cd\u9690\u7a7a\u95f4\u6269\u6563\u6a21\u578b\uff08latent diffusion model\uff09\uff0c\u53ef\u4ee5\u751f\u6210\u9ad8\u5206\u8fa8\u7387\u89c6\u9891\uff08\u5206\u8fa8\u7387\u9ad8\u8fbe 1280 x 2048 \u50cf\u7d20\uff01\uff09\u3002\u5b83\u662f\u6784\u5efa\u5728\u9884\u8bad\u7ec3\u7684\u56fe\u50cf\u6269\u6563\u6a21\u578b\u7684\u57fa\u7840\u4e4b\u4e0a\uff0c\u901a\u8fc7\u65f6\u95f4\u4e0a\u7684\u7cbe\u7ec6\u8c03\u6574\u548c\u65f6\u95f4\u5bf9\u9f50\u5c42\u7684\u5e94\u7528\uff0c\u5c06\u8fd9\u4e9b\u6a21\u578b\u8f6c\u5316\u4e3a\u89c6\u9891\u751f\u6210\u5668\u3002<\/li>\n\n\n\n<li>MAGVIT \u662f\u4e00\u79cd\u63a9\u7801\u751f\u6210\u5f0f\u89c6\u9891transformer\u6a21\u578b\u3002\u7c7b\u4f3c\u4e8e Phenaki\uff0c\u5b83\u4f7f\u7528 3D \u6807\u8bb0\u5668\u6765\u63d0\u53d6\u65f6\u7a7a\u6807\u8bb0\u3002\u4e0d\u540c\u4e4b\u5904\u5728\u4e8e MAGVIT \u5f15\u5165\u4e86\u4e00\u79cd\u65b0\u9896\u7684\u906e\u853d\u65b9\u6cd5\u3002\u76ee\u524d\uff0c\u5b83\u5728\u89c6\u9891\u751f\u6210\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u62e5\u6709\u6700\u4f73\u7684 FVD\uff08Fr\u00e9chet Video Distance\uff09\uff0c\u5e76\u4e14\u901f\u5ea6\u6bd4\u89c6\u9891\u6269\u6563\u5feb 250 \u500d\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"162\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/40.png\" alt=\"\" class=\"wp-image-2379\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\">\u57fa\u4e8e\u6307\u4ee4\u7684\u6587\u751f\u56fe\u7f16\u8f91\u52a9\u624b<\/h2>\n\n\n\n<p><strong>\u53bb\u5e74\uff0c\u51fa\u73b0\u4e86\u8bb8\u591a\u6587\u751f\u56fe\u6a21\u578b\uff1aDALLE-2\u3001Imagen\u3001Parti\u3001Midjourney\u3001Stability \u7b49\u3002\u4f46\u8981\u63a7\u5236\u751f\u6210\u8fc7\u7a0b\uff0c\u9700\u8981\u8fdb\u884c\u5927\u91cf\u7684\u5b9e\u9a8c\uff0c\u4e0d\u65ad\u5c1d\u8bd5\u5404\u79cdprompts\u548c\u81ea\u5b9a\u4e49\u8bed\u6cd5\u3002\u800c\u4eca\u5e74\u5219\u5f15\u5165\u4e86\u65b0\u65b9\u6cd5\uff0c\u4f7f\u5f97\u56fe\u50cf\u751f\u6210\u548c\u7f16\u8f91\u62e5\u6709\u4e86\u7c7b\u4f3c co-pilot \u7684\u80fd\u529b\u3002<\/strong><\/p>\n\n\n\n<ul>\n<li>InstructPix2Pix \u5229\u7528\u9884\u8bad\u7ec3\u7684 GPT3 \u548c StableDiffusion \u751f\u6210\u4e86\u4e00\u4e2a\u5305\u62ec{\u8f93\u5165\u56fe\u50cf\uff0c\u6587\u672c\u6307\u4ee4\uff0c\u751f\u6210\u56fe\u50cf}\u4e09\u5143\u7ec4\u7684\u5927\u89c4\u6a21\u6570\u636e\u96c6\uff0c\u7528\u4e8e\u8bad\u7ec3\u76d1\u7763\u5f0f\u6761\u4ef6\u6269\u6563\u6a21\u578b\u3002\u7136\u540e\uff0c\u7f16\u8f91\u662f\u4ee5\u524d\u9988\u65b9\u5f0f\u8fdb\u884c\u7684\uff0c\u65e0\u9700\u5bf9\u6bcf\u4e2a\u56fe\u50cf\u8fdb\u884c\u7cbe\u7ec6\u8c03\u6574\u6216\u53cd\u8f6c\uff0c\u53ef\u4ee5\u5728\u51e0\u79d2\u5185\u8fdb\u884c\u4fee\u6539\u3002<\/li>\n\n\n\n<li>\u906e\u853d\u4fee\u590d\u65b9\u6cd5\uff0c\u5982Imagen Editor\uff0c\u9700\u8981\u63d0\u4f9b\u4e00\u4e2a\u8986\u76d6\u533a\u57df\u6216\u201c\u906e\u7f69\u201d\uff0c\u4ee5\u6307\u793a\u9700\u8981\u4fee\u6539\u7684\u533a\u57df\uff0c\u540c\u65f6\u63d0\u4f9b\u6587\u672c\u6307\u4ee4\u3002&nbsp;<\/li>\n\n\n\n<li>\u5728\u8fd9\u4e9b\u65b9\u6cd5\u7684\u57fa\u7840\u4e0a\uff0cGenmo AI \u7684\u201cChat\u201d\u7b49\u521d\u521b\u516c\u53f8\u63d0\u4f9b\u4e86\u4e00\u79cd\u7c7b\u4f3c co-pilot \u7684\u754c\u9762\uff0c\u7528\u4e8e\u901a\u8fc7\u6587\u672c\u5f15\u5bfc\u8fdb\u884c\u8bed\u4e49\u7f16\u8f91\u7684\u56fe\u50cf\u751f\u6210\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"600\" height=\"454\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/41.png\" alt=\"\" class=\"wp-image-2380\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\">\u6b22\u8fce\u4f7f\u7528 3D Gaussian Splatting<\/h2>\n\n\n\n<p><strong>\u4e00\u4e2a\u57fa\u4e8e3D Gaussian \u7684\u65b0 NeRF \u7ade\u4e89\u8005\u5c55\u793a\u4e86\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u8d28\u91cf\uff0c\u540c\u65f6\u8fd8\u5b9e\u73b0\u4e86\u5b9e\u65f6\u6e32\u67d3\u3002<\/strong><\/p>\n\n\n\n<ul>\n<li>\u4e0d\u540c\u4e8e\u5b66\u4e60\u795e\u7ecf\u7f51\u7edc\u7684\u53c2\u6570\uff0c3D Gaussian Splatting \u901a\u8fc7\u5b66\u4e60\u6570\u767e\u4e07\u4e2a\u9ad8\u65af\u5206\u5e03\uff08\u6bcf\u4e2a\u7528\u4e8e\u4e00\u4e2a 3D \u70b9\uff09\u6765\u8fdb\u884c\u5149\u6805\u5316\uff0c\u8ba1\u7b97\u6bcf\u4e2a\u9ad8\u65af\u5206\u5e03\u5bf9\u6700\u7ec8\u56fe\u50cf\u4e2d\u6bcf\u4e2a\u50cf\u7d20\u7684\u8d21\u732e\u3002<\/li>\n\n\n\n<li>\u9700\u8981\u66f4\u591a\u8868\u73b0\u80fd\u529b\u7684\u533a\u57df\u4f7f\u7528\u66f4\u591a\u7684 Gaussians\uff0c\u540c\u65f6\u907f\u514d\u5728\u7a7a\u767d\u533a\u57df\u8fdb\u884c\u4e0d\u5fc5\u8981\u7684\u8ba1\u7b97\uff0c\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u4e0e NeRF \u7c7b\u4f3c\uff0c\u573a\u666f\u770b\u8d77\u6765\u5982\u6b64\u7cbe\u7ec6\u3002<\/li>\n\n\n\n<li>\u73b0\u5728\u53ef\u4ee5\u4ee5 1080p \u5206\u8fa8\u7387\u4ee5\u9ad8\u8d28\u91cf\u5b9e\u65f6\u6e32\u67d3\uff08\u2265100 fps\uff09\u5168\u65b0\u89c6\u89d2\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"1002\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/42-1.png\" alt=\"\" class=\"wp-image-2405\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\">\u5f53 NeRFs \u9047\u89c1 GenAI<\/h2>\n\n\n\n<p><strong>\u57fa\u4e8e NeRF \u7684\u751f\u6210\u6a21\u578b\u662f\u5927\u89c4\u6a21\u521b\u9020 3D \u8d44\u4ea7\u7684\u6709\u524d\u9014\u7684\u65b9\u5411\u3002NeRF \u4e0d\u4ec5\u5728\u901f\u5ea6\u548c\u8d28\u91cf\u65b9\u9762\u6709\u6240\u63d0\u9ad8\uff08\u8bf7\u53c2\u8003HyperDiffusion\u3001MobileNeRF\u3001Neurolangelo\u548cDynIBAR\uff09\uff0c\u800c\u4e14\u8fd8\u4f7f GenAI \u80fd\u591f\u5bf9 3D \u51e0\u4f55\u8fdb\u884c\u5efa\u6a21\u3002<\/strong><\/p>\n\n\n\n<ul>\n<li>DreamFusion \u548c Score Jacobian Chaining \u662f\u7b2c\u4e00\u4e2a\u91c7\u7528\u9884\u8bad\u7ec3\u7684 2D \u6587\u672c\u5230\u56fe\u50cf\u6269\u6563\u6a21\u578b\u6765\u8fdb\u884c\u6587\u672c\u5230 3D \u5408\u6210\u7684\u65b9\u6cd5\u3002\u65e9\u671f\u5c1d\u8bd5\u663e\u793a\u4e86\u5355\u4e2a\u7269\u4f53\u7684\u5361\u901a\u98ce\u683c 3D \u6a21\u578b\u3002<\/li>\n\n\n\n<li>RealFusion \u901a\u8fc7\u5bf9\u7279\u5b9a\u56fe\u50cf\u4e0a\u7684\u6269\u6563\u5148\u9a8c\u8fdb\u884c\u5fae\u8c03\uff0c\u4ee5\u589e\u52a0\u8be5\u56fe\u50cf\u7684\u53ef\u80fd\u6027\u3002<\/li>\n\n\n\n<li>SKED \u4ec5\u4f1a\u4fee\u6539\u901a\u8fc7\u4e00\u4e9b\u5f15\u5bfc\u8349\u56fe\u63d0\u4f9b\u7684 NeRF \u7684\u7279\u5b9a\u533a\u57df\u3002\u5b83\u4eec\u4fdd\u7559\u4e86\u57fa\u672c NeRF \u7684\u8d28\u91cf\uff0c\u5e76\u786e\u4fdd\u6240\u7f16\u8f91\u7684\u533a\u57df\u7b26\u5408\u6587\u672c\u63d0\u793a\u7684\u8bed\u4e49\u3002<\/li>\n\n\n\n<li>Instruct-Nerf2Nerf \u5bf9\u6574\u4e2a NeRF \u573a\u666f\u8fdb\u884c\u7f16\u8f91\uff0c\u800c\u4e0d\u662f\u5bf9\u7279\u5b9a\u533a\u57df\u8fdb\u884c\u7f16\u8f91\u6216\u4ece\u5934\u5f00\u59cb\u751f\u6210\u3002\u5b83\u4eec\u5728\u6bcf\u4e2a\u8f93\u5165\u56fe\u50cf\u4e0a\u5e94\u7528\u6f5c\u5728\u6269\u6563\u6a21\u578b\uff0c\u5e76\u8fed\u4ee3\u66f4\u65b0 NeRF \u573a\u666f\u4ee5\u786e\u4fdd\u4e00\u81f4\u6027\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"162\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/43.png\" alt=\"\" class=\"wp-image-2382\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\"><strong>Zero-shot metric depth<\/strong><\/h2>\n\n\n\n<p><strong>\u6700\u8fd1\uff0c\u96f6\u6837\u672c\u6df1\u5ea6\u6a21\u578b\u5df2\u88ab\u7528\u4f5c\u66f4\u597d\u5730\u751f\u6210\u56fe\u50cf\u7684\u6761\u4ef6\uff0c\u53ea\u9700\u8981\u8fdb\u884c\u76f8\u5bf9\u6df1\u5ea6\u7684\u9884\u6d4b\u3002\u7136\u800c\uff0c\u5728\u5176\u4ed6\u4e0b\u6e38\u5e94\u7528\uff0c\u5982\u673a\u5668\u4eba\u6280\u672f\uff0c\u9700\u8981\u7cbe\u786e\u7684\u5ea6\u91cf\u6df1\u5ea6\uff0c\u4f46\u5230\u76ee\u524d\u4e3a\u6b62\uff0c\u6df1\u5ea6\u6d4b\u91cf\u65b9\u6cd5\u5728\u4e0d\u540c\u6570\u636e\u96c6\u4e4b\u95f4\u7684\u6cdb\u5316\u6548\u679c\u4e0d\u4f73\u3002<\/strong><\/p>\n\n\n\n<ul>\n<li>\u201cZeroDepth:Towards Zero-Shot Scale-Aware Monocular Depth Estimation \u201d\u80fd\u591f\u4e3a\u6765\u81ea\u4e0d\u540c\u9886\u57df\u548c\u4e0d\u540c\u76f8\u673a\u53c2\u6570\u7684\u56fe\u50cf\u9884\u6d4b\u5ea6\u91cf\u6df1\u5ea6\u3002\u5b83\u901a\u8fc7\u8054\u5408\u7f16\u7801\u56fe\u50cf\u7279\u5f81\u548c\u76f8\u673a\u53c2\u6570\uff0c\u4f7f\u7f51\u7edc\u80fd\u591f\u63a8\u7406\u7269\u4f53\u7684\u5c3a\u5bf8\uff0c\u5e76\u5728\u53d8\u5206\u6846\u67b6\u4e2d\u8fdb\u884c\u8bad\u7ec3\u3002\u6df1\u5ea6\u7f51\u7edc\u6700\u7ec8\u5b66\u4f1a\u4e86\u53ef\u4ee5\u5728\u4e0d\u540c\u6570\u636e\u96c6\u4e4b\u95f4\u4f20\u9012\u7684\u2018\u5c3a\u5ea6\u5148\u9a8c\u2019\u3002<\/li>\n\n\n\n<li>\u201cZoeDepth: Zero-shot Transfer by Combining Relative and Metric Depth\u201d\u662f\u4e00\u4e2a\u76f8\u5bf9\u6df1\u5ea6\u6a21\u578b\uff0c\u5176\u989d\u5916\u7684\u6a21\u5757\u7ecf\u8fc7\u5ea6\u91cf\u6df1\u5ea6\u5fae\u8c03\u3002\u8fd9\u662f\u9996\u4e2a\u80fd\u591f\u5728\u591a\u4e2a\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u4e14\u6027\u80fd\u4e0d\u4f1a\u663e\u8457\u4e0b\u964d\uff0c\u5e76\u4e14\u80fd\u591f\u5728\u5ba4\u5185\u548c\u5ba4\u5916\u9886\u57df\u8fdb\u884c\u6cdb\u5316\u7684\u6a21\u578b\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"254\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/44.png\" alt=\"\" class=\"wp-image-2383\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\">Segment Anything: \u4e00\u4e2a\u53ef\u63d0\u793a\u7684\u5206\u5272\u6a21\u578b\uff0c\u5177\u6709 zero-shot \u6cdb\u5316\u80fd\u529b<\/h2>\n\n\n\n<p><strong>Meta \u5f15\u5165\u4e86\u4e00\u4e2a\u540d\u4e3a\u201cSegment Anything\u201d\u7684\u5927\u578b\u9879\u76ee\uff0c\u5176\u4e2d\u5305\u62ec\u53d1\u5e03\u4e86\u4e00\u4e2a 1100 \u4e07\u5f20\u56fe\u50cf\u6570\u636e\u96c6\u4e0a\u7684 10 \u4ebf\u4e2a\u5206\u5272\u8499\u7248\uff08SA-1B\uff09\uff0c\u4ee5\u53ca\u4e00\u4e2a\u5e26\u6709 Apache 2.0 \u5546\u4e1a\u4f7f\u7528\u8bb8\u53ef\u7684\u5206\u5272\u6a21\u578b\uff08SAM\uff09\u3002Meta \u5728 23 \u4e2a\u4e0d\u540c\u9886\u57df\u7684\u56fe\u50cf\u6570\u636e\u96c6\u4e0a\u6d4b\u8bd5\u4e86 SAM\uff0c\u5728\u8d85\u8fc7 70% \u7684\u60c5\u51b5\u4e0b\u8868\u73b0\u4f18\u4e8e\u73b0\u6709\u7684\u6700\u5148\u8fdb\u6280\u672f\u3002<\/strong><\/p>\n\n\n\n<ul>\n<li>\u53d7\u5230\u5927\u8bed\u8a00\u6a21\u578b\u7684\u542f\u53d1\uff0c\u8fd9\u4e9b\u6a21\u578b\u5728\u5e7f\u6cdb\u7684\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u9884\u8bad\u7ec3\uff0c\u5e76\u901a\u8fc7\u63d0\u793a\u8868\u73b0\u51fa\u96f6\u53c2\u8003\u80fd\u529b\uff0cMeta \u7684\u7814\u7a76\u4eba\u5458\u5f00\u59cb\u6784\u5efa\u4e00\u4e2a\u6a21\u578b\uff0c\u4f7f\u5176\u5177\u5907\u4e00\u822c\u7684\u53ef\u63d0\u793a\u5206\u5272\u80fd\u529b\uff1a\u5bf9\u4e8e\u4efb\u4f55\u63d0\u793a\uff0c\u8be5\u6a21\u578b\u5e94\u80fd\u591f\u8bc6\u522b\u548c\u5206\u5272\u4efb\u4f55\u56fe\u50cf\u4e2d\u7684\u4efb\u4f55\u5bf9\u8c61\u3002<\/li>\n\n\n\n<li>\u8be5\u6a21\u578b\u7531\u4e24\u4e2a\u90e8\u5206\u7ec4\u6210\uff1a(i) \u7528\u4e8e\u8ba1\u7b97\u4e00\u6b21\u6027\u56fe\u50cf\u5d4c\u5165\u7684\u91cd\u91cf\u7ea7\u7f16\u7801\u5668\uff08ViT\uff09\uff0c(ii) \u7531\u5d4c\u5165\u7528\u6237\u63d0\u793a\u7684\u63d0\u793a\u7f16\u7801\u5668\u548c\u9884\u6d4b\u5206\u5272\u63a9\u7801\u7684\u63a9\u7801\u89e3\u7801\u5668\u7ec4\u6210\u7684\u8f7b\u91cf\u7ea7\u4ea4\u4e92\u5f0f\u6a21\u5757\uff08\u53ef\u5728\u6d4f\u89c8\u5668\u7684 CPU \u4e0a\u8fd0\u884c\uff09\u3002<\/li>\n\n\n\n<li>\u4f7f\u7528\u73af\u4e2d\u6a21\u578b\u6570\u636e\u5f15\u64ce\u751f\u6210\u8bad\u7ec3\u6570\u636e\uff0c\u5e76\u901a\u8fc7\u5e94\u7528 SAM \u5b8c\u5168\u81ea\u52a8\u751f\u6210\u6700\u7ec8\u7684 SA-1B\u3002<\/li>\n\n\n\n<li>\u901a\u8fc7\u63d0\u793a\u5de5\u7a0b\uff0cSAM \u53ef\u5e94\u7528\u4e8e\u5176\u4ed6\u4efb\u52a1\uff0c\u5305\u62ec\u8fb9\u7f18\u68c0\u6d4b\u3001\u5bf9\u8c61\u5efa\u8bae\u751f\u6210\u548c\u5b9e\u4f8b\u5206\u5272\uff0c\u5e76\u663e\u793a\u4e86\u5c06 SAM + CLIP \u7528\u4e8e\u6587\u672c\u63d0\u793a\u7684\u521d\u6b65\u7ed3\u679c\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"422\" height=\"306\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/45.png\" alt=\"\" class=\"wp-image-2384\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\">DINOv2\uff1a\u4e00\u79cd\u65b0\u7684\u3001\u73b0\u5728\u88ab\u9ed8\u8ba4\u91c7\u7528\u7684\u8ba1\u7b97\u673a\u89c6\u89c9\u9aa8\u5e72\u6a21\u578b<\/h2>\n\n\n\n<p><strong>DINOv2 \u662f Meta \u516c\u53f8\u5f00\u53d1\u7684\u81ea\u76d1\u7763\u89c6\u89c9transformer\u6a21\u578b\uff0c\u5b83\u80fd\u591f\u751f\u6210\u901a\u7528\u7684\u89c6\u89c9\u7279\u5f81\uff0c\u53ef\u4ee5\u5728\u5404\u79cd\u56fe\u50cf\u7ea7\u522b\uff08\u4f8b\u5982\u5206\u7c7b\uff09\u548c\u50cf\u7d20\u7ea7\u522b\uff08\u4f8b\u5982\u5206\u5272\uff09\u7684\u4efb\u52a1\u4e2d\u4f7f\u7528\uff0c\u65e0\u9700\u989d\u5916\u5fae\u8c03\uff0c\u5e76\u4e14\u5728\u6027\u80fd\u4e0a\u4e0e\u6700\u5148\u8fdb\u7684\u5f00\u6e90\u5f31\u76d1\u7763\u66ff\u4ee3\u65b9\u6cd5\u76f8\u7ade\u4e89\u3002<\/strong><\/p>\n\n\n\n<ul>\n<li>\u8fd9\u662f\u7b2c\u4e00\u4e2a\u80fd\u591f\u5f25\u5408\u81ea\u76d1\u7763\u548c\u5f31\u76d1\u7763\u65b9\u6cd5\u4e4b\u95f4\u5dee\u8ddd\u7684\u5de5\u4f5c\u3002DINOv2 \u7684\u7279\u5f81\u88ab\u8bc1\u660e\u5305\u542b\u6709\u5173\u5bf9\u8c61\u90e8\u5206\u3001\u56fe\u50cf\u7684\u8bed\u4e49\u4ee5\u53ca\u4f4e\u7ea7\u7406\u89e3\u7684\u4fe1\u606f\u3002<\/li>\n\n\n\n<li>\u4f5c\u8005\u901a\u8fc7\u91c7\u7528\u989d\u5916\u7684\u6b63\u5219\u5316\u65b9\u6cd5\u4f7f\u81ea\u76d1\u7763\u5b66\u4e60\u6a21\u578b\u7684\u8bad\u7ec3\u66f4\u52a0\u7a33\u5b9a\uff0c\u540c\u65f6\u964d\u4f4e\u4e86\u5185\u5b58\u9700\u6c42\uff0c\u4ece\u800c\u53ef\u4ee5\u5728\u66f4\u591a\u6570\u636e\u4e0a\u66f4\u957f\u65f6\u95f4\u5730\u8bad\u7ec3\u66f4\u5927\u7684\u6a21\u578b\u3002\u6b64\u5916\uff0c\u4ed6\u4eec\u8fd8\u63d0\u4f9b\u4e86\u901a\u8fc7\u84b8\u998f\u83b7\u5f97\u7684\u6a21\u578b\u7684\u538b\u7f29\u7248\u672c\u3002<\/li>\n\n\n\n<li>\u5c3d\u7ba1\u53ef\u4ee5\u4f7f\u7528\u4efb\u4f55\u56fe\u50cf\u8fdb\u884c\u8bad\u7ec3\uff0c\u4f46\u5176\u4e2d\u4e00\u4e2a\u5173\u952e\u7684\u90e8\u5206\u662f\u7b56\u5212\u6570\u636e\u96c6\uff0c\u5e76\u81ea\u52a8\u5728\u4e0d\u540c\u6982\u5ff5\u4e4b\u95f4\u4fdd\u6301\u5e73\u8861\uff08\u4ece 12 \u4ebf\u4e2a\u6e90\u56fe\u50cf\u4e2d\u9009\u53d6\u4e86 1.42 \u4ebf\u5f20\u56fe\u50cf\uff09\u3002<\/li>\n\n\n\n<li>DINOv2 \u7279\u5f81\u53ef\u4e0e\u7ebf\u6027\u5206\u7c7b\u5668\u7ed3\u5408\u4f7f\u7528\uff0c\u5728\u8bb8\u591a\u89c6\u89c9\u4efb\u52a1\u4e2d\u90fd\u80fd\u53d6\u5f97\u5f88\u597d\u7684\u6548\u679c\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"764\" height=\"414\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/46.png\" alt=\"\" class=\"wp-image-2385\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\">\u66f4\u51c6\u786e\u7684\u5929\u6c14\u9884\u6d4b\uff0c\u5305\u62ec\u5373\u65f6\u7684\u5f53\u4e0b\u9884\u62a5\u548c\u66f4\u957f\u65f6\u95f4\u8303\u56f4\u5185\u7684\u9884\u6d4b\uff1f<strong><\/strong><\/h2>\n\n\n\n<p><strong>\u5f53\u524d\uff0c\u5173\u4e8e\u77ed\u671f\u964d\u6c34\u9884\u6d4b\uff08\u5373\u65f6\u9884\u62a5\uff09\u7684\u51c6\u786e\u6027\u6709\u9650\uff0c\u5bb9\u6613\u51fa\u73b0\u6a21\u7cca\u4e0d\u6e05\u3001\u6d88\u6563\u6216\u8005\u901f\u5ea6\u6162\u7684\u95ee\u9898\u3002\u800c\u4f7f\u7528\u7cbe\u786e\u7684\u6570\u503c\u5929\u6c14\u9884\u6d4b\u65b9\u6cd5\u8fdb\u884c\u4e2d\u671f\u5168\u7403\u5929\u6c14\u9884\u6d4b\u5728\u8ba1\u7b97\u4e0a\u4ee3\u4ef7\u9ad8\u6602\u3002\u4e3a\u89e3\u51b3\u8fd9\u4e24\u4e2a\u95ee\u9898\uff0c\u5b66\u4e60\u65b9\u6cd5\u548c\u8003\u8651\u76f8\u5173\u5148\u9a8c\u4fe1\u606f\u7684\u7269\u7406\u6a21\u578b\u80fd\u591f\u63d0\u4f9b\u4e13\u4e1a\u6c14\u8c61\u5b66\u5bb6\u6240\u504f\u597d\u7684\u6027\u80fd\u6539\u8fdb\u3002\u65b0\u7684\u57fa\u51c6\u6570\u636e\u96c6\uff0c\u4f8b\u5982\u8c37\u6b4c\u7684WeatherBench 2\uff0c\u6709\u52a9\u4e8e\u53d1\u5c55\u6570\u636e\u9a71\u52a8\u7684\u5929\u6c14\u6a21\u578b\u3002<\/strong><\/p>\n\n\n\n<ul>\n<li>NowcastNet \u662f\u4e00\u4e2a\u975e\u7ebf\u6027\u6a21\u578b\uff0c\u5b83\u5c06\u7269\u7406\u539f\u7406\u548c\u7edf\u8ba1\u5b66\u4e60\u65b9\u6cd5\u7ed3\u5408\u5230\u6df1\u5ea6\u751f\u6210\u6a21\u578b\u6846\u67b6\u4e2d\u3002\u5728\u7ecf\u8fc7\u4e2d\u56fd\u5404\u5730\u7684 62 \u4f4d\u4e13\u4e1a\u6c14\u8c61\u5b66\u5bb6\u8bc4\u4f30\u540e\uff0c\u8be5\u6a21\u578b\u5728 71% \u7684\u60c5\u51b5\u4e0b\u6392\u540d\u7b2c\u4e00\uff0c\u8d85\u8fc7\u4e86\u5176\u4ed6\u9886\u5148\u65b9\u6cd5\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"455\" height=\"185\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/47.png\" alt=\"\" class=\"wp-image-2386\"\/><\/figure><\/div>\n\n\n<p>\u201c\u76d8\u53e4\u5929\u6c14\u201d\u662f\u4e00\u4e2a 3D \u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\uff0c\u5177\u6709\u5730\u7403\u7279\u5b9a\u7684\u5148\u9a8c\u77e5\u8bc6\uff0c\u7ecf\u8fc7\u5bf9 39 \u5e74\u7684\u5168\u7403\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\uff0c\u53ef\u4ee5\u751f\u6210\u5168\u7403\u4e2d\u671f\u8303\u56f4\u7684\u5929\u6c14\u9884\u62a5\u3002\u4e0e\u73b0\u6709\u7cfb\u7edf\u76f8\u6bd4\uff0c\u8fd9\u4e2a\u6a21\u578b\u53ef\u4ee5\u63d0\u4f9b\u66f4\u51c6\u786e\u7684\u65e9\u671f\u6c14\u65cb\u8ffd\u8e2a\u80fd\u529b\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"384\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/48.png\" alt=\"\" class=\"wp-image-2387\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\">\u97f3\u4e50\u751f\u6210\u9886\u57df\u5728\u8fd9\u4e00\u5e74\u53c8\u6709\u6240\u65b0\u8fdb\u6b65<\/h2>\n\n\n\n<p><strong>\u6765\u81eaGoogle\u3001Meta\u4ee5\u53ca\u5f00\u6e90\u793e\u533a\u7684\u65b0\u6a21\u578b\u663e\u8457\u63d0\u9ad8\u4e86\u53ef\u63a7\u97f3\u4e50\u751f\u6210\u7684\u8d28\u91cf\u3002<\/strong><\/p>\n\n\n\n<ul>\n<li>\u5c3d\u7ba1\u5728\u97f3\u4e50\u751f\u6210\u8d28\u91cf\u65b9\u9762\u4e0d\u662f\u6700\u4f73\u7684\uff0cRiffusion \u53ef\u80fd\u662f\u6700\u5177\u521b\u65b0\u6027\u7684\u6a21\u578b\u3002\u7814\u7a76\u4eba\u5458\u5bf9 Stable Diffusion \u6a21\u578b\u8fdb\u884c\u4e86\u5fae\u8c03\uff0c\u4f7f\u7528\u58f0\u8c31\u56fe\u7684\u56fe\u50cf\uff0c\u7136\u540e\u5c06\u8fd9\u4e9b\u56fe\u50cf\u8f6c\u6362\u4e3a\u97f3\u9891\u7247\u6bb5\u3002<\/li>\n\n\n\n<li>\u501f\u52a9 MusicLM\uff0c\u8c37\u6b4c\u7814\u7a76\u4eba\u5458\u201c\u5c06\u6761\u4ef6\u97f3\u4e50\u751f\u6210\u4f5c\u4e3a\u5206\u5c42 seq2seq \u5efa\u6a21\u4efb\u52a1\u201d\u3002\u4ed6\u4eec\u80fd\u591f\u5728\u6570\u5206\u949f\u5185\u751f\u6210\u8fde\u8d2f\u7684\u97f3\u4e50\uff08\u91c7\u6837\u7387\u4e3a 24 \u5343\u8d6b\u5179\uff09\u3002<\/li>\n\n\n\n<li>\u5728\u6211\u4eec\u770b\u6765\uff0cMeta \u7684 MusicGen \u5728\u9075\u5faa\u6587\u672c\u63cf\u8ff0\u548c\u751f\u6210\u6109\u60a6\u65cb\u5f8b\u4e4b\u95f4\u53d6\u5f97\u4e86\u66f4\u597d\u7684\u5e73\u8861\u3002\u5b83\u4f7f\u7528\u4e86\u5355\u4e00\u7684 transformer LM \u4ee5\u53ca\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u7801\u672c\u4ea4\u9519\u6280\u672f\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"265\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/49.png\" alt=\"\" class=\"wp-image-2388\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\">\u6269\u6563\u6a21\u578b\u80fd\u591f\u6839\u636e\u7b80\u5355\u7684\u5206\u5b50\u89c4\u683c\u8bbe\u8ba1\u51fa\u591a\u79cd\u529f\u80fd\u86cb\u767d\u8d28<\/h2>\n\n\n\n<p><strong>\u4ece\u5934\u5f00\u59cb\u8bbe\u8ba1\u5177\u6709\u671f\u671b\u529f\u80fd\u6216\u7ed3\u6784\u7279\u6027\u7684\u65b0\u578b\u86cb\u767d\u8d28\uff0c\u5373\u201cde novo\u8bbe\u8ba1\u201d\uff0c\u5728\u7814\u7a76\u548c\u5de5\u4e1a\u9886\u57df\u5f15\u8d77\u4e86\u5174\u8da3\u3002\u53d7\u5230\u5728\u56fe\u50cf\u548c\u8bed\u8a00\u751f\u6210\u65b9\u9762\u7684\u6210\u529f\u542f\u53d1\uff0c\u6269\u6563\u6a21\u578b\u73b0\u5728\u88ab\u5e94\u7528\u4e8e de novo \u86cb\u767d\u8d28\u5de5\u7a0b\u3002<\/strong><\/p>\n\n\n\n<ul>\n<li>\u4e00\u4e2a\u540d\u4e3a RFdiffusion \u7684\u6a21\u578b\u5229\u7528 RoseTTAFold \u7684\u9ad8\u7cbe\u5ea6\u3001\u6b8b\u57fa\u7ea7\u5206\u8fa8\u7387\u86cb\u767d\u8d28\u7ed3\u6784\u9884\u6d4b\u529f\u80fd\uff0c\u5c06\u5176\u4f5c\u4e3a\u751f\u6210\u6269\u6563\u6a21\u578b\u4e2d\u7684\u53bb\u566a\u7f51\u7edc\uff0c\u4f7f\u7528\u86cb\u767d\u8d28\u6570\u636e\u5e93\u4e2d\u7684\u566a\u58f0\u7ed3\u6784\u5bf9\u5176\u8fdb\u884c\u5fae\u8c03\u3002&nbsp;<\/li>\n\n\n\n<li>\u4e0e AlphaFold 2 \u7c7b\u4f3c\uff0c\u5f53\u6a21\u578b\u6839\u636e\u5728\u4e0d\u540c\u65f6\u95f4\u6b65\u9aa4\u4e4b\u95f4\u7684\u5148\u524d\u9884\u6d4b\u6765\u8fdb\u884c\u53bb\u566a\u6761\u4ef6\u65f6\uff0cRFdiffusion \u5728\u8bad\u7ec3\u65f6\u8868\u73b0\u6700\u4f73\u3002&nbsp;<\/li>\n\n\n\n<li>RFdiffusion \u53ef\u4ee5\u751f\u6210\u5177\u6709\u6240\u9700\u7279\u5f81\u7684\u86cb\u767d\u8d28\u9aa8\u67b6\uff0c\u7136\u540e\u53ef\u4ee5\u4f7f\u7528 ProteinMPNN \u6765\u8bbe\u8ba1\u7f16\u7801\u8fd9\u4e9b\u751f\u6210\u7ed3\u6784\u7684\u5e8f\u5217\u3002<\/li>\n\n\n\n<li>\u8be5\u6a21\u578b\u53ef\u751f\u6210\u86cb\u767d\u8d28\u5355\u4f53\u3001\u86cb\u767d\u8d28\u7ed3\u5408\u4f53\u3001\u5bf9\u79f0\u4f4e\u805a\u7269\u3001\u9176\u6d3b\u6027\u4f4d\u70b9\u652f\u67b6\u7b49\u7684\u9aa8\u67b6\u8bbe\u8ba1\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"340\" height=\"458\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/50.png\" alt=\"\" class=\"wp-image-2389\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\">\u5229\u7528\u8bed\u8a00\u6a21\u578b\u5728\u6f14\u5316\u5c3a\u5ea6\u4e0a\u5b66\u4e60\u86cb\u767d\u8d28\u7ed3\u6784\u7684\u89c4\u5219<\/h2>\n\n\n\n<p><strong>\u73b0\u5728\u53ef\u4ee5\u76f4\u63a5\u4ece\u6c28\u57fa\u9178\u5e8f\u5217\u9884\u6d4b\u539f\u5b50\u7ea7\u86cb\u767d\u8d28\u7ed3\u6784\uff0c\u800c\u65e0\u9700\u4f9d\u8d56\u6602\u8d35\u800c\u7f13\u6162\u7684\u591a\u5e8f\u5217\u6bd4\u5bf9\uff08MSA\uff09\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u5728\u6570\u767e\u4e07\u4e2a\u8fdb\u5316\u591a\u6837\u7684\u86cb\u767d\u8d28\u5e8f\u5217\u4e2d\u4f7f\u7528\u4e86\u5c4f\u853d\u8bed\u8a00\u5efa\u6a21\u76ee\u6807\uff0c\u4f7f\u751f\u7269\u7ed3\u6784\u5728\u8bed\u8a00\u6a21\u578b\u4e2d\u5177\u4f53\u5316\uff0c\u56e0\u4e3a\u5b83\u4e0e\u5e8f\u5217\u6a21\u5f0f\u76f8\u5173\u8054\u3002<\/strong><\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"273\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/51.png\" alt=\"\" class=\"wp-image-2390\"\/><\/figure><\/div>\n\n\n<ul>\n<li>\u8fd9\u4e2a\u6a21\u578b\u540d\u4e3a\u201cEvolutionary Scale Modeling\u20132(ESM-2)\u201d\uff0c\u5b83\u88ab\u7528\u4e8e\u63cf\u8ff0\u8d85\u8fc7 6.17 \u4ebf\u4e2a\u4e0d\u540c\u6765\u6e90\u7684\u57fa\u56e0\u7ec4\u86cb\u767d\u8d28\uff08\u5982\u571f\u58e4\u3001\u7ec6\u83cc\u548c\u6c34\u4e2d\u7684\u86cb\u767d\u8d28\uff09\u7684\u7ed3\u6784\u7279\u5f81\u3002\u4e0e AlphaFold-2\uff08AF2\uff09\u76f8\u6bd4\uff0cESM-2\uff08\u5982\u4e0b\u56fe\u6240\u793a\uff09\u7684\u8ba1\u7b97\u901f\u5ea6\u5927\u5927\u63d0\u9ad8\uff1a\u4f7f\u7528\u4e86\u4e00\u7ec4\u7531 2,000 \u4e2a GPU\u7ec4\u6210\u7684\u96c6\u7fa4\uff0c\u4ec5\u7528\u4e86\u4e24\u5468\u7684\u65f6\u95f4\u5c31\u5f97\u51fa\u4e86\u8fd9\u4e9b\u7ed3\u679c\u3002<\/li>\n\n\n\n<li>ESMFold \u662f\u4e00\u4e2a\u5b8c\u5168\u7aef\u5230\u7aef\u7684\u5355\u5e8f\u5217\u7ed3\u6784\u9884\u6d4b\u5668\uff0c\u5b83\u5728 ESM-2 \u7684\u57fa\u7840\u4e0a\u91c7\u7528\u4e86\u6298\u53e0\u5934\u3002\u6839\u636e TM \u5206\u6570\u6d4b\u91cf\uff0cESMFold \u7684\u7ed3\u6784\uff08\u53f3\u56fe\uff09\u5728\u6295\u5f71\u51c6\u786e\u5ea6\u4e0a\u8fbe\u5230\u4e86 AF2 \u7ea7\u522b\u7684\u8d28\u91cf\uff0c\u5373\u4e0e\u57fa\u51c6\u7ed3\u6784\u7684\u6bd4\u8f83\u4e2d\u8868\u73b0\u51fa\u5f88\u9ad8\u7684\u51c6\u786e\u5ea6\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"364\" height=\"492\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/52.png\" alt=\"\" class=\"wp-image-2391\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\">\u65e0\u9700\u7ec6\u80de\u5b9e\u9a8c\u5373\u53ef\u9884\u6d4b\u6270\u52a8\u591a\u57fa\u56e0\u7684\u7ed3\u679c<\/h2>\n\n\n\n<p><strong>\u4e86\u89e3\u57fa\u56e0\u8868\u8fbe\u5982\u4f55\u53d7\u5230\u523a\u6fc0\u6216\u6291\u5236\u800c\u53d1\u751f\u53d8\u5316\uff0c\u7279\u522b\u662f\u7531\u4e8e\u57fa\u56e0\u7ec4\u5408\u7684\u5f71\u54cd\uff08\u5373\u5e72\u6270\uff09\uff0c\u5bf9\u4e8e\u63ed\u793a\u4e0e\u5065\u5eb7\u548c\u75be\u75c5\u76f8\u5173\u7684\u751f\u7269\u901a\u8def\u975e\u5e38\u5173\u952e\u3002\u7136\u800c\uff0c\u7531\u4e8e\u7ec4\u5408\u7684\u590d\u6742\u6027\uff0c\u6211\u4eec\u5728\u5b9e\u9a8c\u5ba4\u4e2d\u96be\u4ee5\u8fdb\u884c\u8fd9\u4e9b\u5b9e\u9a8c\uff0c\u56e0\u4e3a\u4f1a\u6d89\u53ca\u5230\u5927\u91cf\u7684\u7ec4\u5408\u53d8\u5316\u3002\u5c06\u6df1\u5ea6\u5b66\u4e60\u4e0e\u57fa\u56e0\u4e4b\u95f4\u76f8\u4e92\u5173\u7cfb\u7684\u77e5\u8bc6\u56fe\u8c31\u76f8\u7ed3\u5408\u63d0\u4f9b\u4e86\u4e00\u79cd\u89e3\u51b3\u65b9\u6848\u3002<\/strong><\/p>\n\n\n\n<ul>\n<li>\u56fe\u5f62\u589e\u5f3a\u57fa\u56e0\u6fc0\u6d3b\u548c\u6291\u5236\u6a21\u62df\u5668\uff08GEARS\uff09\u7ed3\u5408\u4e86\u4e4b\u524d\u7684\u5b9e\u9a8c\u77e5\u8bc6\uff0c\u5b83\u7684\u4f5c\u7528\u662f\u5728\u4e0d\u5bf9\u57fa\u56e0\u8868\u8fbe\u8fdb\u884c\u6270\u52a8\u4ee5\u53ca\u5728\u5e94\u7528\u6270\u52a8\u4e4b\u524d\uff0c\u9884\u6d4b\u57fa\u56e0\u8868\u8fbe\u7684\u7ed3\u679c\u3002&nbsp;<\/li>\n\n\n\n<li>\u4f8b\u5982\uff0cGEARS \u53ef\u4ee5\u4f7f\u7528\u5355\u4e00\u57fa\u56e0\u548c\u53cc\u57fa\u56e0\u5b9e\u9a8c\u7684\u6270\u52a8\u540e\u57fa\u56e0\u8868\u8fbe\u8c31\u8fdb\u884c\u8bad\u7ec3\uff0c\u7136\u540e\u7528\u6765\u9884\u6d4b 5,460 \u4e2a\u4e0d\u540c\u57fa\u56e0\u7ec4\u5408\u7684\u6270\u52a8\u540e\u57fa\u56e0\u8868\u8fbe\u60c5\u51b5\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"774\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/53.png\" alt=\"\" class=\"wp-image-2392\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\">\u662f\u5426\u81f4\u75c5\uff1f\u9884\u6d4b\u6240\u6709\u5355\u6c28\u57fa\u9178\u53d8\u5316\u7684\u7ed3\u679c<\/h2>\n\n\n\n<p><strong>\u6765\u81ea\u57fa\u56e0\u53d8\u5f02\u7684\u6c28\u57fa\u9178\u5e8f\u5217\u4e2a\u4f53\u53d8\u5316\uff08\u201c\u9519\u4e49\u53d8\u5f02\u201d\uff09\u6709\u53ef\u80fd\u662f\u65e0\u5bb3\u7684\uff0c\u4e5f\u53ef\u80fd\u4f1a\u5bf9\u86cb\u767d\u8d28\u7684\u6298\u53e0\u3001\u6d3b\u6027\u6216\u7a33\u5b9a\u6027\u4ea7\u751f\u4e0b\u6e38\u95ee\u9898\u3002\u901a\u8fc7\u4eba\u7c7b\u7fa4\u4f53\u7ea7\u57fa\u56e0\u7ec4\u6d4b\u5e8f\u5b9e\u9a8c\uff0c\u5df2\u7ecf\u9274\u5b9a\u51fa\u4e86\u8d85\u8fc7 400 \u4e07\u8fd9\u7c7b\u9519\u4e49\u53d8\u5f02\u3002\u7136\u800c\uff0c\u5176\u4e2d 98% \u7684\u53d8\u5f02\u5c1a\u672a\u7ecf\u8fc7\u4efb\u4f55\u4e34\u5e8a\u5206\u7c7b\uff08\u826f\u6027\/\u81f4\u75c5\u6027\uff09\u7684\u786e\u8ba4\u3002AlphaMissense \u662f\u4e00\u79cd\u65b0\u7684\u7cfb\u7edf\uff0c\u53ef\u5229\u7528 AlphaFold \u7684\u9884\u6d4b\u548c\u65e0\u76d1\u7763\u7684\u86cb\u767d\u8d28\u8bed\u8a00\u5efa\u6a21\u6765\u5f25\u8865\u8fd9\u4e00\u5dee\u8ddd\u3002<\/strong><\/p>\n\n\n\n<ul>\n<li>AlphaMissense \u7cfb\u7edf\u7684\u5efa\u7acb\u65b9\u5f0f\u5982\u4e0b\uff1a(i) \u901a\u8fc7\u57fa\u4e8e\u7fa4\u4f53\u9891\u7387\u6570\u636e\u7684\u5f31\u6807\u7b7e\u8fdb\u884c\u8bad\u7ec3\uff0c\u4ee5\u907f\u514d\u4f7f\u7528\u4eba\u5de5\u6ce8\u91ca\uff0c\u4ece\u800c\u907f\u514d\u4e86\u5faa\u73af\u6027\uff1b(ii) \u7ed3\u5408\u4e86\u65e0\u76d1\u7763\u86cb\u767d\u8d28\u8bed\u8a00\u5efa\u6a21\u4efb\u52a1\uff0c\u5b66\u4e60\u4e86\u57fa\u4e8e\u5e8f\u5217\u4e0a\u4e0b\u6587\u7684\u6c28\u57fa\u9178\u5206\u5e03\uff1b(iii) \u7ed3\u5408\u4e86\u7ed3\u6784\u4e0a\u4e0b\u6587\uff0c\u4f7f\u7528 AlphaFold \u6d3e\u751f\u7684\u7cfb\u7edf\u3002<\/li>\n\n\n\n<li>AlphaMissense \u88ab\u7528\u4e8e\u9884\u6d4b\u4e86 7,100 \u4e07\u4e2a\u9519\u4e49\u53d8\u4f53\uff0c\u4ece\u800c\u5bf9\u4eba\u7c7b\u86cb\u767d\u8d28\u7ec4\u8fdb\u884c\u4e86\u5168\u9762\u7684\u5206\u6790\u3002\u5176\u4e2d\uff0c\u6709 32% \u7684\u53d8\u4f53\u53ef\u80fd\u5177\u6709\u81f4\u75c5\u6027\uff0c\u800c 57% \u53ef\u80fd\u662f\u826f\u6027\u7684\u3002\u6b64\u5916\uff0c\u8be5\u8d44\u6e90\u8fd8\u5305\u62ec\u4e86\u5bf9 19,233 \u79cd\u5178\u578b\u4eba\u7c7b\u86cb\u767d\u8d28\u4e2d\u7684\u5168\u90e8 2.16 \u4ebf\u4e2a\u53ef\u80fd\u7684\u5355\u6c28\u57fa\u9178\u66ff\u4ee3\u8fdb\u884c\u4e86\u5206\u6790\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"1089\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/54.png\" alt=\"\" class=\"wp-image-2393\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\">\u8c37\u6b4c\u7684 Med-PaLM 2 \u8bed\u8a00\u6a21\u578b\u5728 USMLE \u4e2d\u88ab\u8ba4\u4e3a\u662f\u4e13\u5bb6<\/h2>\n\n\n\n<p><strong>\u5728\u53d1\u5e03 Med-PaLM \u4e00\u5e74\u540e\uff0c\u5b83\u6210\u4e3a\u9996\u4e2a\u5728\u7f8e\u56fd\u533b\u5e08\u6267\u7167\u8003\u8bd5\uff08USMLE\uff09\u4e2d\u83b7\u5f97\u201c\u53ca\u683c\u201d\u5206\u6570\u4ee5\u4e0a\u7684\u6a21\u578b\u3002Med-PaLM 2 \u901a\u8fc7\u6539\u8fdb\u57fa\u7840\u8bed\u8a00\u6a21\u578b\u3001\u5728\u533b\u5b66\u9886\u57df\u8fdb\u884c\u5fae\u8c03\u4ee5\u53ca\u6539\u5584\u63d0\u793a\u7b56\u7565\uff0c\u5728\u66f4\u591a\u6570\u636e\u96c6\u4e0a\u53d6\u5f97\u4e86\u9886\u5148\u6c34\u5e73\u7684\u7ed3\u679c\u3002\u5728\u4e00\u9879\u9488\u5bf9 1,066 \u4e2a\u6d88\u8d39\u8005\u533b\u7597\u95ee\u9898\u7684\u6210\u5bf9\u6392\u540d\u7814\u7a76\u4e2d\uff0c\u4e00\u7ec4\u533b\u751f\u66f4\u559c\u6b22 Med-PaLM 2 \u7684\u7b54\u6848\uff0c\u800c\u4e0d\u662f\u5176\u4ed6\u533b\u751f\u63d0\u4f9b\u7684\u7b54\u6848\uff0c\u6db5\u76d6\u4e86\u6211\u4eec\u7684\u8bc4\u4f30\u6846\u67b6\u4e2d\u7684\u4e5d\u4e2a\u65b9\u9762\u4e2d\u7684\u516b\u4e2a\u3002<\/strong><\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"734\" height=\"375\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/55.png\" alt=\"\" class=\"wp-image-2394\"\/><\/figure><\/div>\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"873\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/56.png\" alt=\"\" class=\"wp-image-2395\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\">\u4e0b\u4e00\u6b65\uff0cMed-PaLM \u5c06\u91c7\u7528\u591a\u79cd\u6a21\u5f0f<\/h2>\n\n\n\n<p><strong>\u4e3a\u4e86\u8d85\u8d8a\u57fa\u4e8e\u6587\u672c\u7684\u533b\u7597\u95ee\u7b54\uff0c\u8c37\u6b4c\u9996\u5148\u521b\u5efa\u4e86 MultiMedBench\uff0c\u8fd9\u662f\u4e00\u4e2a\u5305\u62ec 14 \u9879\u4efb\u52a1\u7684\u6570\u636e\u96c6\uff0c\u6db5\u76d6\u4e86\u533b\u7597\u95ee\u7b54\u3001\u4e73\u817a\u548c\u76ae\u80a4\u79d1\u56fe\u50cf\u89e3\u8bfb\u3001\u653e\u5c04\u62a5\u544a\u751f\u6210\u548c\u6c47\u603b\uff0c\u4ee5\u53ca\u57fa\u56e0\u7ec4\u53d8\u5f02\u8c03\u7528\u7b49\u591a\u4e2a\u9886\u57df\u3002\u8fd9\u4e00\u6570\u636e\u96c6\u88ab\u7528\u4e8e\u8bad\u7ec3\u5177\u6709\u76f8\u540c\u6a21\u578b\u6743\u91cd\u96c6\u7684\u5927\u578b\u5355\u4e00\u591a\u4efb\u52a1\u3001\u591a\u6a21\u6001 MedPaLM \u7248\u672c\u3002\u8fd9\u4e2a\u7cfb\u7edf\u5c55\u793a\u4e86\u5bf9\u4e8e\u65b0\u5174\u7684\u533b\u5b66\u6982\u5ff5\u548c\u4efb\u52a1\u7684\u6cdb\u5316\u80fd\u529b\u3002\u6b64\u5916\uff0c\u8fd8\u63d0\u51fa\u4e86\u53e6\u4e00\u79cd\u8f7b\u91cf\u7ea7\u65b9\u6cd5 ELIXR\u3002ELIXR \u5c06\u8bed\u8a00\u5bf9\u9f50\u7684\u89c6\u89c9\u7f16\u7801\u5668\u4e0e\u56fa\u5b9a\u7684\u8bed\u8a00\u6a21\u578b\u7ed3\u5408\uff0c\u9700\u8981\u66f4\u5c11\u7684\u8ba1\u7b97\u8d44\u6e90\uff0c\u4e14\u5728\u89c6\u89c9\u8d28\u91cf\u4fdd\u8bc1\u3001\u8bed\u4e49\u641c\u7d22\u4ee5\u53ca\u96f6\u955c\u5934\u5206\u7c7b\u7b49\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u826f\u597d\u7684\u524d\u666f\u3002<\/strong><\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"584\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/57.png\" alt=\"\" class=\"wp-image-2396\"\/><\/figure><\/div>\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"338\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/58.png\" alt=\"\" class=\"wp-image-2397\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\">\u63a8\u7279\u98ce\u66b4\uff1a\u6765\u81ea\u533b\u7597\u63a8\u7279\u7684 SOTA \u75c5\u7406\u8bed\u8a00\u56fe\u50cf\u9884\u8bad\u7ec3\u6a21\u578b<\/h2>\n\n\n\n<p><strong>\u4f18\u8d28\u7684\u6570\u636e\u662f\u6784\u5efaAI\u7cfb\u7edf\u7684\u5173\u952e\uff0c\u8fd9\u5df2\u7ecf\u4e0d\u518d\u662f\u4ec0\u4e48\u79d8\u5bc6\uff0c\u5c24\u5176\u5728\u4e34\u5e8a\u533b\u5b66\u7b49\u9886\u57df\u66f4\u662f\u5982\u6b64\uff0c\u56e0\u4e3a\u751f\u4ea7\u9ad8\u8d28\u91cf\u6570\u636e\u7684\u6210\u672c\u975e\u5e38\u9ad8\u3002\u8fd9\u9879\u7814\u7a76\u901a\u8fc7\u5728 Twitter \u4e0a\u6316\u6398\u6587\u672c\u548c\u56fe\u7247\u7684\u914d\u5bf9\uff0c\u521b\u5efa\u4e86 OpenPath 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class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"872\" height=\"606\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/61.png\" alt=\"\" class=\"wp-image-2400\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\">\u53d7\u73b0\u5b9e\u4e16\u754c\u542f\u53d1\u7684\u81ea\u52a8\u533b\u5b66\u56fe\u50cf\u5206\u6790\u4e34\u5e8a\u7cfb\u7edf\u8bbe\u8ba1<\/h2>\n\n\n\n<p><strong>\u8ba1\u7b97\u673a\u89c6\u89c9\u5df2\u88ab\u8bc1\u660e\u53ef\u7528\u4e8e\u4e73\u623f X \u5149\u68c0\u67e5\u4e2d\u7684\u4e73\u817a\u764c\u7b5b\u67e5\u548c\u80ba\u7ed3\u6838\u5206\u8bca\u3002\u7136\u800c\uff0c\u8981\u60f3\u5728\u4e34\u5e8a\u4e2d\u5207\u5b9e\u53ef\u9760\u5730\u4f7f\u7528\u8ba1\u7b97\u673a\u89c6\u89c9\u6280\u672f\uff0c\u5c31\u5fc5\u987b\u77e5\u9053\u4ec0\u4e48\u65f6\u5019\u5e94\u8be5\u4f9d\u8d56\u9884\u6d4b\u6027 AI 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loading=\"lazy\" width=\"1080\" height=\"910\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/62.png\" alt=\"\" class=\"wp-image-2401\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\">AI \u4fc3\u8fdb\u79d1\u5b66\uff1a\u533b\u5b66\u9886\u57df\u6b63\u5728\u8fc5\u901f\u589e\u957f\uff0c\u4f46\u6570\u5b66\u5438\u5f15\u4e86\u6700\u591a\u7684\u5173\u6ce8<\/h2>\n\n\n\n<p><strong>\u5e94\u7528 AI \u6765\u52a0\u901f\u8fdb\u5c55\u7684\u524d 20 \u4e2a\u79d1\u5b66\u9886\u57df\u5305\u62ec\u7269\u7406\u3001\u793e\u4f1a\u3001\u751f\u547d\u548c\u5065\u5eb7\u79d1\u5b66\u3002\u5176\u4e2d\uff0c\u533b\u5b66\u9886\u57df\u7684\u53d1\u8868\u6570\u91cf\u589e\u957f\u6700\u5feb\u3002\u6211\u4eec\u9884\u8ba1\uff0c\u7531\u4e8e\u5728\u79d1\u5b66\u9886\u57df\u4e2d\u4f7f\u7528\u4eba\u5de5\u667a\u80fd\uff0c\u5c06\u4f1a\u5728\u53ef\u9884\u89c1\u7684\u672a\u6765\u51fa\u73b0\u91cd\u5927\u7684\u7814\u7a76\u7a81\u7834\u3002\u00a0<\/strong><\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"750\" height=\"440\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/63.png\" alt=\"\" class=\"wp-image-2404\"\/><\/figure><\/div>\n\n\n<h2 class=\"wp-block-heading has-pale-cyan-blue-background-color has-background\">\u6700\u6709\u5f71\u54cd\u529b\u7684\u7814\u7a76\u901a\u5e38\u6765\u81ea\u6781\u5c11\u6570\u7684\u5730\u65b9<\/h2>\n\n\n\n<p><strong>\u8fc7\u53bb\u00a03 \u5e74\u4e2d\uff0c\u5728\u88ab\u5f15\u7528\u6b21\u6570\u6700\u591a\u7684 AI \u8bba\u6587\u4e2d\uff0c\u8d85\u8fc7 70% \u7684\u4f5c\u8005\u6765\u81ea\u7f8e\u56fd\u7684\u673a\u6784\u548c\u7ec4\u7ec7\u3002<\/strong><\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" loading=\"lazy\" width=\"1080\" height=\"349\" src=\"http:\/\/blog.cloud500.ai\/wp-content\/uploads\/2023\/11\/64.png\" alt=\"\" class=\"wp-image-2402\"\/><\/figure><\/div>\n\n\n<p><em><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-cyan-bluish-gray-color\">*\u4ee5\u4e0a\u6587\u7ae0\u7ffb\u8bd1\u81ea\u300aState of AI Report\u300b\uff0c\u5982\u9700\u539f\u6587\uff0c\u8bf7\u4e0e\u6211\u4eec\u8054\u7cfb\u3002<\/mark><\/em><\/p>\n\n\n\n<p>WF Research \u662f\u4ee5\u7b2c\u4e00\u6027\u539f\u7406\u4e3a\u57fa\u7840\u7684\u4e13\u4e1a\u987e\u95ee\u670d\u52a1\u673a\u6784\uff0c\u6b22\u8fce\u5173\u6ce8\u548c\u7559\u8a00\uff01 <\/p>\n\n\n\n<p>\u5fae\u4fe1\u53f7\uff1aAlexqjl<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>AI \u662f\u4e00\u4e2a\u8de8\u5b66\u79d1\u7684\u5de5\u7a0b\uff0c\u5176\u6700\u7ec8\u76ee\u6807\u662f\u521b\u9020\u673a\u5668\u667a\u80fd \u6211\u4eec\u76f8\u4fe1\uff0c\u5728\u8fd9\u4e2a\u65e5\u76ca\u6570\u5b57\u5316\u548c\u6570\u636e\u9a71\u52a8\u7684\u4e16\u754c\u91cc\uff0c AI \u5c06\u6210 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