{"id":5454,"date":"2025-01-01T21:17:07","date_gmt":"2025-01-01T13:17:07","guid":{"rendered":"https:\/\/nullthought.net\/?p=5454"},"modified":"2025-01-07T11:29:27","modified_gmt":"2025-01-07T03:29:27","slug":"%e9%87%87%e7%94%a8%e7%bb%93%e5%90%88%e6%b7%b1%e5%ba%a6%e8%ae%bf%e8%b0%88%e5%92%8c%e7%94%9f%e6%88%90%e5%bc%8f%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e7%9a%84%e4%bb%a3%e7%90%86%e6%9e%84%e5%bb%ba%e6%96%b9","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=5454","title":{"rendered":"\u91c7\u7528\u7ed3\u5408\u6df1\u5ea6\u8bbf\u8c08\u548c\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u7684\u4ee3\u7406\u6784\u5efa\u65b9\u6cd5\uff0c\u6a21\u62df1,052\u540d\u771f\u5b9e\u4e2a\u4f53"},"content":{"rendered":"\n<p>\u8bba\u6587<strong><a href=\"https:\/\/www.arxiv.org\/abs\/2411.10109\" target=\"_blank\" rel=\"noreferrer noopener\">Generative Agent Simulations of 1,000 People<\/a><\/strong>\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u7684\u4ee3\u7406\u67b6\u6784\uff0c\u7528\u4e8e\u6a21\u62df1,052\u540d\u771f\u5b9e\u4e2a\u4f53\u7684\u6001\u5ea6\u548c\u884c\u4e3a\u3002\u7814\u7a76\u7684\u76ee\u6807\u662f\u901a\u8fc7\u6df1\u5ea6\u8bbf\u8c08\u548c\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u7ed3\u5408\uff0c\u6784\u5efa\u80fd\u591f\u8de8\u8d8a\u591a\u79cd\u793e\u4f1a\u573a\u666f\u7684\u901a\u7528\u4eba\u7c7b\u884c\u4e3a\u6a21\u62df\u7cfb\u7edf\uff0c\u4ece\u800c\u4e3a\u653f\u7b56\u5236\u5b9a\u3001\u793e\u4f1a\u79d1\u5b66\u7814\u7a76\u4ee5\u53ca\u590d\u6742\u7cfb\u7edf\u5206\u6790\u63d0\u4f9b\u65b0\u5de5\u5177\u3002<\/p>\n\n\n\n<p>\u8bba\u6587\u4f5c\u8005\u4e3aJoon Sung Park, Carolyn Q. Zou, Aaron Shaw, Benjamin Mako Hill, Carrie Cai, Meredith Ringel Morris, Robb Willer, Percy Liang, Michael S. Bernstein\uff0c\u6765\u81eaStanford University, Northwestern University, University of Washington, Google DeepMind\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"926\" height=\"720\" src=\"https:\/\/nullthought.net\/wp-content\/uploads\/2025\/01\/image.png\" alt=\"\" class=\"wp-image-5455\" srcset=\"https:\/\/nullthought.net\/wp-content\/uploads\/2025\/01\/image.png 926w, https:\/\/nullthought.net\/wp-content\/uploads\/2025\/01\/image-300x233.png 300w, https:\/\/nullthought.net\/wp-content\/uploads\/2025\/01\/image-768x597.png 768w\" sizes=\"auto, (max-width: 926px) 100vw, 926px\" \/><figcaption class=\"wp-element-caption\"><strong><a href=\"https:\/\/www.arxiv.org\/abs\/2411.10109\" target=\"_blank\" rel=\"noreferrer noopener\">Generative Agent Simulations of 1,000 People<\/a><\/strong><\/figcaption><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e00\u3001\u80cc\u666f\u4e0e\u52a8\u673a<\/h4>\n\n\n\n<p>\u7814\u7a76\u52a8\u673a\u6e90\u4e8e\u4f20\u7edf\u4ee3\u7406\u6a21\u578b\u7684\u5c40\u9650\u6027\u3002\u4f20\u7edf\u65b9\u6cd5\uff08\u5982\u57fa\u4e8e\u89c4\u5219\u7684\u4ee3\u7406\u3001\u535a\u5f08\u8bba\u6a21\u578b\u6216\u79bb\u6563\u9009\u62e9\u6a21\u578b\uff09\u867d\u7136\u5177\u6709\u89e3\u91ca\u6027\uff0c\u4f46\u901a\u5e38\u53ea\u80fd\u6a21\u62df\u7279\u5b9a\u9886\u57df\u7684\u884c\u4e3a\uff0c\u96be\u4ee5\u6355\u6349\u73b0\u5b9e\u4eba\u7c7b\u884c\u4e3a\u7684\u590d\u6742\u6027\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\uff08\u5982GPT-4\u7b49\u5927\u8bed\u8a00\u6a21\u578b\uff09\u5177\u6709\u5e7f\u6cdb\u7684\u8bed\u8a00\u7406\u89e3\u548c\u751f\u6210\u80fd\u529b\uff0c\u80fd\u591f\u6f5c\u5728\u5730\u8de8\u9886\u57df\u6a21\u62df\u4eba\u7c7b\u884c\u4e3a\u3002\u7136\u800c\uff0c\u57fa\u4e8e\u4eba\u53e3\u7edf\u8ba1\u6216\u7b80\u5355\u63cf\u8ff0\u7684\u751f\u6210\u4ee3\u7406\u5f80\u5f80\u8fc7\u4e8e\u6982\u62ec\uff0c\u5bb9\u6613\u9677\u5165\u523b\u677f\u5370\u8c61\uff0c\u65e0\u6cd5\u771f\u5b9e\u53cd\u6620\u4e2a\u4f53\u7684\u72ec\u7279\u6027\u3002<\/p>\n\n\n\n<p>\u4e3a\u6b64\uff0c\u672c\u6587\u521b\u65b0\u6027\u5730\u63d0\u51fa\u4e86\u4e00\u79cd\u7ed3\u5408\u6df1\u5ea6\u8bbf\u8c08\u548c\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\u7684\u4ee3\u7406\u6784\u5efa\u65b9\u6cd5\u3002\u901a\u8fc7\u91c7\u96c6\u4e30\u5bcc\u7684\u4e2a\u4f53\u5316\u8bbf\u8c08\u6570\u636e\uff0c\u7814\u7a76\u8005\u4e3a\u6bcf\u4e2a\u4ee3\u7406\u521b\u5efa\u4e86\u4e00\u4e2a\u201c\u8bb0\u5fc6\u5e93\u201d\uff0c\u4f7f\u5f97\u4ee3\u7406\u80fd\u591f\u57fa\u4e8e\u6df1\u5ea6\u7406\u89e3\u4e2a\u4f53\u7684\u6001\u5ea6\u3001\u4fe1\u5ff5\u548c\u884c\u4e3a\u6765\u8fdb\u884c\u51b3\u7b56\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e8c\u3001\u7814\u7a76\u8bbe\u8ba1\u4e0e\u6570\u636e\u6536\u96c6<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\">1. \u62db\u52df\u4e0e\u8bbf\u8c08<\/h5>\n\n\n\n<p>\u7814\u7a76\u56e2\u961f\u4ece\u7f8e\u56fd\u4eba\u53e3\u4e2d\u6309\u5e74\u9f84\u3001\u6027\u522b\u3001\u79cd\u65cf\u3001\u653f\u6cbb\u503e\u5411\u7b49\u591a\u7ef4\u5ea6\u5206\u5c42\u62bd\u6837\uff0c\u62db\u52df\u4e861,052\u540d\u53c2\u4e0e\u8005\uff0c\u786e\u4fdd\u6837\u672c\u5177\u6709\u4ee3\u8868\u6027\u3002\u6bcf\u4f4d\u53c2\u4e0e\u8005\u63a5\u53d7\u4e86\u4e00\u6b21\u65f6\u957f\u4e3a\u4e24\u5c0f\u65f6\u7684\u6df1\u5ea6\u8bbf\u8c08\uff0c\u7531AI\u8bbf\u8c08\u5458\u5b8c\u6210\u3002\u8bbf\u8c08\u5185\u5bb9\u6db5\u76d6\u53c2\u4e0e\u8005\u7684\u751f\u6d3b\u7ecf\u5386\u3001\u793e\u4f1a\u89c2\u70b9\u4ee5\u53ca\u4e2a\u4f53\u884c\u4e3a\uff0c\u5e73\u5747\u6bcf\u4e2a\u8bbf\u8c08\u751f\u62106,491\u4e2a\u8bcd\u7684\u6587\u672c\u3002<\/p>\n\n\n\n<p>AI\u8bbf\u8c08\u5458\u57fa\u4e8e\u534a\u7ed3\u6784\u5316\u811a\u672c\uff0c\u80fd\u591f\u52a8\u6001\u8c03\u6574\u95ee\u9898\u4ee5\u6df1\u5165\u6316\u6398\u53c2\u4e0e\u8005\u7684\u4e2a\u6027\u5316\u4fe1\u606f\u3002\u4f8b\u5982\uff0c\u9488\u5bf9\u201c\u8bf7\u8bb2\u8ff0\u60a8\u7684\u751f\u6d3b\u6545\u4e8b\u201d\u8fd9\u4e00\u5f00\u653e\u6027\u95ee\u9898\uff0cAI\u8bbf\u8c08\u5458\u53ef\u4ee5\u6839\u636e\u56de\u7b54\u8ffd\u95ee\u66f4\u591a\u7ec6\u8282\uff0c\u786e\u4fdd\u6db5\u76d6\u4e30\u5bcc\u7684\u5185\u5bb9\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">2. \u8c03\u67e5\u4e0e\u5b9e\u9a8c<\/h5>\n\n\n\n<p>\u8bbf\u8c08\u7ed3\u675f\u540e\uff0c\u53c2\u4e0e\u8005\u5b8c\u6210\u4e86\u4e00\u7cfb\u5217\u8c03\u67e5\u4e0e\u5b9e\u9a8c\uff0c\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u793e\u4f1a\u7efc\u5408\u8c03\u67e5\uff08GSS\uff09<\/strong>\uff1a\u8bc4\u4f30\u53c2\u4e0e\u8005\u5728\u793e\u4f1a\u3001\u653f\u6cbb\u3001\u5b97\u6559\u7b49\u9886\u57df\u7684\u6001\u5ea6\u548c\u89c2\u70b9\u3002<\/li>\n\n\n\n<li><strong>\u5927\u4e94\u4eba\u683c\u95ee\u5377\uff08Big Five Inventory, BFI-44\uff09<\/strong>\uff1a\u6d4b\u91cf\u53c2\u4e0e\u8005\u5728\u5f00\u653e\u6027\u3001\u8d23\u4efb\u611f\u3001\u5916\u5411\u6027\u3001\u5b9c\u4eba\u6027\u548c\u795e\u7ecf\u8d28\u4e94\u4e2a\u7ef4\u5ea6\u7684\u5f97\u5206\u3002<\/li>\n\n\n\n<li><strong>\u7ecf\u5178\u7ecf\u6d4e\u5b66\u535a\u5f08<\/strong>\uff1a\u5982\u72ec\u88c1\u8005\u535a\u5f08\uff08Dictator Game\uff09\u3001\u4fe1\u4efb\u535a\u5f08\uff08Trust Game\uff09\u3001\u56da\u5f92\u56f0\u5883\uff08Prisoner\u2019s Dilemma\uff09\u7b49\uff0c\u6d4b\u8bd5\u53c2\u4e0e\u8005\u5728\u51b3\u7b56\u548c\u793e\u4f1a\u4e92\u52a8\u4e2d\u7684\u884c\u4e3a\u3002<\/li>\n\n\n\n<li><strong>\u884c\u4e3a\u79d1\u5b66\u5b9e\u9a8c<\/strong>\uff1a\u9009\u53d6\u4e86\u4e94\u4e2a\u7ecf\u5178\u5b9e\u9a8c\uff0c\u4f8b\u5982\u5bf9\u516c\u5e73\u548c\u610f\u56fe\u7684\u611f\u77e5\u5bf9\u884c\u4e3a\u7684\u5f71\u54cd\u7b49\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u4e3a\u4e86\u8bc4\u4f30\u751f\u6210\u4ee3\u7406\u7684\u51c6\u786e\u6027\uff0c\u53c2\u4e0e\u8005\u5728\u4e24\u5468\u540e\u91cd\u65b0\u5b8c\u6210\u4e86\u4e00\u6b21\u95ee\u5377\u548c\u5b9e\u9a8c\uff0c\u4ee5\u6d4b\u91cf\u4eba\u7c7b\u81ea\u8eab\u5728\u65f6\u95f4\u95f4\u9694\u5185\u7684\u81ea\u4e00\u81f4\u6027\uff08self-consistency\uff09\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e09\u3001\u751f\u6210\u4ee3\u7406\u7684\u6784\u5efa\u4e0e\u8bc4\u4f30<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\">1. \u751f\u6210\u4ee3\u7406\u7684\u67b6\u6784<\/h5>\n\n\n\n<p>\u751f\u6210\u4ee3\u7406\u901a\u8fc7\u5927\u8bed\u8a00\u6a21\u578b\u4e0e\u4e00\u4e2a\u201c\u8bb0\u5fc6\u6d41\u201d\uff08memory stream\uff09\u7ed3\u5408\u6784\u5efa\u800c\u6210\u3002\u6bcf\u4e2a\u4ee3\u7406\u7684\u8bb0\u5fc6\u6d41\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8bbf\u8c08\u6587\u672c<\/strong>\uff1a\u53c2\u4e0e\u8005\u8bbf\u8c08\u7684\u5b8c\u6574\u8bb0\u5f55\u3002<\/li>\n\n\n\n<li><strong>\u4e13\u5bb6\u53cd\u601d\u6a21\u5757<\/strong>\uff1a\u6a21\u578b\u6839\u636e\u8bbf\u8c08\u5185\u5bb9\u751f\u6210\u7684\u9ad8\u5c42\u6b21\u62bd\u8c61\u53cd\u601d\uff0c\u4f8b\u5982\u5fc3\u7406\u5b66\u5bb6\u3001\u884c\u4e3a\u7ecf\u6d4e\u5b66\u5bb6\u3001\u653f\u6cbb\u5b66\u5bb6\u548c\u4eba\u53e3\u7edf\u8ba1\u5b66\u5bb6\u7684\u89c6\u89d2\u603b\u7ed3\u3002\u8fd9\u4e9b\u53cd\u601d\u6355\u6349\u4e86\u53c2\u4e0e\u8005\u7684\u9690\u542b\u7279\u5f81\uff0c\u63d0\u5347\u4e86\u4ee3\u7406\u9884\u6d4b\u7684\u7cbe\u5ea6\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u5728\u9884\u6d4b\u65f6\uff0c\u751f\u6210\u4ee3\u7406\u4ece\u8bb0\u5fc6\u6d41\u4e2d\u68c0\u7d22\u76f8\u5173\u4fe1\u606f\uff0c\u5e76\u7ed3\u5408\u5b9e\u9a8c\u7684\u5177\u4f53\u9700\u6c42\u751f\u6210\u56de\u7b54\u3002\u4f8b\u5982\uff0c\u5728\u9884\u6d4bGSS\u95ee\u9898\u65f6\uff0c\u4ee3\u7406\u4f1a\u5148\u4ece\u8bb0\u5fc6\u6d41\u4e2d\u63d0\u53d6\u4e0e\u8be5\u95ee\u9898\u76f8\u5173\u7684\u8bbf\u8c08\u5185\u5bb9\uff0c\u518d\u6839\u636e\u4e13\u5bb6\u53cd\u601d\u505a\u51fa\u51b3\u7b56\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">2. \u8bc4\u4f30\u65b9\u6cd5<\/h5>\n\n\n\n<p>\u751f\u6210\u4ee3\u7406\u7684\u8868\u73b0\u901a\u8fc7\u4ee5\u4e0b\u51e0\u4e2a\u7ef4\u5ea6\u8fdb\u884c\u8bc4\u4f30\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u4e2a\u4f53\u9884\u6d4b\u51c6\u786e\u6027<\/strong>\uff1a\u8861\u91cf\u4ee3\u7406\u5bf9\u4e2a\u4f53\u8c03\u67e5\u95ee\u5377\uff08\u5982GSS\u3001BFI-44\uff09\u7684\u56de\u7b54\u662f\u5426\u4e0e\u539f\u53c2\u4e0e\u8005\u4e00\u81f4\u3002\u4e3a\u51cf\u5c11\u4e2a\u4f53\u95f4\u7684\u5dee\u5f02\u6027\u5f71\u54cd\uff0c\u7814\u7a76\u4f7f\u7528\u6807\u51c6\u5316\u51c6\u786e\u7387\uff08normalized accuracy\uff09\uff0c\u5373\u4ee3\u7406\u7684\u9884\u6d4b\u51c6\u786e\u7387\u9664\u4ee5\u4eba\u7c7b\u81ea\u4e00\u81f4\u6027\u3002<\/li>\n\n\n\n<li><strong>\u7fa4\u4f53\u884c\u4e3a\u6a21\u62df<\/strong>\uff1a\u8bc4\u4f30\u4ee3\u7406\u5728\u7fa4\u4f53\u5c42\u9762\u7684\u5b9e\u9a8c\u4e2d\u80fd\u5426\u51c6\u786e\u518d\u73b0\u4eba\u7c7b\u7684\u5904\u7406\u6548\u679c\uff08treatment effects\uff09\uff0c\u5982\u67d0\u5e72\u9884\u63aa\u65bd\u5bf9\u7fa4\u4f53\u884c\u4e3a\u7684\u5f71\u54cd\u3002<\/li>\n\n\n\n<li><strong>\u504f\u5dee\u4e0e\u516c\u5e73\u6027<\/strong>\uff1a\u901a\u8fc7\u6d4b\u91cf\u4e0d\u540c\u7fa4\u4f53\uff08\u5982\u79cd\u65cf\u3001\u6027\u522b\u3001\u653f\u6cbb\u7acb\u573a\uff09\u7684\u9884\u6d4b\u8868\u73b0\u5dee\u5f02\uff0c\u8bc4\u4f30\u751f\u6210\u4ee3\u7406\u5728\u51cf\u5c11\u504f\u5dee\u65b9\u9762\u7684\u80fd\u529b\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u56db\u3001\u5b9e\u9a8c\u7ed3\u679c\u4e0e\u53d1\u73b0<\/h4>\n\n\n\n<h5 class=\"wp-block-heading\">1. \u9884\u6d4b\u51c6\u786e\u6027<\/h5>\n\n\n\n<p>\u751f\u6210\u4ee3\u7406\u5728GSS\u7684\u9884\u6d4b\u4e2d\u8868\u73b0\u5353\u8d8a\uff0c\u8fbe\u5230\u4e860.85\u7684\u6807\u51c6\u5316\u51c6\u786e\u7387\uff08\u539f\u59cb\u51c6\u786e\u7387\u4e3a68.85%\uff09\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u57fa\u4e8e\u4eba\u53e3\u7edf\u8ba1\u4fe1\u606f\u7684\u4ee3\u7406\u51c6\u786e\u7387\u4e3a0.71\uff0c\u57fa\u4e8e\u4e2a\u6027\u5316\u63cf\u8ff0\u7684\u4ee3\u7406\u4e3a0.70\u3002\u5728\u5927\u4e94\u4eba\u683c\u7ef4\u5ea6\u9884\u6d4b\u4e2d\uff0c\u751f\u6210\u4ee3\u7406\u7684\u6807\u51c6\u5316\u76f8\u5173\u6027\u4e3a0.80\uff0c\u540c\u6837\u4f18\u4e8e\u5176\u4ed6\u57fa\u7ebf\u6a21\u578b\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">2. \u8bbf\u8c08\u7684\u8d21\u732e<\/h5>\n\n\n\n<p>\u901a\u8fc7\u5bf9\u8bbf\u8c08\u5185\u5bb9\u7684\u6d88\u878d\u5b9e\u9a8c\u53d1\u73b0\uff0c\u5373\u4f7f\u968f\u673a\u5220\u966480%\u7684\u8bbf\u8c08\u5185\u5bb9\uff0c\u751f\u6210\u4ee3\u7406\u4ecd\u7136\u80fd\u591f\u4fdd\u6301\u8f83\u9ad8\u7684\u9884\u6d4b\u7cbe\u5ea6\uff080.79\uff09\u3002\u6b64\u5916\uff0c\u4f7f\u7528\u63d0\u53d6\u7684\u8981\u70b9\u603b\u7ed3\u4ee3\u66ff\u539f\u59cb\u8bbf\u8c08\u5185\u5bb9\u7684\u4ee3\u7406\u5728GSS\u4e2d\u7684\u6807\u51c6\u5316\u51c6\u786e\u7387\u4e3a0.83\uff0c\u663e\u793a\u51fa\u8bbf\u8c08\u4e2d\u6355\u83b7\u7684\u77e5\u8bc6\u4e30\u5bcc\u5ea6\u5bf9\u4ee3\u7406\u6027\u80fd\u7684\u6838\u5fc3\u4f5c\u7528\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">3. \u504f\u5dee\u7684\u51cf\u5c11<\/h5>\n\n\n\n<p>\u7814\u7a76\u663e\u793a\uff0c\u57fa\u4e8e\u8bbf\u8c08\u7684\u751f\u6210\u4ee3\u7406\u5728\u4e0d\u540c\u7fa4\u4f53\uff08\u5982\u79cd\u65cf\u3001\u6027\u522b\u3001\u653f\u6cbb\u7acb\u573a\uff09\u7684\u9884\u6d4b\u8868\u73b0\u5dee\u5f02\u8f83\u5c0f\u3002\u4f8b\u5982\uff0c\u5728GSS\u4efb\u52a1\u4e2d\uff0c\u751f\u6210\u4ee3\u7406\u7684\u6027\u522b\u504f\u5dee\u4ece\u57fa\u4e8e\u4eba\u53e3\u7edf\u8ba1\u768412.35%\u964d\u4f4e\u52307.85%\uff0c\u663e\u793a\u51fa\u8bbf\u8c08\u65b9\u6cd5\u5728\u51cf\u5c11\u523b\u677f\u5370\u8c61\u65b9\u9762\u7684\u4f18\u52bf\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\">4. \u7fa4\u4f53\u884c\u4e3a\u6a21\u62df<\/h5>\n\n\n\n<p>\u751f\u6210\u4ee3\u7406\u5728\u4e94\u4e2a\u7ecf\u5178\u884c\u4e3a\u79d1\u5b66\u5b9e\u9a8c\u4e2d\u6210\u529f\u518d\u73b0\u4e86\u56db\u4e2a\u5b9e\u9a8c\u7684\u6548\u679c\uff0c\u4e0e\u4eba\u7c7b\u53c2\u4e0e\u8005\u7684\u8868\u73b0\u4e00\u81f4\u3002\u751f\u6210\u4ee3\u7406\u7684\u5904\u7406\u6548\u5e94\u4e0e\u4eba\u7c7b\u6548\u5e94\u7684\u76f8\u5173\u6027\u8fbe\u5230\u4e860.98\uff0c\u8868\u660e\u8be5\u7cfb\u7edf\u80fd\u591f\u51c6\u786e\u6a21\u62df\u7fa4\u4f53\u884c\u4e3a\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u4e94\u3001\u521b\u65b0\u70b9\u4e0e\u610f\u4e49<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u4e2a\u4f53\u5316\u6a21\u62df<\/strong>\uff1a\u901a\u8fc7\u6df1\u5ea6\u8bbf\u8c08\u548c\u4e13\u5bb6\u53cd\u601d\u6a21\u5757\uff0c\u751f\u6210\u4ee3\u7406\u5b9e\u73b0\u4e86\u5bf9\u4e2a\u4f53\u884c\u4e3a\u548c\u6001\u5ea6\u7684\u7cbe\u786e\u6a21\u62df\uff0c\u663e\u8457\u4f18\u4e8e\u4f20\u7edf\u6a21\u578b\u3002<\/li>\n\n\n\n<li><strong>\u51cf\u5c11\u504f\u5dee<\/strong>\uff1a\u8bbf\u8c08\u6570\u636e\u7684\u4f7f\u7528\u6709\u6548\u964d\u4f4e\u4e86\u751f\u6210\u4ee3\u7406\u7684\u7fa4\u4f53\u95f4\u504f\u5dee\uff0c\u4e3a\u516c\u5e73AI\u63d0\u4f9b\u4e86\u65b0\u601d\u8def\u3002<\/li>\n\n\n\n<li><strong>\u8de8\u9886\u57df\u9a8c\u8bc1<\/strong>\uff1a\u7814\u7a76\u9009\u53d6\u4e86\u591a\u4e2a\u9886\u57df\u7684\u8c03\u67e5\u548c\u5b9e\u9a8c\uff0c\u8bc1\u660e\u4e86\u751f\u6210\u4ee3\u7406\u5728\u793e\u4f1a\u79d1\u5b66\u7814\u7a76\u4e2d\u7684\u5e7f\u6cdb\u9002\u7528\u6027\u3002<\/li>\n\n\n\n<li><strong>\u5de5\u5177\u5316\u5e94\u7528<\/strong>\uff1a\u7814\u7a76\u6784\u5efa\u4e86\u4e00\u4e2a\u201c\u751f\u6210\u4ee3\u7406\u5e93\u201d\uff08Agent Bank\uff09\uff0c\u4e3a\u5b66\u672f\u7814\u7a76\u63d0\u4f9b\u4e86\u53ef\u91cd\u590d\u4f7f\u7528\u7684\u5de5\u5177\uff0c\u540c\u65f6\u901a\u8fc7\u9690\u79c1\u4fdd\u62a4\u63aa\u65bd\u786e\u4fdd\u6570\u636e\u5b89\u5168\u3002<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\">\u516d\u3001\u5c40\u9650\u6027\u4e0e\u672a\u6765\u65b9\u5411<\/h4>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6570\u636e\u8303\u56f4<\/strong>\uff1a\u6837\u672c\u5c40\u9650\u4e8e\u7f8e\u56fd\uff0c\u8de8\u6587\u5316\u9002\u7528\u6027\u5c1a\u5f85\u9a8c\u8bc1\u3002<\/li>\n\n\n\n<li><strong>\u957f\u6587\u672c\u5904\u7406<\/strong>\uff1a\u5c3d\u7ba1\u4ee3\u7406\u5728\u5927\u89c4\u6a21\u8bbf\u8c08\u6587\u672c\u4e2d\u8868\u73b0\u826f\u597d\uff0c\u4f46\u6a21\u578b\u7684\u6269\u5c55\u6027\u548c\u5b9e\u65f6\u6027\u4ecd\u7136\u9700\u8981\u8fdb\u4e00\u6b65\u4f18\u5316\u3002<\/li>\n\n\n\n<li><strong>\u4f26\u7406\u4e0e\u9690\u79c1<\/strong>\uff1a\u7814\u7a76\u8005\u9700\u6301\u7eed\u8bc4\u4f30\u751f\u6210\u4ee3\u7406\u53ef\u80fd\u5e26\u6765\u7684\u9690\u79c1\u98ce\u9669\uff0c\u786e\u4fdd\u6a21\u578b\u7684\u8d1f\u8d23\u4efb\u4f7f\u7528\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>\u8bba\u6587Generative Agent Simulations of 1,000 People\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u751f\u6210 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[8],"tags":[39,94,86,54],"class_list":["post-5454","post","type-post","status-publish","format-standard","hentry","category-tech","tag-ai","tag-agentic-ai","tag-llm","tag-54"],"rttpg_featured_image_url":null,"rttpg_author":{"display_name":"NullThought","author_link":"https:\/\/nullthought.net\/?author=1"},"rttpg_comment":0,"rttpg_category":"<a href=\"https:\/\/nullthought.net\/?cat=8\" rel=\"category\">Tech<\/a>","rttpg_excerpt":"\u8bba\u6587Generative Agent Simulations of 1,000 People\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u751f\u6210&hellip;","_links":{"self":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/5454","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=5454"}],"version-history":[{"count":2,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/5454\/revisions"}],"predecessor-version":[{"id":5457,"href":"https:\/\/nullthought.net\/index.php?rest_route=\/wp\/v2\/posts\/5454\/revisions\/5457"}],"wp:attachment":[{"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5454"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5454"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nullthought.net\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5454"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}