{"id":5340,"date":"2024-12-14T09:14:56","date_gmt":"2024-12-14T01:14:56","guid":{"rendered":"https:\/\/nullthought.net\/?p=5340"},"modified":"2024-12-25T14:29:41","modified_gmt":"2024-12-25T06:29:41","slug":"%e6%95%b0%e6%8d%ae%e8%b5%84%e6%ba%90%e6%9e%af%e7%ab%ad%e9%80%9f%e5%ba%a6%e8%bf%9c%e6%af%94%e7%9f%b3%e6%b2%b9%e5%bf%ab","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=5340","title":{"rendered":"\u6570\u636e\u8d44\u6e90\u201c\u67af\u7aed\u201d\u901f\u5ea6\u8fdc\u6bd4\u77f3\u6cb9\u5feb~"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><em>Nature<\/em>\u520a\u6587<strong><a href=\"https:\/\/www.nature.com\/articles\/d41586-024-03990-2\" target=\"_blank\" rel=\"noreferrer noopener\">The AI revolution is running out of data. What can researchers do?<\/a><\/strong>(\u300a\u4eba\u5de5\u667a\u80fd\u9769\u547d\u6b63\u5728\u8017\u5c3d\u6570\u636e\u8d44\u6e90\u2014\u2014\u7814\u7a76\u4eba\u5458\u8be5\u600e\u4e48\u529e\uff1f\u300b)\uff0c\u63a2\u8ba8\u4e86\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u9886\u57df\u9762\u4e34\u7684\u6570\u636e\u74f6\u9888\u95ee\u9898\uff0c\u5e76\u63d0\u51fa\u4e86\u6f5c\u5728\u7684\u89e3\u51b3\u65b9\u6848\u3002\u6587\u7ae0\u4f5c\u8005\u4e3aNicola Jones\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e00\u3001\u80cc\u666f\uff1a\u4eba\u5de5\u667a\u80fd\u7684\u5d1b\u8d77\u4e0e\u6570\u636e\u9a71\u52a8\u7684\u5c40\u9650<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>AI\u53d1\u5c55\u7684\u6570\u636e\u9700\u6c42<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>LLMs\uff08\u5982ChatGPT\uff09\u901a\u8fc7\u66f4\u5927\u89c4\u6a21\u7684\u795e\u7ecf\u7f51\u7edc\u548c\u66f4\u4e30\u5bcc\u7684\u6570\u636e\u96c6\u5b9e\u73b0\u4e86\u5de8\u5927\u7684\u80fd\u529b\u63d0\u5347\u3002<\/li>\n\n\n\n<li>\u6269\u5c55\u6570\u636e\u96c6\u7684\u6838\u5fc3\u4f5c\u7528\uff1a\u63d0\u5347\u8bed\u8a00\u6a21\u578b\u7684\u751f\u6210\u80fd\u529b\uff0c\u540c\u65f6\u5f00\u53d1\u51fa\u201c\u6d8c\u73b0\u80fd\u529b\u201d\uff0c\u5982\u903b\u8f91\u63a8\u7406\u3001\u590d\u6742\u8bed\u8a00\u7ffb\u8bd1\u7b49\u3002<\/li>\n\n\n\n<li>\u6570\u636e\u9a71\u52a8\u7684\u53d1\u5c55\u6a21\u5f0f\uff1a\u8fd9\u79cd\u201c\u89c4\u6a21\u5373\u529b\u91cf\u201d\u7684\u6a21\u5f0f\uff0c\u8fc7\u53bb\u5341\u5e74\u88ab\u8bc1\u660e\u662f\u9ad8\u6548\u7684\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u6570\u636e\u6d88\u8017\u7684\u89c4\u6a21\u5316\u7279\u5f81<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u6587\u7ae0\u5f15\u7528\u4e86Epoch AI\u7814\u7a76\u7684\u6570\u636e\uff1a\n<ul class=\"wp-block-list\">\n<li>\u5f53\u524d\u4e3b\u6d41LLMs\u7684\u8bad\u7ec3\u4f7f\u7528\u4e86\u6570\u5341\u4e07\u4ebf\u7684\u8bcd\u5143\uff08tokens\uff09\u3002<\/li>\n\n\n\n<li>\u5168\u7403\u4e92\u8054\u7f51\u6587\u672c\u6570\u636e\u7684\u603b\u91cf\u4f30\u8ba1\u4e3a3100\u4e07\u4ebf\u8bcd\u5143\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u6bcf\u5e74\u7684\u6570\u636e\u589e\u957f\u7387\uff08&lt;10%\uff09\u8fdc\u4f4e\u4e8eAI\u6a21\u578b\u8bad\u7ec3\u6570\u636e\u96c6\u89c4\u6a21\u7684\u589e\u957f\u7387\uff08&gt;100%\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u5373\u5c06\u5230\u6765\u7684\u6570\u636e\u74f6\u9888<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u6309\u7167\u9884\u6d4b\uff0c\u52302028\u5e74\uff0c\u6570\u636e\u8d44\u6e90\u7684\u4f9b\u7ed9\u5c06\u63a5\u8fd1\u67af\u7aed\uff0c\u6a21\u578b\u6240\u9700\u7684\u6570\u636e\u96c6\u5c06\u7b49\u540c\u4e8e\u4e92\u8054\u7f51\u7684\u5168\u90e8\u6587\u672c\u6570\u636e\u3002<\/li>\n\n\n\n<li>\u968f\u7740\u6570\u636e\u4f9b\u7ed9\u9010\u6e10\u53d7\u9650\uff0c\u8bad\u7ec3AI\u7684\u96be\u5ea6\u548c\u6210\u672c\u5c06\u663e\u8457\u4e0a\u5347\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/nullthought.net\/wp-content\/uploads\/2024\/12\/AI-running-out-of-data.jpg\" alt=\"\" class=\"wp-image-5341\" srcset=\"https:\/\/nullthought.net\/wp-content\/uploads\/2024\/12\/AI-running-out-of-data.jpg 1024w, https:\/\/nullthought.net\/wp-content\/uploads\/2024\/12\/AI-running-out-of-data-300x300.jpg 300w, https:\/\/nullthought.net\/wp-content\/uploads\/2024\/12\/AI-running-out-of-data-150x150.jpg 150w, https:\/\/nullthought.net\/wp-content\/uploads\/2024\/12\/AI-running-out-of-data-768x768.jpg 768w, https:\/\/nullthought.net\/wp-content\/uploads\/2024\/12\/AI-running-out-of-data-120x120.jpg 120w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">Created by Midjourney<\/figcaption><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e8c\u3001\u9762\u4e34\u7684\u6838\u5fc3\u6311\u6218\uff1a\u6280\u672f\u3001\u6cd5\u5f8b\u4e0e\u4f26\u7406\u4e09\u91cd\u56f0\u5883<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6280\u672f\u6311\u6218\uff1a\u8d44\u6e90\u6709\u9650\u4e0e\u6a21\u578b\u6269\u5c55\u7684\u77db\u76fe<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u6570\u636e\u83b7\u53d6\u7684\u6280\u672f\u74f6\u9888\uff1a\n<ul class=\"wp-block-list\">\n<li>\u9ad8\u8d28\u91cf\u6570\u636e\u5360\u4e92\u8054\u7f51\u6587\u672c\u6570\u636e\u7684\u6bd4\u4f8b\u8f83\u4f4e\uff0c\u4f8b\u5982\u7ecf\u8fc7\u7f16\u8f91\u7684\u65b0\u95fb\u3001\u4e66\u7c4d\u5185\u5bb9\u7b49\u3002<\/li>\n\n\n\n<li>\u5927\u91cf\u6570\u636e\u56e0\u91cd\u590d\u3001\u4f4e\u8d28\u91cf\u6216\u654f\u611f\u5185\u5bb9\uff08\u5982\u6210\u4eba\u5185\u5bb9\uff09\u800c\u88ab\u6392\u9664\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u6570\u636e\u589e\u957f\u901f\u5ea6\u7684\u9650\u5236\uff1a\u5f53\u524d\u4e92\u8054\u7f51\u6570\u636e\u589e\u957f\u901f\u7387\u8fc7\u6162\uff0c\u65e0\u6cd5\u6ee1\u8db3AI\u53d1\u5c55\u7684\u9700\u6c42\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u6cd5\u5f8b\u9650\u5236\uff1a\u6570\u636e\u7684\u6240\u6709\u6743\u4e0e\u516c\u5e73\u4f7f\u7528\u4e4b\u4e89<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u6570\u636e\u7248\u6743\u95ee\u9898\u663e\u73b0\uff1a\n<ul class=\"wp-block-list\">\n<li>\u4f8b\u5982\uff0c\u300a\u7ebd\u7ea6\u65f6\u62a5\u300b\u548c\u5176\u4ed6\u65b0\u95fb\u673a\u6784\u8d77\u8bc9OpenAI\u548c\u5fae\u8f6f\uff0c\u6307\u63a7\u5176\u672a\u7ecf\u8bb8\u53ef\u4f7f\u7528\u5185\u5bb9\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u516c\u5e73\u4f7f\u7528\u539f\u5219\u7684\u4e89\u8bae\uff1aAI\u516c\u53f8\u8ba4\u4e3a\u201c\u5b66\u4e60\u201d\u4e92\u8054\u7f51\u5185\u5bb9\u4e0e\u4eba\u7c7b\u9605\u8bfb\u65e0\u5f02\uff0c\u800c\u5185\u5bb9\u63d0\u4f9b\u8005\u5219\u8981\u6c42\u8d54\u507f\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u4f26\u7406\u95ee\u9898\uff1a\u9690\u79c1\u4e0e\u6570\u636e\u83b7\u53d6\u7684\u5e73\u8861<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u672a\u7ecf\u8bb8\u53ef\u4f7f\u7528\u79c1\u4eba\u6570\u636e\uff08\u5982\u793e\u4ea4\u5a92\u4f53\u5185\u5bb9\uff09\u53ef\u80fd\u5f15\u53d1\u9690\u79c1\u4e89\u8bae\u3002<\/li>\n\n\n\n<li>\u6570\u636e\u722c\u53d6\u884c\u4e3a\u88ab\u66f4\u591a\u7684\u7f51\u7ad9\u7981\u6b62\uff0c\u8fdb\u4e00\u6b65\u524a\u5f31\u4e86\u6570\u636e\u7684\u53ef\u7528\u6027\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e09\u3001\u5e94\u5bf9\u7b56\u7565\uff1a\u591a\u5c42\u6b21\u89e3\u51b3\u65b9\u6848\u63a2\u7d22<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5f00\u62d3\u65b0\u6570\u636e\u6765\u6e90<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li><strong>\u975e\u516c\u5f00\u6570\u636e<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u516c\u53f8\u4e13\u6709\u6570\u636e\uff1aMeta\u5229\u7528\u5176VR\u8bbe\u5907\u751f\u6210\u7684\u97f3\u9891\u548c\u56fe\u50cf\uff1b\u793e\u4ea4\u5a92\u4f53\u5185\u90e8\u6570\u636e\uff08\u5982YouTube\u5b57\u5e55\uff09\u3002<\/li>\n\n\n\n<li>\u793e\u4f1a\u5316\u8d44\u6e90\uff1a\u5065\u5eb7\u3001\u6559\u80b2\u548c\u73af\u5883\u9886\u57df\u7684\u672a\u88ab\u5145\u5206\u5229\u7528\u7684\u6570\u636e\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u9886\u57df\u7279\u5b9a\u6570\u636e<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u5feb\u901f\u589e\u957f\u7684\u5929\u6587\u5b66\u3001\u57fa\u56e0\u7ec4\u5b66\u6570\u636e\u53ef\u80fd\u6210\u4e3a\u8bad\u7ec3\u6a21\u578b\u7684\u65b0\u8d44\u6e90\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u6311\u6218\uff1a\u8fd9\u4e9b\u6570\u636e\u80fd\u5426\u5e7f\u6cdb\u5e94\u7528\u4e8eLLMs\u4ecd\u4e0d\u660e\u786e\uff0c\u4e14\u9700\u8981\u514b\u670d\u9690\u79c1\u548c\u7248\u6743\u9650\u5236\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong><a href=\"https:\/\/nullthought.net\/?p=3963\" target=\"_blank\" rel=\"noreferrer noopener\">\u5408\u6210\u6570\u636e<\/a>\u751f\u6210<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li><strong>AI\u751f\u6210\u6570\u636e<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>OpenAI\u6bcf\u5929\u751f\u62101000\u4ebf\u5355\u8bcd\uff0c\u7528\u4ee5\u8bad\u7ec3\u548c\u6269\u5c55\u6a21\u578b\u3002<\/li>\n\n\n\n<li>\u7279\u70b9\uff1a\u5728\u6570\u5b66\u3001\u7f16\u7a0b\u7b49\u89c4\u5219\u6e05\u6670\u9886\u57df\uff0c\u5408\u6210\u6570\u636e\u8868\u73b0\u4f18\u79c0\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u6f5c\u5728\u95ee\u9898<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u201c\u6a21\u578b\u81ea\u566c\u969c\u788d\u201d\uff08Model Autophagy Disorder\uff09\uff1a\u5408\u6210\u6570\u636e\u4e2d\u6f5c\u5728\u9519\u8bef\u53ef\u80fd\u88ab\u653e\u5927\uff0c\u5bfc\u81f4\u8bad\u7ec3\u7ed3\u679c\u52a3\u5316\u3002<\/li>\n\n\n\n<li>\u5b9e\u4f8b\uff1a\u9762\u90e8\u751f\u6210\u6a21\u578b\u8bad\u7ec3\u4e2d\u51fa\u73b0\u7684\u5947\u602a\u54c8\u5e0c\u6807\u8bb0\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u4f18\u5316\u73b0\u6709\u6570\u636e\u7684\u4f7f\u7528<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li><strong>\u91cd\u590d\u6570\u636e\u5b66\u4e60<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u7814\u7a76\u8868\u660e\uff0c\u91cd\u590d\u591a\u6b21\u4f7f\u7528\u540c\u4e00\u6570\u636e\u96c6\uff0c\u53ef\u4ee5\u8fbe\u5230\u7c7b\u4f3c\u4e8e\u589e\u52a0\u6570\u636e\u89c4\u6a21\u7684\u6548\u679c\u3002<\/li>\n\n\n\n<li>\u4f8b\u5982\uff0cStanford\u56e2\u961f\u53d1\u73b0\uff0c\u591a\u6b21\u91cd\u8bfb\u6570\u636e\u96c6\uff084\u6b21\uff09\u53ef\u4ee5\u83b7\u5f97\u4e0e\u65b0\u589e\u6570\u636e\u76f8\u5f53\u7684\u6548\u679c\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u4e13\u6ce8\u4e8e\u5c0f\u6a21\u578b<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u5f00\u53d1\u4efb\u52a1\u5bfc\u5411\u7684\u5c0f\u578b\u6a21\u578b\uff0c\u63d0\u5347\u7b97\u6cd5\u548c\u6570\u636e\u7684\u6548\u7387\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u8de8\u6a21\u6001\u5b66\u4e60<\/strong>\uff1a\n<ul 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