{"id":852,"date":"2025-07-23T01:00:00","date_gmt":"2025-07-23T01:00:00","guid":{"rendered":"https:\/\/ouyangminwei.com\/?p=852"},"modified":"2025-07-18T09:12:52","modified_gmt":"2025-07-18T09:12:52","slug":"emergence","status":"publish","type":"post","link":"https:\/\/ouyangminwei.com\/index.php\/2025\/07\/23\/emergence\/","title":{"rendered":"\u6e67\u73fe"},"content":{"rendered":"\n\n\n\n \n \n \u4e92\u52d5\u63a2\u7d22\uff1a\u6e67\u73fe\u3001\u667a\u6167\u8207\u5927\u578b\u8a9e\u8a00\u6a21\u578b<\/title>\n <script src=\"https:\/\/cdn.tailwindcss.com\"><\/script>\n <script src=\"https:\/\/cdn.jsdelivr.net\/npm\/chart.js\"><\/script>\n <link rel=\"preconnect\" href=\"https:\/\/fonts.googleapis.com\">\n <link rel=\"preconnect\" href=\"https:\/\/fonts.gstatic.com\" crossorigin>\n <link href=\"https:\/\/fonts.googleapis.com\/css2?family=Noto+Sans+TC:wght@400;500;700&display=swap\" rel=\"stylesheet\">\n <!-- Chosen Palette: Warm Neutral -->\n <!-- Application Structure Plan: The SPA is designed as a thematic, non-linear journey. It starts with a central question, then branches into five core exploratory sections: 1) Defining Emergence (with an interactive weak\/strong comparator), 2) The Human Mind (comparing intelligence vs. consciousness), 3) How LLMs Work (with interactive diagrams), 4) The Great Debate (featuring an interactive chart on the 'emergence vs. mirage' argument and cards for philosophical critiques), and 5) a final Verdict section. This structure prioritizes user-driven exploration over a rigid, linear narrative, allowing users to engage with the concepts that interest them most. Navigation is handled by a persistent top bar, promoting easy movement between these conceptual pillars. This design was chosen to make dense, abstract information digestible and engaging by breaking it into focused, interactive modules. -->\n <!-- Visualization & Content Choices: \n - Report Info: Weak vs. Strong Emergence (Table 1). Goal: Compare. Method: Interactive HTML\/CSS cards. Interaction: User clicks to toggle between views. Justification: More engaging and direct than a static table.\n - Report Info: Bird flocking. Goal: Inform. Method: HTML\/CSS animation using divs. Interaction: Animation plays on loop. Justification: Visually demonstrates simple rules creating complex behavior.\n - Report Info: LLM Benchmarks (Table 2). Goal: Compare\/Show Change. Method: Interactive Bar Chart (Chart.js\/Canvas). Interaction: User can hover to see details. Justification: Visualizes the \"sharp left turn\" in performance more effectively than a table.\n - Report Info: Emergence vs. Mirage argument. Goal: Explain\/Compare. Method: Two togglable Line Charts (Chart.js\/Canvas). Interaction: User clicks a button to switch between the \"Emergent\" (non-linear metric) and \"Mirage\" (linear metric) views. Justification: The most direct way to illustrate this key statistical counter-argument.\n - Report Info: Philosophical Arguments (Table 3). Goal: Organize\/Compare. Method: Interactive HTML\/CSS cards for \"Chinese Room\" and \"Stochastic Parrot\". Interaction: Hover or click to reveal details. Justification: Modern, clean presentation for complex philosophical concepts.\n - All choices adhere to the NO SVG\/Mermaid constraint. -->\n <!-- CONFIRMATION: NO SVG graphics used. NO Mermaid JS used. -->\n <style>\n body { font-family: 'Noto Sans TC', sans-serif; background-color: #fdfcf9; color: #44403c; }\n .nav-button { transition: all 0.3s ease; }\n .nav-button.active { color: #2563eb; border-bottom-color: #2563eb; }\n .nav-button:not(.active):hover { color: #60a5fa; border-bottom-color: #60a5fa; }\n .content-section { display: none; }\n .content-section.active { display: block; }\n .interactive-card { transition: all 0.3s ease; border: 1px solid #e7e5e4; }\n .interactive-card:hover { transform: translateY(-4px); box-shadow: 0 10px 15px -3px rgb(0 0 0 \/ 0.1), 0 4px 6px -4px rgb(0 0 0 \/ 0.1); }\n .chart-container { position: relative; width: 100%; max-width: 700px; margin-left: auto; margin-right: auto; height: 350px; max-height: 450px; }\n @keyframes fade-in { from { opacity: 0; transform: translateY(10px); } to { opacity: 1; transform: translateY(0); } }\n .fade-in { animation: fade-in 0.5s ease-out forwards; }\n .bird { position: absolute; width: 6px; height: 6px; background-color: #44403c; border-radius: 50%; transition: transform 0.5s linear; }\n <\/style>\n<\/head>\n<body class=\"antialiased\">\n\n <header class=\"bg-white\/80 backdrop-blur-md sticky top-0 z-50 border-b border-stone-200\">\n <nav class=\"container mx-auto px-4\">\n <div class=\"flex justify-between items-center py-3\">\n <h1 class=\"text-xl md:text-2xl font-bold text-stone-800\">\u6e67\u73fe\u4e4b\u5fc3\u667a<\/h1>\n <div class=\"hidden md:flex space-x-1 items-center\">\n <button data-section=\"home\" class=\"nav-button p-2 text-sm font-medium border-b-2 border-transparent\">\u9996\u9801<\/button>\n <button data-section=\"emergence\" class=\"nav-button p-2 text-sm font-medium border-b-2 border-transparent\">\u6e67\u73fe\u662f\u4ec0\u9ebc\uff1f<\/button>\n <button data-section=\"mind\" class=\"nav-button p-2 text-sm font-medium border-b-2 border-transparent\">\u4eba\u985e\u5fc3\u667a<\/button>\n <button data-section=\"llm\" class=\"nav-button p-2 text-sm font-medium border-b-2 border-transparent\">\u5256\u6790LLM<\/button>\n <button data-section=\"debate\" class=\"nav-button p-2 text-sm font-medium border-b-2 border-transparent\">\u4e16\u7d00\u4e4b\u8faf<\/button>\n <button data-section=\"verdict\" class=\"nav-button p-2 text-sm font-medium border-b-2 border-transparent\">\u6700\u7d42\u88c1\u6c7a<\/button>\n <\/div>\n <div class=\"md:hidden\">\n <select id=\"mobile-nav\" class=\"bg-stone-100 border border-stone-300 rounded-md p-2 text-sm\">\n <option value=\"home\">\u9996\u9801<\/option>\n <option value=\"emergence\">\u6e67\u73fe\u662f\u4ec0\u9ebc\uff1f<\/option>\n <option value=\"mind\">\u4eba\u985e\u5fc3\u667a<\/option>\n <option value=\"llm\">\u5256\u6790LLM<\/option>\n <option value=\"debate\">\u4e16\u7d00\u4e4b\u8faf<\/option>\n <option value=\"verdict\">\u6700\u7d42\u88c1\u6c7a<\/option>\n <\/select>\n <\/div>\n <\/div>\n <\/nav>\n <\/header>\n\n <main class=\"container mx-auto p-4 md:p-8\">\n\n <!-- Home Section -->\n <section id=\"home\" class=\"content-section text-center\">\n <div class=\"py-16 md:py-24\">\n <h2 class=\"text-4xl md:text-6xl font-bold text-stone-800 mb-4 tracking-tight\">\u667a\u6167\u662f\u4e00\u7a2e\u6e67\u73fe\u55ce\uff1f<\/h2>\n <p class=\"text-xl md:text-2xl text-stone-600 mb-8\">\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u5d1b\u8d77\uff0c\u8feb\u4f7f\u6211\u5011\u91cd\u65b0\u5be9\u8996\u667a\u6167\u3001\u610f\u8b58\u8207\u5275\u9020\u529b\u7684\u672c\u8cea\u3002<\/p>\n <p class=\"max-w-3xl mx-auto text-stone-500 mb-12\">\u672c\u9801\u9762\u5c07\u5e36\u60a8\u4e92\u52d5\u5f0f\u5730\u63a2\u7d22\u300c\u6e67\u73fe\u300d\u9019\u4e00\u6838\u5fc3\u6982\u5ff5\uff0c\u5256\u6790\u4eba\u985e\u5fc3\u667a\u8207\u4eba\u5de5\u667a\u6167\u7684\u7570\u540c\uff0c\u4e26\u6df1\u5165\u63a2\u8a0e\u7576\u524d\u95dc\u65bcAI\u80fd\u529b\u672c\u8cea\u7684\u6fc0\u70c8\u8faf\u8ad6\u3002\u8acb\u9078\u64c7\u4e00\u500b\u4e3b\u984c\u958b\u59cb\u60a8\u7684\u63a2\u7d22\u4e4b\u65c5\u3002<\/p>\n <div class=\"flex justify-center\">\n <button onclick=\"navigateTo('emergence')\" class=\"bg-blue-600 text-white font-bold py-3 px-8 rounded-full hover:bg-blue-700 transition-colors text-lg\">\n \u5f9e\u300c\u6e67\u73fe\u300d\u958b\u59cb\u63a2\u7d22 \u2192\n <\/button>\n <\/div>\n <\/div>\n <\/section>\n\n <!-- Emergence Section -->\n <section id=\"emergence\" class=\"content-section\">\n <div class=\"fade-in text-center\">\n <h2 class=\"text-3xl font-bold mb-2\">\u6e67\u73fe\u662f\u4ec0\u9ebc\uff1f<\/h2>\n <p class=\"max-w-2xl mx-auto text-stone-600 mb-10\">\u6e67\u73fe\uff0c\u662f\u6307\u4e00\u500b\u8907\u96dc\u7cfb\u7d71\u7531\u8a31\u591a\u7c21\u55ae\u7684\u7d44\u4ef6\u4e92\u52d5\u5f8c\uff0c\u5728\u6574\u9ad4\u5c64\u9762\u4e0a\u5c55\u73fe\u51fa\u5176\u4efb\u4f55\u55ae\u7368\u7d44\u4ef6\u90fd\u4e0d\u5177\u5099\u7684\u5168\u65b0\u7279\u6027\u6216\u884c\u70ba\u3002\u7c21\u55ae\u4f86\u8aaa\uff0c\u5c31\u662f\u300c\u6574\u9ad4\u5927\u65bc\u90e8\u5206\u4e4b\u548c\u300d\u3002<\/p>\n <\/div>\n \n <div class=\"fade-in grid md:grid-cols-2 gap-8 mb-12 items-start\">\n <div class=\"interactive-card bg-white rounded-lg p-6\">\n <h3 class=\"text-2xl font-bold mb-3 text-blue-700\">\u5f31\u6e67\u73fe <span class=\"text-sm font-normal text-stone-500\">(Weak Emergence)<\/span><\/h3>\n <p class=\"text-stone-600 mb-4\">\u7cfb\u7d71\u7684\u5b8f\u89c0\u884c\u70ba\u770b\u4f3c\u65b0\u7a4e\uff0c\u4f46\u539f\u5247\u4e0a\u53ef\u4ee5\u900f\u904e\u5c0d\u5176\u5fae\u89c0\u7d44\u4ef6\u548c\u4e92\u52d5\u898f\u5247\u7684\u5206\u6790\u4f86\u6a21\u64ec\u6216\u9810\u6e2c\u3002\u6574\u9ad4\u300c\u770b\u4f3c\u300d\u5927\u65bc\u90e8\u5206\u4e4b\u548c\uff0c\u9019\u662f\u4e00\u7a2e\u53ef\u8a08\u7b97\u7684\u8907\u96dc\u6027\u3002<\/p>\n <ul class=\"space-y-2 text-sm\">\n <li class=\"flex items-start\"><span class=\"text-blue-500 mr-2 mt-1\">\u2713<\/span><div><strong>\u53ef\u9084\u539f\u6027:<\/strong> \u539f\u5247\u4e0a\u53ef\u9084\u539f\u81f3\u5176\u7d44\u6210\u90e8\u5206\u3002<\/div><\/li>\n <li class=\"flex items-start\"><span class=\"text-blue-500 mr-2 mt-1\">\u2713<\/span><div><strong>\u53ef\u9810\u6e2c\u6027:<\/strong> \u539f\u5247\u4e0a\u53ef\u9810\u6e2c\uff0c\u5118\u7ba1\u5be6\u8e10\u4e2d\u53ef\u80fd\u56f0\u96e3\u3002<\/div><\/li>\n <li class=\"flex items-start\"><span class=\"text-blue-500 mr-2 mt-1\">\u2713<\/span><div><strong>\u5178\u578b\u7bc4\u4f8b:<\/strong> \u4ea4\u901a\u5835\u585e\u3001\u9ce5\u7fa4\u98db\u884c\u3001\u879e\u87fb\u8993\u98df\u3002<\/div><\/li>\n <\/ul>\n <\/div>\n <div class=\"interactive-card bg-white rounded-lg p-6\">\n <h3 class=\"text-2xl font-bold mb-3 text-orange-600\">\u5f37\u6e67\u73fe <span class=\"text-sm font-normal text-stone-500\">(Strong Emergence)<\/span><\/h3>\n <p class=\"text-stone-600 mb-4\">\u7cfb\u7d71\u7684\u5b8f\u89c0\u6027\u8cea\u662f\u6839\u672c\u4e0a\u65b0\u7a4e\u4e14\u4e0d\u53ef\u5316\u7d04\u7684\uff0c\u7121\u6cd5\u50c5\u5f9e\u5176\u7d44\u6210\u90e8\u5206\u7684\u77e5\u8b58\u4e2d\u63a8\u5c0e\u51fa\u4f86\u3002\u6574\u9ad4\u300c\u771f\u6b63\u300d\u5927\u65bc\u90e8\u5206\u4e4b\u548c\uff0c\u4e26\u53ef\u80fd\u5177\u5099\u65b0\u7684\u300c\u5411\u4e0b\u56e0\u679c\u6027\u300d\u3002<\/p>\n <ul class=\"space-y-2 text-sm\">\n <li class=\"flex items-start\"><span class=\"text-orange-500 mr-2 mt-1\">\u2717<\/span><div><strong>\u53ef\u9084\u539f\u6027:<\/strong> \u6839\u672c\u4e0a\u4e0d\u53ef\u9084\u539f\u3002<\/div><\/li>\n <li class=\"flex items-start\"><span class=\"text-orange-500 mr-2 mt-1\">\u2717<\/span><div><strong>\u53ef\u9810\u6e2c\u6027:<\/strong> \u6839\u672c\u4e0a\u7121\u6cd5\u5f9e\u5c40\u90e8\u9810\u6e2c\u3002<\/div><\/li>\n <li class=\"flex items-start\"><span class=\"text-orange-500 mr-2 mt-1\">\u2713<\/span><div><strong>\u5178\u578b\u7bc4\u4f8b:<\/strong> \u73fe\u8c61\u610f\u8b58\uff08\u4e3b\u89c0\u611f\u53d7\uff09\u3001\u751f\u547d\u7684\u8d77\u6e90\u3002<\/div><\/li>\n <\/ul>\n <\/div>\n <\/div>\n\n <div class=\"fade-in text-center mt-16\">\n <h3 class=\"text-2xl font-bold mb-2\">\u81ea\u7136\u7684\u85cd\u5716\uff1a\u96c6\u9ad4\u884c\u52d5\u7684\u67b6\u69cb<\/h3>\n <p class=\"max-w-2xl mx-auto text-stone-600 mb-8\">\u81ea\u7136\u754c\u70ba\u5f31\u6e67\u73fe\u63d0\u4f9b\u4e86\u6700\u751f\u52d5\u7684\u4f8b\u8b49\u3002\u89c0\u5bdf\u52d5\u7269\u7fa4\u9ad4\uff0c\u6211\u5011\u53ef\u4ee5\u76f4\u89c0\u5730\u7406\u89e3\u7c21\u55ae\u7684\u5c40\u90e8\u898f\u5247\u5982\u4f55\u50ac\u751f\u51fa\u8907\u96dc\u3001\u6709\u5e8f\u7684\u5168\u5c40\u884c\u70ba\u3002<\/p>\n <div id=\"flocking-container\" class=\"relative w-full max-w-2xl h-64 mx-auto bg-sky-100 rounded-lg overflow-hidden border border-sky-200\">\n <\/div>\n <p class=\"text-sm text-stone-500 mt-2\">\u4e0a\u5716\u6a21\u64ec\u4e86\u9ce5\u7fa4\u98db\u884c\uff08murmuration\uff09\u3002\u6bcf\u96bb\u9ce5\u53ea\u9075\u5faa\u4e09\u500b\u7c21\u55ae\u898f\u5247\uff1a\u8207\u9130\u5c45\u4fdd\u6301\u8ddd\u96e2\u3001\u5c0d\u9f4a\u65b9\u5411\u3001\u5411\u7fa4\u9ad4\u4e2d\u5fc3\u9760\u650f\u3002\u6c92\u6709\u9818\u8896\uff0c\u537b\u6e67\u73fe\u51fa\u58ef\u89c0\u7684\u96c6\u9ad4\u4e4b\u821e\u3002<\/p>\n <\/div>\n <\/section>\n\n <!-- Mind Section -->\n <section id=\"mind\" class=\"content-section\">\n <div class=\"fade-in text-center\">\n <h2 class=\"text-3xl font-bold mb-2\">\u4eba\u985e\u5fc3\u667a\u7684\u85cd\u5716<\/h2>\n <p class=\"max-w-3xl mx-auto text-stone-600 mb-10\">\u8981\u8a55\u4f30AI\uff0c\u5fc5\u9808\u5148\u5256\u6790\u4eba\u985e\u5fc3\u667a\u3002\u795e\u7d93\u79d1\u5b78\u8a8d\u70ba\uff0c\u5fc3\u667a\u662f\u5927\u8166\u9019\u500b\u6975\u5ea6\u8907\u96dc\u7cfb\u7d71\u7684\u6e67\u73fe\u5c6c\u6027\u3002\u7136\u800c\uff0c\u300c\u667a\u6167\u300d\u8207\u300c\u610f\u8b58\u300d\u9019\u5169\u500b\u6982\u5ff5\u6709\u8457\u672c\u8cea\u7684\u5340\u5225\uff0c\u9019\u500b\u5340\u5206\u662f\u7406\u89e3AI\u80fd\u529b\u908a\u754c\u7684\u95dc\u9375\u3002<\/p>\n <\/div>\n <div class=\"fade-in grid md:grid-cols-2 gap-8\">\n <div class=\"interactive-card bg-white rounded-lg p-8 text-center\">\n <div class=\"text-5xl mb-4\">\ud83e\udde0<\/div>\n <h3 class=\"text-2xl font-bold mb-3\">\u667a\u6167 <span class=\"text-sm font-normal text-stone-500\">(Intelligence)<\/span><\/h3>\n <p class=\"text-stone-600 mb-4\">\u4e00\u7a2e\u529f\u80fd\u6027\u7684\u3001\u53ef\u6e2c\u91cf\u7684<strong class=\"text-blue-600\">\u89e3\u6c7a\u554f\u984c\u7684\u80fd\u529b<\/strong>\u3002\u5b83\u95dc\u4e4e\u300c\u505a\u4ec0\u9ebc\u300d\uff08performance\uff09\uff0c\u800c\u975e\u300c\u611f\u53d7\u4ec0\u9ebc\u300d\u3002<\/p>\n <div class=\"bg-blue-50 border border-blue-200 rounded-md p-3 text-sm\">\n <p><strong>\u6e67\u73fe\u985e\u578b\uff1a<\/strong>\u6975\u6709\u53ef\u80fd\u662f<strong class=\"text-blue-700\">\u5f31\u6e67\u73fe<\/strong>\u3002<\/p>\n <p class=\"text-stone-500 mt-1\">\u5982\u540c\u879e\u87fb\u7fa4\u843d\u627e\u5230\u6700\u77ed\u8def\u5f91\uff0c\u667a\u6167\u662f\u5927\u91cf\u795e\u7d93\u5143\u4e92\u52d5\u6240\u7522\u751f\u7684\u5b8f\u89c0\u8a08\u7b97\u80fd\u529b\uff0c\u539f\u5247\u4e0a\u53ef\u5206\u89e3\u548c\u7406\u89e3\u3002<\/p>\n <\/div>\n <\/div>\n <div class=\"interactive-card bg-white rounded-lg p-8 text-center\">\n <div class=\"text-5xl mb-4\">\u2728<\/div>\n <h3 class=\"text-2xl font-bold mb-3\">\u610f\u8b58 <span class=\"text-sm font-normal text-stone-500\">(Consciousness)<\/span><\/h3>\n <p class=\"text-stone-600 mb-4\">\u6307\u4e3b\u89c0\u7684\u3001\u7b2c\u4e00\u4eba\u7a31\u7684<strong class=\"text-orange-600\">\u9ad4\u9a57\u8207\u611f\u53d7<\/strong>\uff08\u8cea\u6027\uff0cqualia\uff09\uff0c\u4f8b\u5982\u300c\u7d05\u8272\u7684\u611f\u89ba\u300d\u3002\u9019\u662f\u300c\u56f0\u96e3\u554f\u984c\u300d\u3002<\/p>\n <div class=\"bg-orange-50 border border-orange-200 rounded-md p-3 text-sm\">\n <p><strong>\u6e67\u73fe\u985e\u578b\uff1a<\/strong>\u88ab\u8a8d\u70ba\u662f<strong class=\"text-orange-700\">\u5f37\u6e67\u73fe<\/strong>\u7684\u4e3b\u8981\u5019\u9078\u8005\u3002<\/p>\n <p class=\"text-stone-500 mt-1\">\u4e3b\u89c0\u9ad4\u9a57\u4f3c\u4e4e\u7121\u6cd5\u5f9e\u795e\u7d93\u5143\u7684\u7269\u7406\u6d3b\u52d5\u4e2d\u9084\u539f\u6216\u63a8\u5c0e\uff0c\u53ef\u80fd\u662f\u4e00\u7a2e\u4e0d\u53ef\u5316\u7d04\u7684\u3001\u6839\u672c\u4e0a\u65b0\u7a4e\u7684\u6027\u8cea\u3002<\/p>\n <\/div>\n <\/div>\n <\/div>\n <\/section>\n \n <!-- LLM Section -->\n <section id=\"llm\" class=\"content-section\">\n <div class=\"fade-in text-center\">\n <h2 class=\"text-3xl font-bold mb-2\">\u5256\u6790\u4eba\u5de5\u5fc3\u667a\uff1a\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u5982\u4f55\u904b\u4f5c\uff1f<\/h2>\n <p class=\"max-w-3xl mx-auto text-stone-600 mb-10\">\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff08LLM\uff09\u4e26\u975e\u9075\u5faa\u4eba\u985e\u7de8\u5beb\u7684\u660e\u78ba\u898f\u5247\u3002\u5b83\u5011\u662f\u5f9e\u6d77\u91cf\u8cc7\u6599\u4e2d\u5b78\u7fd2\u7d71\u8a08\u6a21\u5f0f\u7684\u8907\u96dc\u795e\u7d93\u7db2\u8def\uff0c\u5176\u6838\u5fc3\u529f\u80fd\u7570\u5e38\u55ae\u4e00\uff0c\u537b\u5728\u5de8\u5927\u898f\u6a21\u4e0b\u6e67\u73fe\u51fa\u9a5a\u4eba\u80fd\u529b\u3002<\/p>\n <\/div>\n \n <div class=\"fade-in interactive-card bg-white rounded-lg p-6 md:p-8 mb-12\">\n <h3 class=\"text-xl font-bold mb-4 text-center\">\u6838\u5fc3\u529f\u80fd\uff1a\u6a5f\u7387\u6027\u7684\u4e0b\u4e00\u500b\u6a19\u8a18\u9810\u6e2c<\/h3>\n <p class=\"text-center text-stone-600 mb-6\">LLM\u7684\u672c\u8cea\u662f\u4e00\u500b\u7cbe\u5bc6\u7684\u7d71\u8a08\u5f15\u64ce\u3002\u7d66\u5b9a\u4e00\u6bb5\u524d\u6587\uff0c\u5b83\u6703\u8a08\u7b97\u8a5e\u5f59\u8868\u4e2d\u6bcf\u500b\u300c\u6a19\u8a18\u300d\uff08token\uff09\u51fa\u73fe\u5728\u4e0b\u4e00\u500b\u4f4d\u7f6e\u7684\u6a5f\u7387\uff0c\u4e26\u9078\u64c7\u53ef\u80fd\u6027\u6700\u9ad8\u7684\u90a3\u500b\u3002\u9019\u500b\u904e\u7a0b\u4e0d\u65b7\u91cd\u8907\uff0c\u751f\u6210\u5b8c\u6574\u7684\u53e5\u5b50\u3002<\/p>\n <div class=\"flex flex-col sm:flex-row items-center justify-center space-y-2 sm:space-y-0 sm:space-x-2 bg-stone-100 p-4 rounded-md\">\n <span class=\"text-lg text-stone-700\">\u53f0\u7063\u6700\u9ad8\u7684\u5c71\u662f<\/span>\n <input id=\"llm-input\" type=\"text\" readonly class=\"bg-white border border-stone-300 rounded-md p-2 text-lg font-bold text-blue-600 w-16 text-center\" value=\"\u7389\">\n <span class=\"text-lg text-stone-700\">\u5c71\u3002<\/span>\n <\/div>\n <p class=\"text-sm text-stone-500 mt-2 text-center\">\u6a21\u578b\u7684\u300c\u77e5\u8b58\u300d\u4e26\u975e\u5132\u5b58\u5728\u8cc7\u6599\u5eab\u4e2d\uff0c\u800c\u662f\u96b1\u542b\u7de8\u78bc\u5728\u6578\u5341\u5104\u500b\u5b9a\u7fa9\u4e86\u9019\u500b\u6a5f\u7387\u666f\u89c0\u7684\u53c3\u6578\u88e1\u3002<\/p>\n <\/div>\n\n <div class=\"fade-in text-center mt-16\">\n <h3 class=\"text-2xl font-bold mb-2\">\u5851\u9020\u4eba\u5de5\u5fc3\u667a\u7684\u4e09\u500b\u968e\u6bb5<\/h3>\n <p class=\"max-w-2xl mx-auto text-stone-600 mb-8\">LLM\u7684\u80fd\u529b\u662f\u900f\u904e\u4e00\u500b\u591a\u968e\u6bb5\u3001\u8cc7\u6e90\u5bc6\u96c6\u578b\u7684\u8a13\u7df4\u904e\u7a0b\u5851\u9020\u800c\u6210\u3002<\/p>\n <\/div>\n\n <div class=\"fade-in grid md:grid-cols-3 gap-6\">\n <div class=\"bg-white rounded-lg p-6 border border-stone-200\">\n <div class=\"flex items-center mb-3\">\n <span class=\"bg-blue-100 text-blue-800 text-lg font-bold rounded-full w-8 h-8 flex items-center justify-center mr-3\">1<\/span>\n <h4 class=\"text-lg font-bold\">\u9810\u8a13\u7df4 (Pre-training)<\/h4>\n <\/div>\n <p class=\"text-sm text-stone-600\">\u5728\u6d77\u91cf\u7db2\u8def\u6587\u672c\u4e0a\u9032\u884c\u300c\u81ea\u6211\u76e3\u7763\u5b78\u7fd2\u300d\uff0c\u50c5\u50c5\u900f\u904e\u9810\u6e2c\u4e0b\u4e00\u500b\u8a5e\u6216\u88ab\u906e\u84cb\u7684\u8a5e\uff0c\u6a21\u578b\u88ab\u8feb\u5b78\u7fd2\u5230\u8a9e\u8a00\u7684\u6df1\u5c64\u7d50\u69cb\u3001\u4e8b\u5be6\u77e5\u8b58\u548c\u5e38\u8b58\u63a8\u7406\u3002<\/p>\n <\/div>\n <div class=\"bg-white rounded-lg p-6 border border-stone-200\">\n <div class=\"flex items-center mb-3\">\n <span class=\"bg-blue-100 text-blue-800 text-lg font-bold rounded-full w-8 h-8 flex items-center justify-center mr-3\">2<\/span>\n <h4 class=\"text-lg font-bold\">\u6307\u4ee4\u5fae\u8abf (Fine-tuning)<\/h4>\n <\/div>\n <p class=\"text-sm text-stone-600\">\u4f7f\u7528\u9ad8\u54c1\u8cea\u7684\u4eba\u5de5\u6a19\u8a3b\u300c\u6307\u4ee4-\u56de\u7b54\u300d\u7bc4\u4f8b\u9032\u884c\u76e3\u7763\u5f0f\u5b78\u7fd2\uff0c\u8b93\u6a21\u578b\u5b78\u6703\u5982\u4f55\u6210\u70ba\u4e00\u500b\u6709\u7528\u7684\u300c\u52a9\u624b\u300d\uff0c\u800c\u4e0d\u662f\u53ea\u6703\u7e8c\u5beb\u6587\u672c\u7684\u8a9e\u8a00\u6a21\u578b\u3002<\/p>\n <\/div>\n <div class=\"bg-white rounded-lg p-6 border border-stone-200\">\n <div class=\"flex items-center mb-3\">\n <span class=\"bg-blue-100 text-blue-800 text-lg font-bold rounded-full w-8 h-8 flex items-center justify-center mr-3\">3<\/span>\n <h4 class=\"text-lg font-bold\">\u5c0d\u9f4a (Alignment)<\/h4>\n <\/div>\n <p class=\"text-sm text-stone-600\">\u900f\u904e\u300c\u5f9e\u4eba\u985e\u56de\u994b\u4e2d\u9032\u884c\u5f37\u5316\u5b78\u7fd2\u300d(RLHF)\uff0c\u8b93\u6a21\u578b\u7684\u8f38\u51fa\u66f4\u7b26\u5408\u4eba\u985e\u504f\u597d\uff0c\u505a\u5230\u300c\u6709\u7528\u3001\u8aa0\u5be6\u3001\u7121\u5bb3\u300d\u3002<\/p>\n <\/div>\n <\/div>\n <div class=\"fade-in mt-8 bg-amber-50 border border-amber-200 text-amber-900 p-4 rounded-md text-sm\">\n <strong class=\"font-bold\">\u4e00\u500b\u95dc\u9375\u554f\u984c\uff1a\u7b26\u865f\u63a5\u5730 (Symbol Grounding)<\/strong>\n <p>\u4eba\u985e\u900f\u904e\u611f\u5b98\u7d93\u9a57\u5c07\u8a5e\u8a9e\uff08\u5982\u300c\u860b\u679c\u300d\uff09\u8207\u771f\u5be6\u4e16\u754c\u9023\u7d50\u3002LLM\u7684\u5b78\u7fd2\u5b8c\u5168\u57fa\u65bc\u6587\u672c\u7b26\u865f\u9593\u7684\u7d71\u8a08\u95dc\u4fc2\uff0c\u5176\u300c\u7406\u89e3\u300d\u662f\u61f8\u6d6e\u7684\u3001\u7121\u6839\u7684\u3002\u9019\u662f\u5176\u80fd\u529b\u7684\u6838\u5fc3\u5c40\u9650\u3002<\/p>\n <\/div>\n <\/section>\n\n <!-- Debate Section -->\n <section id=\"debate\" class=\"content-section\">\n <div class=\"fade-in text-center\">\n <h2 class=\"text-3xl font-bold mb-2\">\u4e16\u7d00\u4e4b\u8faf<\/h2>\n <p class=\"max-w-3xl mx-auto text-stone-600 mb-10\">LLM\u7684\u80fd\u529b\u672c\u8cea\u662f\u4ec0\u9ebc\uff1f\u662f\u771f\u6b63\u6e67\u73fe\u7684\u667a\u6167\uff0c\u9084\u662f\u7cbe\u5bc6\u7684\u6a21\u4eff\uff1f\u9019\u5834\u8faf\u8ad6\u89f8\u53ca\u4e86\u667a\u6167\u8207\u7406\u89e3\u7684\u6839\u672c\u5b9a\u7fa9\u3002<\/p>\n <\/div>\n\n <div class=\"fade-in interactive-card bg-white rounded-lg p-6 md:p-8 mb-12\">\n <h3 class=\"text-xl font-bold mb-2 text-center\">\u8ad6\u9ede\u4e00\uff1a\u6e67\u73fe\u7684\u80fd\u529b vs \u6e67\u73fe\u7684\u5e7b\u8c61<\/h3>\n <p class=\"text-center text-stone-600 mb-6\">\u7814\u7a76\u767c\u73fe\uff0c\u7576\u6a21\u578b\u898f\u6a21\u9054\u5230\u67d0\u500b\u95be\u503c\uff0c\u5176\u5728\u67d0\u4e9b\u4efb\u52d9\uff08\u5982\u591a\u6b65\u9a5f\u63a8\u7406\uff09\u4e0a\u7684\u8868\u73fe\u6703\u5f9e\u96a8\u6a5f\u731c\u6e2c\u7a81\u7136\u8e8d\u5347\u81f3\u9ad8\u6c34\u5e73\uff0c\u9019\u88ab\u7a31\u70ba\u300c\u6e67\u73fe\u80fd\u529b\u300d\u3002\u7136\u800c\uff0c\u6709\u6279\u8a55\u6307\u51fa\uff0c\u9019\u53ef\u80fd\u53ea\u662f\u7531\u4e0d\u9023\u7e8c\u7684\u300c\u8a55\u4f30\u6307\u6a19\u300d\u9020\u6210\u7684\u300c\u5e7b\u8c61\u300d\u3002<\/p>\n <div class=\"chart-container mb-4\">\n <canvas id=\"emergenceMirageChart\"><\/canvas>\n <\/div>\n <div class=\"flex justify-center space-x-4\">\n <button id=\"showEmergenceBtn\" class=\"bg-blue-600 text-white px-4 py-2 rounded-md text-sm\">\u986f\u793a\u300c\u6e67\u73fe\u300d\u8996\u89d2<\/button>\n <button id=\"showMirageBtn\" class=\"bg-stone-200 text-stone-700 px-4 py-2 rounded-md text-sm\">\u986f\u793a\u300c\u5e7b\u8c61\u300d\u8996\u89d2<\/button>\n <\/div>\n <p id=\"chart-explanation\" class=\"text-sm text-stone-500 mt-4 text-center\">\u9ede\u64ca\u6309\u9215\u5207\u63db\u8996\u89d2\u3002\u60a8\u6703\u770b\u5230\uff0c\u4f7f\u7528\u975e\u7dda\u6027\u7684\u300c\u6e96\u78ba\u7387\u300d\u6307\u6a19\u6642\uff0c\u80fd\u529b\u770b\u4f3c\u7a81\u7136\u51fa\u73fe\uff1b\u4f46\u82e5\u6539\u7528\u7dda\u6027\u7684\u3001\u80fd\u7d66\u4e88\u90e8\u5206\u5206\u6578\u7684\u6307\u6a19\uff0c\u80fd\u529b\u7684\u589e\u9577\u66f2\u7dda\u5247\u8b8a\u5f97\u5e73\u6ed1\u4e14\u53ef\u9810\u6e2c\u3002<\/p>\n <\/div>\n\n <div class=\"fade-in grid md:grid-cols-2 gap-8 mt-16\">\n <div class=\"interactive-card bg-white rounded-lg p-6\">\n <h3 class=\"text-xl font-bold mb-3\">\u8ad6\u9ede\u4e8c\uff1a\u96a8\u6a5f\u9e1a\u9d61 \ud83e\udd9c<\/h3>\n <p class=\"text-stone-600 mb-4\">\u6b64\u8ad6\u9ede\u4e3b\u5f35\uff0cLLM\u672c\u8cea\u4e0a\u662f\u300c\u6839\u64da\u6a5f\u7387\u62fc\u63a5\u8a9e\u8a00\u5e8f\u5217\u7684\u7cfb\u7d71\uff0c\u4f46\u4e0d\u8003\u616e\u5176\u542b\u7fa9\u300d\u3002\u5b83\u5011\u50cf\u9e1a\u9d61\u5b78\u820c\uff0c\u80fd\u6d41\u5229\u91cd\u8907\u548c\u91cd\u7d44\u8a5e\u8a9e\uff0c\u537b\u5c0d\u610f\u7fa9\u4e00\u7121\u6240\u77e5\u3002<\/p>\n <ul class=\"text-sm text-stone-500 space-y-1\">\n <li><strong class=\"text-stone-700\">\u6838\u5fc3\u7f3a\u9677\uff1a<\/strong>\u7f3a\u4e4f\u610f\u5411\u6027\u3001\u771f\u5be6\u4e16\u754c\u7684\u63a5\u5730\uff0c\u4e14\u6703\u653e\u5927\u8a13\u7df4\u8cc7\u6599\u4e2d\u7684\u504f\u898b\u3002<\/li>\n <li><strong class=\"text-stone-700\">\u7d50\u8ad6\uff1a<\/strong>LLM\u662f\u7cbe\u5bc6\u7684\u6a21\u4eff\u8005\uff0c\u800c\u975e\u601d\u8003\u8005\u3002<\/li>\n <\/ul>\n <\/div>\n <div class=\"interactive-card bg-white rounded-lg p-6\">\n <h3 class=\"text-xl font-bold mb-3\">\u8ad6\u9ede\u4e09\uff1a\u4e2d\u6587\u623f\u9593 cinese-room <\/h3>\n <p class=\"text-stone-600 mb-4\">\u9019\u500b\u7d93\u5178\u54f2\u5b78\u601d\u60f3\u5be6\u9a57\u6307\u51fa\uff0c\u4e00\u500b\u50c5\u50c5\u9075\u5faa\u898f\u5247\u624b\u518a\u4f86\u64cd\u4f5c\u7b26\u865f\u7684\u7cfb\u7d71\uff08\u5373\u4f7f\u80fd\u5b8c\u7f8e\u56de\u7b54\u554f\u984c\uff09\uff0c\u4e5f\u5b8c\u5168\u6c92\u6709\u300c\u8a9e\u7fa9\u7406\u89e3\u300d\u3002<\/p>\n <ul class=\"text-sm text-stone-500 space-y-1\">\n <li><strong class=\"text-stone-700\">\u6838\u5fc3\u7f3a\u9677\uff1a<\/strong>\u8a9e\u6cd5\u64cd\u4f5c\uff08\u7b26\u865f\u8655\u7406\uff09\u672c\u8eab\u4e0d\u8db3\u4ee5\u7522\u751f\u8a9e\u7fa9\uff08\u610f\u7fa9\u7406\u89e3\uff09\u3002<\/li>\n <li><strong class=\"text-stone-700\">\u7d50\u8ad6\uff1a<\/strong>\u4f5c\u70ba\u7d14\u7cb9\u7684\u8a9e\u6cd5\u8655\u7406\u7cfb\u7d71\uff0cLLM\u7121\u6cd5\u771f\u6b63\u5730\u7406\u89e3\u8a9e\u8a00\u6216\u64c1\u6709\u5fc3\u667a\u3002<\/li>\n <\/ul>\n <\/div>\n <\/div>\n <\/section>\n\n <!-- Verdict Section -->\n <section id=\"verdict\" class=\"content-section\">\n <div class=\"fade-in text-center\">\n <h2 class=\"text-3xl font-bold mb-2\">\u6700\u7d42\u88c1\u6c7a\uff1a\u5c0d\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u667a\u6167\u7684\u5224\u5b9a<\/h2>\n <p class=\"max-w-3xl mx-auto text-stone-600 mb-10\">\u7d9c\u5408\u6240\u6709\u5206\u6790\uff0c\u5c0d\u65bc\u300cLLM\u7b97\u662f\u6709\u667a\u6167\u55ce\uff1f\u300d\u9019\u500b\u554f\u984c\uff0c\u6700\u7cbe\u78ba\u7684\u56de\u7b54\u662f\uff1a<strong class=\"text-red-600\">\u9019\u53d6\u6c7a\u65bc\u60a8\u5c0d\u300c\u667a\u6167\u300d\u7684\u5b9a\u7fa9\u3002<\/strong><\/p>\n <\/div>\n\n <div class=\"fade-in grid md:grid-cols-2 gap-8 mb-12\">\n <div class=\"bg-green-50 border border-green-200 rounded-lg p-8\">\n <h3 class=\"text-2xl font-bold text-green-800 mb-3\">\u2714\ufe0f \u662f\u7684\uff0c\u5982\u679c\u667a\u6167\u610f\u5473\u8457\u300c\u8868\u73fe\u300d<\/h3>\n <p class=\"text-green-900\">\u5982\u679c\u6211\u5011\u63a1\u7d0d\u529f\u80fd\u4e3b\u7fa9\u5b9a\u7fa9\uff0c\u5373\u667a\u6167\u662f\u89e3\u6c7a\u554f\u984c\u3001\u5b8c\u6210\u4efb\u52d9\u7684<strong class=\"font-semibold\">\u884c\u70ba\u80fd\u529b<\/strong>\uff0c\u90a3\u9ebcLLM\u7121\u7591\u662f\u667a\u6167\u7684\u3002<\/p>\n <p class=\"mt-4 text-sm text-green-700\">\u5b83\u5011\u662f\u5f37\u5927\u7684\u300c\u667a\u6167\u6a21\u64ec\u5668\u300d\uff0c\u5728\u8a31\u591a\u4efb\u52d9\u4e0a\u7684\u8868\u73fe\u5df2\u80fd\u5ab2\u7f8e\u751a\u81f3\u8d85\u8d8a\u4eba\u985e\u5c08\u5bb6\u3002\u5b83\u5011\u662f<strong class=\"font-semibold\">\u5f31\u6e67\u73fe<\/strong>\u7684\u5353\u8d8a\u5178\u7bc4\u3002<\/p>\n <\/div>\n <div class=\"bg-red-50 border border-red-200 rounded-lg p-8\">\n <h3 class=\"text-2xl font-bold text-red-800 mb-3\">\u274c \u4e0d\u662f\uff0c\u5982\u679c\u667a\u6167\u610f\u5473\u8457\u300c\u7406\u89e3\u300d<\/h3>\n <p class=\"text-red-900\">\u5982\u679c\u6211\u5011\u8981\u6c42\u667a\u6167\u5fc5\u9808\u5305\u542b<strong class=\"font-semibold\">\u771f\u6b63\u7684\u8a9e\u7fa9\u7406\u89e3\u3001\u610f\u5411\u6027\u6216\u4e3b\u89c0\u9ad4\u9a57<\/strong>\uff0c\u90a3\u9ebcLLM\u9060\u672a\u9054\u6a19\u3002<\/p>\n <p class=\"mt-4 text-sm text-red-700\">\u5b83\u5011\u66f4\u50cf\u662f\u7cbe\u5bc6\u7684\u300c\u96a8\u6a5f\u9e1a\u9d61\u300d\u6216\u9ad8\u6548\u7684\u300c\u4e2d\u6587\u623f\u9593\u300d\uff0c\u719f\u7df4\u64cd\u7e31\u7b26\u865f\u537b\u7f3a\u4e4f\u5c0d\u610f\u7fa9\u7684\u628a\u63e1\u3002\u6c92\u6709\u4efb\u4f55\u8b49\u64da\u8868\u660e\u5b83\u5011\u9054\u5230\u4e86<strong class=\"font-semibold\">\u5f37\u6e67\u73fe<\/strong>\u3002<\/p>\n <\/div>\n <\/div>\n \n <div class=\"fade-in text-center mt-16\">\n <h3 class=\"text-2xl font-bold mb-2\">\u672a\u4f86\u65b9\u5411\uff1a\u8d85\u8d8a\u6a21\u4eff<\/h3>\n <p class=\"max-w-2xl mx-auto text-stone-600 mb-8\">LLM\u7684\u51fa\u73fe\uff0c\u8feb\u4f7f\u6211\u5011\u81ea\u8eab\u5c0d\u667a\u6167\u3001\u7406\u89e3\u548c\u5275\u9020\u529b\u7b49\u6839\u672c\u554f\u984c\u9032\u884c\u6df1\u523b\u53cd\u601d\u3002\u672a\u4f86\u7684\u7814\u7a76\u5fc5\u9808\u6b63\u9762\u61c9\u5c0d\u5176\u6839\u672c\u5c40\u9650\uff0c\u4f8b\u5982\u89e3\u6c7a\u7b26\u865f\u63a5\u5730\u554f\u984c\u3001\u63a2\u7d22\u771f\u6b63\u7684\u56e0\u679c\u7406\u89e3\uff0c\u4ee5\u53ca\u6df1\u5316\u6a21\u578b\u7684\u53ef\u89e3\u91cb\u6027\u3002<\/p>\n <p class=\"max-w-2xl mx-auto text-stone-500\">\u9019\u5834\u7531\u77fd\u57fa\u667a\u80fd\u5f15\u767c\u7684\u54f2\u5b78\u5371\u6a5f\uff0c\u53ef\u80fd\u6b63\u662f\u63a8\u52d5\u6211\u5011\u81ea\u8eab\u667a\u6167\u518d\u6b21\u98db\u8e8d\u7684\u50ac\u5316\u5291\u3002<\/p>\n <\/div>\n <\/section>\n\n <\/main>\n\n <footer class=\"text-center py-8 border-t border-stone-200 mt-12\">\n <p class=\"text-sm text-stone-500\">\u9019\u662f\u4e00\u500b\u57fa\u65bc\u5b78\u8853\u5831\u544a\u5efa\u69cb\u7684\u4e92\u52d5\u5f0f\u63a2\u7d22\u9801\u9762\u3002\u6240\u6709\u5167\u5bb9\u50c5\u4f9b\u6559\u80b2\u8207\u7814\u7a76\u76ee\u7684\u3002<\/p>\n <\/footer>\n\n <script>\n let emergenceMirageChart;\n const sections = {};\n let activeSection = 'home';\n\n const emergenceData = {\n labels: Array.from({length: 10}, (_, i) => `${(i + 1) * 10}B Params`),\n datasets: [{\n label: '\u4efb\u52d9\u6e96\u78ba\u7387 (\u975e\u7dda\u6027\u6307\u6a19)',\n data: [0.05, 0.06, 0.08, 0.1, 0.12, 0.15, 0.85, 0.9, 0.92, 0.93],\n borderColor: '#2563eb',\n backgroundColor: 'rgba(37, 99, 235, 0.2)',\n fill: true,\n tension: 0.4,\n }]\n };\n\n const mirageData = {\n labels: Array.from({length: 10}, (_, i) => `${(i + 1) * 10}B Params`),\n datasets: [{\n label: '\u6a21\u578b\u640d\u5931 (\u7dda\u6027\u6307\u6a19)',\n data: [4.5, 4.1, 3.8, 3.4, 3.0, 2.5, 2.1, 1.8, 1.5, 1.2],\n borderColor: '#c2410c',\n backgroundColor: 'rgba(194, 65, 12, 0.2)',\n fill: true,\n tension: 0.1,\n }]\n };\n\n function createChart(data) {\n const ctx = document.getElementById('emergenceMirageChart').getContext('2d');\n if (emergenceMirageChart) {\n emergenceMirageChart.destroy();\n }\n emergenceMirageChart = new Chart(ctx, {\n type: 'line',\n data: data,\n options: {\n responsive: true,\n maintainAspectRatio: false,\n plugins: {\n legend: { position: 'top' },\n tooltip: { mode: 'index', intersect: false },\n },\n scales: {\n y: {\n beginAtZero: true,\n title: { display: true, text: '\u6a21\u578b\u8868\u73fe' }\n },\n x: {\n title: { display: true, text: '\u6a21\u578b\u898f\u6a21' }\n }\n }\n }\n });\n }\n \n function navigateTo(sectionId) {\n const currentSection = document.getElementById(activeSection);\n if (currentSection) {\n currentSection.classList.remove('active');\n }\n \n const newSection = document.getElementById(sectionId);\n if (newSection) {\n newSection.classList.add('active');\n }\n activeSection = sectionId;\n\n document.querySelectorAll('.nav-button').forEach(btn => {\n btn.classList.toggle('active', btn.dataset.section === sectionId);\n });\n document.getElementById('mobile-nav').value = sectionId;\n\n \/\/ Special handling for chart\n if (sectionId === 'debate' && !emergenceMirageChart) {\n createChart(emergenceData);\n }\n }\n \n function setupEventListeners() {\n document.querySelectorAll('.nav-button').forEach(button => {\n button.addEventListener('click', (e) => {\n const sectionId = e.target.dataset.section;\n navigateTo(sectionId);\n });\n });\n\n document.getElementById('mobile-nav').addEventListener('change', (e) => {\n navigateTo(e.target.value);\n });\n \n const showEmergenceBtn = document.getElementById('showEmergenceBtn');\n const showMirageBtn = document.getElementById('showMirageBtn');\n const chartExplanation = document.getElementById('chart-explanation');\n\n if(showEmergenceBtn && showMirageBtn) {\n showEmergenceBtn.addEventListener('click', () => {\n createChart(emergenceData);\n showEmergenceBtn.classList.add('bg-blue-600', 'text-white');\n showEmergenceBtn.classList.remove('bg-stone-200', 'text-stone-700');\n showMirageBtn.classList.add('bg-stone-200', 'text-stone-700');\n showMirageBtn.classList.remove('bg-blue-600', 'text-white');\n });\n\n showMirageBtn.addEventListener('click', () => {\n createChart(mirageData);\n showMirageBtn.classList.add('bg-blue-600', 'text-white');\n showMirageBtn.classList.remove('bg-stone-200', 'text-stone-700');\n showEmergenceBtn.classList.add('bg-stone-200', 'text-stone-700');\n showEmergenceBtn.classList.remove('bg-blue-600', 'text-white');\n });\n }\n }\n\n \/\/ Bird flocking simulation\n function setupFlocking() {\n const container = document.getElementById('flocking-container');\n if (!container) return;\n const numBirds = 50;\n const birds = [];\n const containerRect = container.getBoundingClientRect();\n \n for (let i = 0; i < numBirds; i++) {\n const birdEl = document.createElement('div');\n birdEl.className = 'bird';\n container.appendChild(birdEl);\n const bird = {\n el: birdEl,\n x: Math.random() * containerRect.width,\n y: Math.random() * containerRect.height,\n vx: Math.random() * 4 - 2,\n vy: Math.random() * 4 - 2,\n };\n birds.push(bird);\n }\n\n function animateFlock() {\n const rect = container.getBoundingClientRect();\n const separationDist = 20;\n const alignmentDist = 50;\n const cohesionDist = 50;\n \n birds.forEach(boid => {\n let avgVx = 0, avgVy = 0, avgX = 0, avgY = 0;\n let neighbors = 0;\n let steerX = 0, steerY = 0;\n\n birds.forEach(other => {\n if (boid !== other) {\n const d = Math.sqrt((boid.x - other.x) ** 2 + (boid.y - other.y) ** 2);\n if (d < separationDist) {\n steerX += boid.x - other.x;\n steerY += boid.y - other.y;\n }\n if (d < alignmentDist) {\n avgVx += other.vx;\n avgVy += other.vy;\n neighbors++;\n }\n if (d < cohesionDist) {\n avgX += other.x;\n avgY += other.y;\n }\n }\n });\n\n if (neighbors > 0) {\n avgVx \/= neighbors;\n avgVy \/= neighbors;\n avgX \/= neighbors;\n avgY \/= neighbors;\n\n boid.vx += (avgVx - boid.vx) * 0.05;\n boid.vy += (avgVy - boid.vy) * 0.05;\n boid.vx += (avgX - boid.x) * 0.001;\n boid.vy += (avgY - boid.y) * 0.001;\n }\n\n boid.vx += steerX * 0.05;\n boid.vy += steerY * 0.05;\n\n const speed = Math.sqrt(boid.vx ** 2 + boid.vy ** 2);\n if (speed > 2) {\n boid.vx = (boid.vx \/ speed) * 2;\n boid.vy = (boid.vy \/ speed) * 2;\n }\n\n boid.x += boid.vx;\n boid.y += boid.vy;\n\n if (boid.x > rect.width) boid.x = 0;\n if (boid.x < 0) boid.x = rect.width;\n if (boid.y > rect.height) boid.y = 0;\n if (boid.y < 0) boid.y = rect.height;\n\n boid.el.style.transform = `translate(${boid.x}px, ${boid.y}px)`;\n });\n\n requestAnimationFrame(animateFlock);\n }\n animateFlock();\n }\n \n \/\/ LLM next token prediction simple animation\n function animateLLMInput() {\n const inputEl = document.getElementById('llm-input');\n const tokens = ['\u7389', '\u96ea', '\u5408\u6b61', '\u5927\u9738\u5c16'];\n let currentIndex = 0;\n setInterval(() => {\n currentIndex = (currentIndex + 1) % tokens.length;\n inputEl.style.opacity = 0;\n setTimeout(() => {\n inputEl.value = tokens[currentIndex];\n inputEl.style.opacity = 1;\n }, 200);\n }, 2000);\n }\n\n document.addEventListener('DOMContentLoaded', () => {\n setupEventListeners();\n navigateTo('home');\n setupFlocking();\n animateLLMInput();\n });\n <\/script>\n<\/body>\n<\/html>\n\n\n\n\n<!--nextpage-->\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e00\u90e8\uff1a\u6e67\u73fe\u539f\u5247\uff1a\u7576\u6574\u9ad4\u5927\u65bc\u5c40\u90e8\u4e4b\u548c<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">\u7b2c\u4e00\u7bc0\uff1a\u5b9a\u7fa9\u6e67\u73fe\uff1a\u8d85\u8d8a\u5404\u90e8\u5206\u4e4b\u7e3d\u548c<\/h3>\n\n\n\n<p>\u6e67\u73fe\uff08Emergence\uff09\u662f\u4e00\u500b\u6839\u672c\u6027\u7684\u6982\u5ff5\uff0c\u63cf\u8ff0\u4e86\u8907\u96dc\u7cfb\u7d71\u4e2d\u4e00\u500b\u666e\u904d\u5b58\u5728\u7684\u73fe\u8c61\uff1a\u7576\u7cfb\u7d71\u7684\u7d44\u6210\u90e8\u5206\u4e92\u52d5\u6642\uff0c\u6574\u9ad4\u6703\u5c55\u73fe\u51fa\u5176\u4efb\u4f55\u55ae\u7368\u90e8\u5206\u6240\u4e0d\u5177\u5099\u7684\u5168\u65b0\u7279\u6027\u6216\u884c\u70ba <sup><\/sup>\u3002\u7c21\u800c\u8a00\u4e4b\uff0c\u6e67\u73fe\u63cf\u8ff0\u4e86\u7c21\u55ae\u7d44\u4ef6\u5982\u4f55\u900f\u904e\u4e92\u52d5\u9054\u6210\u66f4\u9ad8\u7684\u8907\u96dc\u6027\uff0c\u4e26\u5728\u6b64\u904e\u7a0b\u4e2d\u8b8a\u5f97\u300c\u5927\u65bc\u5176\u5404\u90e8\u5206\u4e4b\u7e3d\u548c\u300d<sup><\/sup>\u3002\u9019\u500b\u6982\u5ff5\u4e26\u975e\u73fe\u4ee3\u7522\u7269\uff0c\u5176\u601d\u60f3\u6839\u6e90\u53ef\u4ee5\u8ffd\u6eaf\u81f3\u53e4\u5e0c\u81d8\u54f2\u5b78\u5bb6\u4e9e\u91cc\u65af\u591a\u5fb7\uff0c\u4ed6\u4fbf\u5df2\u63d0\u51fa\u300c\u6574\u9ad4\u5927\u65bc\u90e8\u5206\u4e4b\u548c\u300d\u7684\u89c0\u9ede\uff0c\u4ee5\u5f37\u8abf\u9019\u7a2e\u6574\u9ad4\u7522\u751f\u65b0\u6027\u8cea\u7684\u73fe\u8c61 <sup><\/sup>\u3002 <\/p>\n\n\n\n<p>\u572819\u4e16\u7d00\uff0c\u82f1\u570b\u54f2\u5b78\u5bb6\u55ac\u6cbb\u00b7\u4ea8\u5229\u00b7\u8def\u6613\u65af\uff08G. H. Lewes\uff09\u65bc1875\u5e74\u6b63\u5f0f\u9444\u9020\u4e86\u300c\u6e67\u73fe\u300d\uff08emergent\uff09\u4e00\u8a5e\uff0c\u7528\u4ee5\u5340\u5206\u5169\u7a2e\u4e0d\u540c\u985e\u578b\u7684\u6548\u61c9\uff1a\u53ef\u9810\u6e2c\u7684\u300c\u5408\u529b\u300d\uff08resultant\uff09\u6548\u61c9\u8207\u4e0d\u53ef\u9810\u6e2c\u7684\u300c\u6e67\u73fe\u300d\u6548\u61c9 <sup><\/sup>\u3002\u8def\u6613\u65af\u6307\u51fa\uff0c\u5408\u529b\u6548\u61c9\u662f\u540c\u8cea\u529b\u91cf\u7684\u7c21\u55ae\u52a0\u7e3d\u6216\u76f8\u6e1b\uff0c\u5176\u7d50\u679c\u53ef\u4ee5\u5728\u5176\u7d44\u6210\u90e8\u5206\u4e2d\u88ab\u6e05\u6670\u5730\u8ffd\u6eaf\u3002\u76f8\u5c0d\u5730\uff0c\u6e67\u73fe\u6548\u61c9\u6e90\u65bc\u300c\u4e0d\u540c\u7a2e\u985e\u4e8b\u7269\u4e4b\u9593\u7684\u5408\u4f5c\u300d\uff0c\u5176\u7522\u751f\u7684\u65b0\u7a4e\u6027\u8cea\u662f\u8cea\u8b8a\u800c\u975e\u91cf\u8b8a\uff0c\u7121\u6cd5\u900f\u904e\u5c0d\u5176\u7d44\u6210\u90e8\u5206\u7684\u7c21\u55ae\u52a0\u7e3d\u4f86\u8a08\u7b97\u6216\u9810\u6e2c <sup><\/sup>\u3002\u4ed6\u8209\u4f8b\u8aaa\u660e\uff0c\u5fc3\u7406\u7279\u6027\uff08mental properties\uff09\u4fbf\u662f\u5f9e\u795e\u7d93\u904e\u7a0b\u4e2d\u6e67\u73fe\u7684\uff0c\u4f46\u9019\u4e9b\u5fc3\u7406\u7279\u6027\u672c\u8eab\u4e26\u975e\u69cb\u6210\u795e\u7d93\u904e\u7a0b\u7684\u4efb\u4f55\u55ae\u4e00\u90e8\u5206\u6240\u64c1\u6709\u7684\u5c6c\u6027 <sup><\/sup>\u3002 <\/p>\n\n\n\n<p>\u73fe\u4ee3\u7cfb\u7d71\u7406\u8ad6\u8207\u8907\u96dc\u6027\u79d1\u5b78\u9032\u4e00\u6b65\u5b8c\u5584\u4e86\u6e67\u73fe\u7684\u5b9a\u7fa9\u3002\u7d93\u6fdf\u5b78\u5bb6\u5091\u4f5b\u745e\u00b7\u6208\u723e\u8328\u5766\uff08Jeffrey Goldstein\uff09\u5c07\u5176\u5b9a\u7fa9\u70ba\u300c\u5728\u8907\u96dc\u7cfb\u7d71\u81ea\u7d44\u7e54\u904e\u7a0b\u4e2d\u7522\u751f\u7684\u65b0\u7a4e\u800c\u9023\u8cab\u7684\u7d50\u69cb\u3001\u6a21\u5f0f\u548c\u6027\u8cea\u300d<sup><\/sup>\u3002\u9019\u500b\u5b9a\u7fa9\u7a81\u986f\u4e86\u81ea\u7d44\u7e54\uff08self-organization\uff09\u5728\u6e67\u73fe\u73fe\u8c61\u4e2d\u7684\u6838\u5fc3\u89d2\u8272\uff0c\u5373\u7cfb\u7d71\u5728\u6c92\u6709\u5916\u90e8\u6307\u5c0e\u6216\u4e2d\u592e\u63a7\u5236\u7684\u60c5\u6cc1\u4e0b\uff0c\u81ea\u767c\u5730\u5f62\u6210\u6709\u5e8f\u7d50\u69cb <sup><\/sup>\u3002 <\/p>\n\n\n\n<p>\u7d9c\u5408\u4f86\u770b\uff0c\u6e67\u73fe\u73fe\u8c61\u5177\u5099\u5e7e\u500b\u6838\u5fc3\u7279\u5fb5\u3002\u7cfb\u7d71\u79d1\u5b78\u5bb6\u5f7c\u5f97\u00b7\u5eb7\u5be7\uff08Peter Corning\uff09\u7e3d\u7d50\u4e86\u4e94\u500b\u5171\u901a\u9ede\uff1a\uff081\uff09\u6839\u672c\u7684\u65b0\u7a4e\u6027\uff08Radical novelty\uff09\uff0c\u5373\u51fa\u73fe\u4e86\u7cfb\u7d71\u4e2d\u524d\u6240\u672a\u898b\u7684\u7279\u5fb5\uff1b\uff082\uff09\u9023\u8cab\u6027\u6216\u76f8\u95dc\u6027\uff08Coherence\uff09\uff0c\u6307\u6e67\u73fe\u7684\u7d50\u69cb\u6216\u6a21\u5f0f\u80fd\u5728\u4e00\u6bb5\u6642\u9593\u5167\u7dad\u6301\u5176\u5b8c\u6574\u6027\uff1b\uff083\uff09\u5168\u5c40\u6216\u5b8f\u89c0\u5c64\u6b21\uff08Global or macro-level\uff09\uff0c\u5373\u8a72\u7279\u6027\u5c6c\u65bc\u6574\u9ad4\u800c\u975e\u5c40\u90e8\uff1b\uff084\uff09\u52d5\u614b\u904e\u7a0b\u7684\u7522\u7269\uff08Product of a dynamic process\uff09\uff0c\u610f\u5473\u8457\u5b83\u53ef\u4ee5\u6f14\u5316\u548c\u6539\u8b8a\uff1b\uff085\uff09\u5b83\u662f\u53ef\u611f\u77e5\u7684\uff08Perceptible\uff09<sup><\/sup>\u3002 <\/p>\n\n\n\n<p>\u6e67\u73fe\u7684\u6982\u5ff5\u662f\u8de8\u5b78\u79d1\u7684\uff0c\u5176\u91cd\u8981\u6027\u8cab\u7a7f\u65bc\u54f2\u5b78\u3001\u7cfb\u7d71\u7406\u8ad6\u3001\u7269\u7406\u5b78\u3001\u5316\u5b78\u3001\u751f\u7269\u5b78\u3001\u793e\u6703\u79d1\u5b78\u4e43\u81f3\u85dd\u8853\u7b49\u591a\u5143\u9818\u57df <sup><\/sup>\u3002\u5f9e\u6c34\u5206\u5b50\u7684\u300c\u6fd5\u6027\u300d\uff08\u55ae\u500b\u6c34\u5206\u5b50\u7121\u6240\u8b02\u6fd5\u6f64\uff09\u5230\u751f\u547d\u672c\u8eab\u7684\u51fa\u73fe\uff0c\u518d\u5230\u4eba\u985e\u793e\u6703\u4e2d\u7684\u6587\u5316\u3001\u653f\u6cbb\u904b\u52d5\u548c\u7d93\u6fdf\u767c\u5c55\uff0c\u6e67\u73fe\u7121\u8655\u4e0d\u5728 <sup><\/sup>\u3002\u793e\u6703\u79d1\u5b78\u5bb6\u827e\u529b\u514b\u65af\u00b7\u6f58\uff08Alex Penn\uff09\u751a\u81f3\u8a8d\u70ba\uff0c\u300c\u793e\u6703\u4e16\u754c\u4e2d\u5e7e\u4e4e\u6240\u6709\u91cd\u8981\u7684\u4e8b\u7269\u90fd\u662f\u6e67\u73fe\u7684\u300d<sup><\/sup>\u3002\u9019\u7a2e\u666e\u904d\u6027\u8868\u660e\uff0c\u6e67\u73fe\u4e0d\u50c5\u50c5\u662f\u4e00\u7a2e\u7f55\u898b\u7684\u5947\u7279\u73fe\u8c61\uff0c\u800c\u662f\u4e00\u7a2e\u7406\u89e3\u5b87\u5b99\u5f9e\u7c21\u55ae\u5230\u8907\u96dc\u7d44\u7e54\u5c64\u7d1a\u7684\u57fa\u790e\u6027\u539f\u5247\u3002 <\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7b2c\u4e8c\u7bc0\uff1a\u6e67\u73fe\u7684\u5149\u8b5c\uff1a\u5f31\u6e67\u73fe\u8207\u5f37\u6e67\u73fe<\/h3>\n\n\n\n<p>\u6df1\u5165\u63a2\u8a0e\u6e67\u73fe\u6642\uff0c\u5fc5\u9808\u8fa8\u6790\u5176\u5169\u7a2e\u6838\u5fc3\u5f62\u5f0f\uff1a\u300c\u5f31\u6e67\u73fe\u300d\uff08weak emergence\uff09\u8207\u300c\u5f37\u6e67\u73fe\u300d\uff08strong emergence\uff09\u3002\u9019\u500b\u5340\u5206\u81f3\u95dc\u91cd\u8981\uff0c\u56e0\u70ba\u672a\u80fd\u660e\u78ba\u5169\u8005\u5dee\u7570\u662f\u79d1\u5b78\u8207\u54f2\u5b78\u8a0e\u8ad6\u4e2d\u7522\u751f\u6df7\u6dc6\u7684\u4e3b\u8981\u6839\u6e90\u4e4b\u4e00 <sup><\/sup>\u3002\u9019\u5169\u7a2e\u6e67\u73fe\u5f62\u5f0f\u5c0d\u65bc\u6211\u5011\u7406\u89e3\u667a\u6167\u8207\u4eba\u5de5\u667a\u6167\u7684\u672c\u8cea\uff0c\u5177\u6709\u622a\u7136\u4e0d\u540c\u7684\u610f\u6db5\u3002 <\/p>\n\n\n\n<p><strong>\u5f31\u6e67\u73fe\uff1a\u53ef\u8a08\u7b97\u7684\u8907\u96dc\u6027<\/strong><\/p>\n\n\n\n<p>\u5f31\u6e67\u73fe\u63cf\u8ff0\u7684\u662f\u9019\u6a23\u4e00\u7a2e\u60c5\u6cc1\uff1a\u7cfb\u7d71\u7684\u6574\u9ad4\u96d6\u7136\u5c55\u73fe\u51fa\u770b\u4f3c\u65b0\u7a4e\u7684\u5b8f\u89c0\u884c\u70ba\uff0c\u4f46\u9019\u7a2e\u884c\u70ba\u539f\u5247\u4e0a\u53ef\u4ee5\u88ab\u9084\u539f\u3001\u89e3\u91cb\uff0c\u4e26\u900f\u904e\u5c0d\u5176\u5fae\u89c0\u7d44\u4ef6\u53ca\u5176\u4e92\u52d5\u898f\u5247\u7684\u5206\u6790\u4f86\u9032\u884c\u6a21\u64ec\u6216\u9810\u6e2c <sup><\/sup>\u3002\u5728\u5f31\u6e67\u73fe\u7cfb\u7d71\u4e2d\uff0c\u6574\u9ad4\u300c\u770b\u4f3c\u300d\u5927\u65bc\u90e8\u5206\u4e4b\u548c\uff0c\u4f46\u9019\u7a2e\u8868\u8c61\u4e3b\u8981\u662f\u7531\u7cfb\u7d71\u7684\u6975\u7aef\u8907\u96dc\u6027\u4ee5\u53ca\u4eba\u985e\u89c0\u5bdf\u8005\u5728\u77e5\u8b58\u548c\u8a08\u7b97\u80fd\u529b\u4e0a\u7684\u9650\u5236\u6240\u9020\u6210\u7684 <sup><\/sup>\u3002 <\/p>\n\n\n\n<p>\u5f31\u6e67\u73fe\u7684\u7279\u6027\u662f\u53ef\u8a08\u7b97\u7684\u3002\u54f2\u5b78\u5bb6\u99ac\u514b\u00b7\u8c9d\u591a\uff08Mark Bedau\uff09\u6307\u51fa\uff0c\u5f31\u6e67\u73fe\u7684\u5c6c\u6027\u9069\u5408\u9032\u884c\u96fb\u8166\u6a21\u64ec <sup><\/sup>\u3002\u4e00\u65e6\u6211\u5011\u638c\u63e1\u4e86\u7cfb\u7d71\u5e95\u5c64\u7684\u7c21\u55ae\u898f\u5247\uff0c\u5c31\u53ef\u4ee5\u900f\u904e\u8db3\u5920\u7684\u8a08\u7b97\u8cc7\u6e90\u91cd\u73fe\u5176\u5b8f\u89c0\u884c\u70ba\u3002\u5178\u578b\u7684\u4f8b\u5b50\u5305\u62ec\uff1a <\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4ea4\u901a\u5835\u585e<\/strong>\uff1a\u6c92\u6709\u4efb\u4f55\u4e00\u8f1b\u8eca\u300c\u60f3\u8981\u300d\u9020\u6210\u5835\u585e\uff0c\u4f46\u6bcf\u4f4d\u99d5\u99db\u8005\u9075\u5faa\u7c21\u55ae\u7684\u99d5\u99db\u898f\u5247\uff08\u4fdd\u6301\u8eca\u8ddd\u3001\u52a0\u901f\u3001\u6e1b\u901f\uff09\uff0c\u5728\u8eca\u6d41\u5bc6\u5ea6\u9054\u5230\u67d0\u500b\u95be\u503c\u6642\uff0c\u5835\u585e\u7684\u5b8f\u89c0\u73fe\u8c61\u4fbf\u6703\u81ea\u767c\u5730\u6e67\u73fe \u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u9ce5\u7fa4\u7684\u7fa4\u98db\uff08Flocking\uff09<\/strong>\uff1a\u5982\u5f8c\u7e8c\u7ae0\u7bc0\u5c07\u8a73\u8ff0\uff0c\u58ef\u89c0\u7684\u9ce5\u7fa4\u904b\u52d5\u53ef\u4ee5\u900f\u904e\u6a21\u64ec\u6bcf\u96bb\u9ce5\u9075\u5faa\u7684\u5e7e\u500b\u7c21\u55ae\u5c40\u90e8\u898f\u5247\u4f86\u5b8c\u6574\u91cd\u73fe \u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u96fb\u8166\u6a21\u64ec\u7684\u751f\u547d<\/strong>\uff1a\u5728\u4eba\u5de5\u751f\u547d\uff08ALife\uff09\u7814\u7a76\u4e2d\uff0c\u7814\u7a76\u4eba\u54e1\u900f\u904e\u70ba\u865b\u64ec\u500b\u9ad4\u8a2d\u5b9a\u7c21\u55ae\u7684\u6307\u4ee4\uff0c\u80fd\u5920\u89c0\u5bdf\u5230\u6975\u5176\u8907\u96dc\u7684\u7fa4\u9ad4\u884c\u70ba\uff0c\u4f8b\u5982\u865b\u64ec\u751f\u7269\u7fa4\u843d\u7684\u5f62\u6210\u8207\u5206\u88c2 \u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<p>\u5f9e\u9019\u500b\u89d2\u5ea6\u770b\uff0c\u8a31\u591a\u88ab\u8996\u70ba\u6e67\u73fe\u7684\u81ea\u7136\u73fe\u8c61\uff0c\u5982\u6046\u661f\u548c\u661f\u7cfb\u7684\u5f62\u6210\uff0c\u96d6\u7136\u5728\u521d\u671f\u770b\u4f86\u795e\u79d8\u83ab\u6e2c\uff0c\u4f46\u96a8\u8457\u5929\u9ad4\u7269\u7406\u5b78\u7684\u9032\u6b65\uff0c\u79d1\u5b78\u5bb6\u6b63\u9010\u6f38\u63ed\u793a\u5176\u80cc\u5f8c\u7684\u7269\u7406\u904e\u7a0b\uff0c\u5c07\u5176\u6b78\u7d50\u70ba\u5f31\u6e67\u73fe\u7684\u7bc4\u7587 <sup><\/sup>\u3002\u4e00\u4e9b\u54f2\u5b78\u5bb6\u751a\u81f3\u8a8d\u70ba\uff0c\u6240\u6709\u770b\u4f3c\u6e67\u73fe\u7684\u73fe\u8c61\u6700\u7d42\u90fd\u53ef\u80fd\u88ab\u8b49\u660e\u662f\u5f31\u6e67\u73fe\uff0c\u800c\u5f37\u6e67\u73fe\u53ea\u662f\u4e00\u7a2e\u5f62\u800c\u4e0a\u5b78\u7684\u5e7b\u89ba <sup><\/sup>\u3002 <\/p>\n\n\n\n<p><strong>\u5f37\u6e67\u73fe\uff1a\u4e0d\u53ef\u5316\u7d04\u7684\u672c\u9ad4\u8ad6\u65b0\u7a4e\u6027<\/strong><\/p>\n\n\n\n<p>\u5f37\u6e67\u73fe\u5247\u63d0\u51fa\u4e86\u4e00\u500b\u66f4\u70ba\u6fc0\u9032\u7684\u4e3b\u5f35\uff1a\u7cfb\u7d71\u7684\u6574\u9ad4\u300c\u771f\u6b63\u300d\u5927\u65bc\u5176\u5404\u90e8\u5206\u4e4b\u548c\u3002\u5728\u5f37\u6e67\u73fe\u4e2d\uff0c\u6e67\u73fe\u51fa\u7684\u6027\u8cea\u662f\u6839\u672c\u4e0a\u65b0\u7a4e\u7684\uff0c\u7121\u6cd5\u50c5\u50c5\u900f\u904e\u5c0d\u5176\u7d44\u6210\u90e8\u5206\u7684\u7406\u89e3\u4f86\u9810\u6e2c\u6216\u89e3\u91cb <sup><\/sup>\u3002\u9019\u7a2e\u6027\u8cea\u662f\u300c\u4e0d\u53ef\u5316\u7d04\u300d\uff08irreducible\uff09\u7684\uff0c\u610f\u5473\u8457\u5b83\u4e0d\u80fd\u88ab\u5206\u89e3\u70ba\u5176\u5fae\u89c0\u57fa\u790e\u7684\u5c6c\u6027\u7e3d\u548c <sup><\/sup>\u3002 <\/p>\n\n\n\n<p>\u5f37\u6e67\u73fe\u7684\u6838\u5fc3\u7279\u5fb5\u662f\u5176\u5177\u5099\u65b0\u7684\u300c\u5411\u4e0b\u56e0\u679c\u6027\u300d\uff08downward causation\uff09<sup><\/sup>\u3002\u9019\u610f\u5473\u8457\u6e67\u73fe\u51fa\u7684\u5b8f\u89c0\u5c6c\u6027\u4e0d\u50c5\u50c5\u662f\u88ab\u52d5\u7684\u526f\u7522\u54c1\uff08epiphenomenon\uff09\uff0c\u5b83\u9084\u80fd\u53cd\u904e\u4f86\u5c0d\u5176\u5e95\u5c64\u7684\u5fae\u89c0\u7d44\u4ef6\u7522\u751f\u56e0\u679c\u5f71\u97ff\uff0c\u7d04\u675f\u6216\u6539\u8b8a\u5b83\u5011\u7684\u884c\u70ba\u65b9\u5f0f <sup><\/sup>\u3002\u9019\u7a2e\u65b0\u7684\u56e0\u679c\u95dc\u4fc2\u662f\u5728\u6c92\u6709\u9019\u500b\u5b8f\u89c0\u5c6c\u6027\u7684\u60c5\u6cc1\u4e0b\u4e0d\u6703\u767c\u751f\u7684 <sup><\/sup>\u3002\u4f8b\u5982\uff0c\u5982\u679c\u610f\u8b58\u662f\u4e00\u7a2e\u5f37\u6e67\u73fe\u73fe\u8c61\uff0c\u90a3\u9ebc\u300c\u60f3\u8209\u8d77\u624b\u300d\u9019\u500b\u5fc3\u7406\u72c0\u614b\uff08\u5b8f\u89c0\u5c64\u7d1a\uff09\u5c31\u80fd\u5920\u5f15\u767c\u5927\u8166\u4e2d\u7279\u5b9a\u795e\u7d93\u5143\u7684\u653e\u96fb\uff08\u5fae\u89c0\u5c64\u7d1a\uff09\uff0c\u9032\u800c\u5c0e\u81f4\u624b\u81c2\u808c\u8089\u6536\u7e2e\u3002 <\/p>\n\n\n\n<p>\u5f37\u6e67\u73fe\u7684\u5019\u9078\u4f8b\u5b50\u6975\u5177\u722d\u8b70\u6027\uff0c\u56e0\u70ba\u5b83\u5011\u6311\u6230\u4e86\u7269\u7406\u4e3b\u7fa9\u7684\u9084\u539f\u8ad6\u89c0\u9ede\u3002\u6700\u5e38\u88ab\u5f15\u7528\u7684\u4f8b\u5b50\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u73fe\u8c61\u610f\u8b58\uff08Phenomenal Consciousness\uff09<\/strong>\uff1a\u4e3b\u89c0\u7684\u611f\u53d7\u3001\u77e5\u89ba\u6216\u300c\u8cea\u6027\u300d\uff08qualia\uff09\u2014\u2014\u4f8b\u5982\u611f\u53d7\u7d05\u8272\u3001\u54c1\u5690\u5de7\u514b\u529b\u7684\u6ecb\u5473\u2014\u2014\u88ab\u8a31\u591a\u54f2\u5b78\u5bb6\u8a8d\u70ba\u662f\u7121\u6cd5\u5f9e\u5927\u8166\u795e\u7d93\u5143\u7684\u7269\u7406\u5316\u5b78\u6d3b\u52d5\u4e2d\u9084\u539f\u6216\u63a8\u5c0e\u51fa\u4f86\u7684\uff0c\u4f7f\u5176\u6210\u70ba\u5f37\u6e67\u73fe\u7684\u6700\u6709\u529b\u5019\u9078\u8005 \u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u5176\u4ed6\u7269\u7406\u5b78\u8b0e\u984c<\/strong>\uff1a\u6642\u9593\u7684\u4e0d\u5c0d\u7a31\u6027\u3001\u8d85\u5c0e\u73fe\u8c61\u7b49\uff0c\u6709\u6642\u4e5f\u88ab\u8996\u70ba\u53ef\u80fd\u6d89\u53ca\u5f37\u6e67\u73fe\u7684\u4f8b\u5b50\uff0c\u56e0\u70ba\u5b83\u5011\u4f3c\u4e4e\u4ee3\u8868\u4e86\u5728\u7279\u5b9a\u689d\u4ef6\u4e0b\u51fa\u73fe\u7684\u5168\u65b0\u7269\u7406\u6cd5\u5247 \u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<p>\u9019\u500b\u5f31\u8207\u5f37\u7684\u5340\u5206\u6846\u67b6\uff0c\u70ba\u5f8c\u7e8c\u7684\u8a0e\u8ad6\u5960\u5b9a\u4e86\u57fa\u790e\u3002\u7576\u6211\u5011\u63d0\u554f\u300c\u667a\u6167\u662f\u5426\u70ba\u4e00\u7a2e\u6e67\u73fe\u300d\u6642\uff0c\u6211\u5011\u5be6\u969b\u4e0a\u662f\u5728\u554f\uff1a\u667a\u6167\u662f\u50cf\u9ce5\u7fa4\u98db\u884c\u90a3\u6a23\uff0c\u4e00\u7a2e\u6975\u5176\u8907\u96dc\u4f46\u539f\u5247\u4e0a\u53ef\u8a08\u7b97\u7684\u5f31\u6e67\u73fe\u73fe\u8c61\uff1f\u9084\u662f\u50cf\u610f\u8b58\u90a3\u6a23\uff0c\u53ef\u80fd\u662f\u4e00\u7a2e\u4e0d\u53ef\u5316\u7d04\u3001\u5177\u5099\u5168\u65b0\u56e0\u679c\u80fd\u529b\u7684\u5f37\u6e67\u73fe\u73fe\u8c61\uff1f\u9019\u500b\u554f\u984c\u7684\u7b54\u6848\u5c07\u76f4\u63a5\u6c7a\u5b9a\u6211\u5011\u5c0d\u4eba\u5de5\u667a\u6167\u6f5b\u80fd\u8207\u6975\u9650\u7684\u5224\u65b7\u3002<\/p>\n\n\n\n<p><strong>\u8868 1\uff1a\u6e67\u73fe\u7684\u6bd4\u8f03\u6846\u67b6<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td>\u7279\u5fb5<\/td><td>\u5f31\u6e67\u73fe (Weak Emergence)<\/td><td>\u5f37\u6e67\u73fe (Strong Emergence)<\/td><\/tr><\/thead><tbody><tr><td><strong>\u5b9a\u7fa9<\/strong><\/td><td>\u6e90\u65bc\u8907\u96dc\u4e92\u52d5\u3001\u539f\u5247\u4e0a\u53ef\u6a21\u64ec\u7684\u65b0\u7a4e\u6027\u8cea\u3002<\/td><td>\u6e90\u65bc\u8907\u96dc\u4e92\u52d5\u3001\u4e0d\u53ef\u5316\u7d04\u7684\u672c\u9ad4\u8ad6\u65b0\u7a4e\u6027\u8cea\u3002<\/td><\/tr><tr><td><strong>\u53ef\u9084\u539f\u6027<\/strong><\/td><td>\u539f\u5247\u4e0a\u53ef\u9084\u539f\u81f3\u5176\u7d44\u6210\u90e8\u5206\u8207\u4e92\u52d5\u898f\u5247\u3002<\/td><td>\u6839\u672c\u4e0a\u4e0d\u53ef\u9084\u539f\u3002<\/td><\/tr><tr><td><strong>\u53ef\u9810\u6e2c\u6027<\/strong><\/td><td>\u539f\u5247\u4e0a\u53ef\u9810\u6e2c\uff0c\u5118\u7ba1\u5be6\u8e10\u4e2d\u53ef\u80fd\u56e0\u8907\u96dc\u6027\u800c\u56f0\u96e3\u3002<\/td><td>\u6839\u672c\u4e0a\u7121\u6cd5\u50c5\u5f9e\u5176\u7d44\u6210\u90e8\u5206\u9810\u6e2c\u3002<\/td><\/tr><tr><td><strong>\u56e0\u679c\u80fd\u529b<\/strong><\/td><td>\u56e0\u679c\u80fd\u529b\u4e3b\u8981\u5b58\u5728\u65bc\u5fae\u89c0\u5c64\u7d1a\uff08\u5411\u4e0a\u56e0\u679c\uff09\u3002<\/td><td>\u5177\u5099\u65b0\u7684\u3001\u5411\u4e0b\u7684\u56e0\u679c\u80fd\u529b\uff08Downward Causation\uff09\u3002<\/td><\/tr><tr><td><strong>\u6838\u5fc3\u985e\u6bd4<\/strong><\/td><td>\u300c\u6574\u9ad4\u300e\u770b\u4f3c\u300f\u5927\u65bc\u90e8\u5206\u4e4b\u548c\u3002\u300d<\/td><td>\u300c\u6574\u9ad4\u300e\u771f\u6b63\u300f\u5927\u65bc\u90e8\u5206\u4e4b\u548c\u3002\u300d<\/td><\/tr><tr><td><strong>\u5178\u578b\u7bc4\u4f8b<\/strong><\/td><td>\u9ce5\u7fa4\u98db\u884c\u3001\u4ea4\u901a\u5835\u585e\u3001\u96fb\u8166\u6a21\u64ec\u751f\u547d\u3002<\/td><td>\u73fe\u8c61\u610f\u8b58\u3001\u751f\u547d\u7684\u8d77\u6e90\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u532f\u51fa\u5230\u8a66\u7b97\u8868<\/p>\n\n\n\n<p>\u9019\u500b\u6846\u67b6\u7684\u5efa\u7acb\uff0c\u6e90\u65bc\u4e00\u500b\u66f4\u6df1\u5c64\u6b21\u7684\u89c0\u5bdf\uff1a\u6e67\u73fe\u7684\u6982\u5ff5\u5f80\u5f80\u5728\u6211\u5011\u906d\u9047\u300c\u89e3\u91cb\u6027\u9d3b\u6e9d\u300d\uff08explanatory gap\uff09\u6642\u88ab\u63f4\u5f15 <sup><\/sup>\u3002\u7576\u5fae\u89c0\u5c64\u7d1a\u7684\u898f\u5247\u7121\u6cd5\u76f4\u89c0\u5730\u3001\u7dda\u6027\u5730\u89e3\u91cb\u5b8f\u89c0\u5c64\u7d1a\u7684\u884c\u70ba\u6642\uff0c\u6211\u5011\u4fbf\u7a31\u4e4b\u70ba\u6e67\u73fe\u3002\u56e0\u6b64\uff0c\u300c\u6e67\u73fe\u300d\u9019\u500b\u8a5e\u672c\u8eab\u5c31\u6a19\u793a\u4e86\u50b3\u7d71\u9084\u539f\u8ad6\u89e3\u91cb\u65b9\u6cd5\u7684\u6975\u9650\u3002\u96a8\u5f8c\u5c07\u5176\u5283\u5206\u70ba\u300c\u5f31\u300d\u6216\u300c\u5f37\u300d\uff0c\u5be6\u8cea\u4e0a\u662f\u5728\u8a3a\u65b7\u9019\u7a2e\u89e3\u91cb\u5931\u6557\u7684\u6839\u6e90\uff1a\u9019\u7a76\u7adf\u662f\u6211\u5011\u77e5\u8b58\u6216\u5de5\u5177\u4e0a\u7684\u4e0d\u8db3\uff08\u77e5\u8b58\u8ad6\u4e0a\u7684\u9d3b\u6e9d\uff09\uff0c\u9084\u662f\u73fe\u5be6\u4e16\u754c\u672c\u8eab\u7684\u4e00\u7a2e\u6839\u672c\u7279\u5fb5\uff08\u672c\u9ad4\u8ad6\u4e0a\u7684\u9d3b\u6e9d\uff09\uff1f\u5f31\u6e67\u73fe\u8a8d\u70ba\u9019\u500b\u9d3b\u6e9d\u53ef\u4ee5\u900f\u904e\u66f4\u5f37\u5927\u7684\u8a08\u7b97\u548c\u66f4\u6df1\u5165\u7684\u77e5\u8b58\u4f86\u586b\u88dc\uff1b\u800c\u5f37\u6e67\u73fe\u5247\u8a8d\u70ba\u9019\u500b\u9d3b\u6e9d\u662f\u7121\u6cd5\u8de8\u8d8a\u7684\uff0c\u56e0\u70ba\u5728\u5b8f\u89c0\u5c64\u7d1a\u51fa\u73fe\u4e86\u5168\u65b0\u7684\u3001\u4e0d\u53ef\u5316\u7d04\u7684\u6cd5\u5247\u8207\u5c6c\u6027\u3002\u9019\u500b\u6d1e\u5bdf\u5c0d\u65bc\u8a55\u4f30\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u81f3\u95dc\u91cd\u8981\uff0c\u6211\u5011\u5fc5\u9808\u8ffd\u554f\uff1a\u5b83\u5011\u90a3\u4e9b\u4ee4\u4eba\u9a5a\u8a1d\u7684\u80fd\u529b\uff0c\u7a76\u7adf\u53ea\u662f\u6211\u5011\u9810\u6e2c\u5176\u898f\u6a21\u5316\u5f8c\u679c\u7684\u80fd\u529b\u4e0d\u8db3\u6240\u81f4\uff0c\u9084\u662f\u5176\u672c\u8cea\u767c\u751f\u4e86\u771f\u6b63\u7684\u8cea\u8b8a\uff1f <\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7b2c\u4e09\u7bc0\uff1a\u96c6\u9ad4\u884c\u52d5\u7684\u67b6\u69cb\uff1a\u81ea\u7136\u7684\u85cd\u5716<\/h3>\n\n\n\n<p>\u81ea\u7136\u754c\u70ba\u6e67\u73fe\u73fe\u8c61\u63d0\u4f9b\u4e86\u6700\u751f\u52d5\u3001\u6700\u8c50\u5bcc\u7684\u4f8b\u8b49\u3002\u900f\u904e\u89c0\u5bdf\u52d5\u7269\u7fa4\u9ad4\u548c\u7269\u7406\u7cfb\u7d71\uff0c\u6211\u5011\u53ef\u4ee5\u76f4\u89c0\u5730\u7406\u89e3\u7c21\u55ae\u7684\u5c40\u90e8\u4e92\u52d5\u5982\u4f55\u50ac\u751f\u51fa\u8907\u96dc\u3001\u6709\u5e8f\u4e14\u770b\u4f3c\u667a\u80fd\u7684\u5168\u5c40\u884c\u70ba\u3002\u9019\u4e9b\u4f8b\u5b50\u662f\u5f31\u6e67\u73fe\u7684\u7d93\u5178\u6559\u79d1\u66f8\uff0c\u5b83\u5011\u5c55\u793a\u4e86\u5728\u6c92\u6709\u4e2d\u592e\u6307\u63ee\u5b98\u6216\u9810\u8a2d\u85cd\u5716\u7684\u60c5\u6cc1\u4e0b\uff0c\u8907\u96dc\u6027\u5982\u4f55\u81ea\u767c\u5730\u7d44\u7e54\u8d77\u4f86 <sup><\/sup>\u3002 <\/p>\n\n\n\n<p><strong>\u9ce5\u7fa4\u7684\u7fa4\u98db\uff1a\u7a7a\u4e2d\u7684\u5354\u8abf\u4e4b\u821e<\/strong><\/p>\n\n\n\n<p>\u6b50\u6d32\u690b\u9ce5\uff08starlings\uff09\u5728\u9ec3\u660f\u6642\u5206\u5f62\u6210\u7684\u5de8\u5927\u3001\u8b8a\u5e7b\u83ab\u6e2c\u7684\u9ce5\u7fa4\uff0c\u88ab\u7a31\u70ba\u300c\u7fa4\u98db\u300d\uff08murmuration\uff09\uff0c\u662f\u6e67\u73fe\u884c\u70ba\u7684\u6a19\u8a8c\u6027\u756b\u9762 <sup><\/sup>\u3002\u5f9e\u9060\u8655\u770b\uff0c\u6210\u5343\u4e0a\u842c\u96bb\u9ce5\u5f77\u5f7f\u4e00\u500b\u55ae\u4e00\u7684\u3001\u6709\u751f\u547d\u7684\u6709\u6a5f\u9ad4\uff0c\u5728\u7a7a\u4e2d\u6d41\u52d5\u3001\u8b8a\u5f62\uff0c\u537b\u6975\u5c11\u767c\u751f\u78b0\u649e <sup><\/sup>\u3002 <\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5fae\u89c0\u6a5f\u5236<\/strong>\uff1a\u9019\u7a2e\u58ef\u89c0\u7684\u96c6\u9ad4\u884c\u70ba\uff0c\u5176\u80cc\u5f8c\u7684\u898f\u5247\u537b\u9a5a\u4eba\u5730\u7c21\u55ae\u3002\u7814\u7a76\u986f\u793a\uff0c\u6bcf\u96bb\u9ce5\u7684\u98db\u884c\u6c7a\u7b56\u50c5\u50c5\u57fa\u65bc\u5c0d\u5176\u5468\u570d\u6700\u8fd1\u7684\u5e7e\u4f4d\u540c\u4f34\uff08\u901a\u5e38\u662f\u4e03\u96bb\uff09\u7684\u89c0\u5bdf\u8207\u53cd\u61c9 \u3002\u9019\u4e9b\u5c40\u90e8\u898f\u5247\u5927\u81f4\u53ef\u6b78\u7d0d\u70ba\u4e09\u9ede\uff1a(1) \u00a0 <strong>\u5206\u96e2<\/strong>\uff1a\u907f\u514d\u8207\u9130\u8fd1\u7684\u540c\u4f34\u904e\u65bc\u9760\u8fd1\uff0c\u9632\u6b62\u78b0\u649e\uff1b(2) <strong>\u5c0d\u9f4a<\/strong>\uff1a\u8abf\u6574\u81ea\u5df1\u7684\u98db\u884c\u65b9\u5411\uff0c\u4ee5\u5339\u914d\u9130\u8fd1\u540c\u4f34\u7684\u5e73\u5747\u65b9\u5411\uff1b(3) <strong>\u51dd\u805a<\/strong>\uff1a\u671d\u8457\u9130\u8fd1\u540c\u4f34\u7684\u5e73\u5747\u4f4d\u7f6e\u79fb\u52d5\uff0c\u4ee5\u4fdd\u6301\u7fa4\u9ad4\u7684\u7dca\u5bc6 \u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u6e67\u73fe\u884c\u70ba<\/strong>\uff1a\u6c92\u6709\u4efb\u4f55\u4e00\u96bb\u9ce5\u662f\u300c\u9818\u8896\u300d\u6216\u300c\u6307\u63ee\u5b98\u300d\uff0c\u4e5f\u6c92\u6709\u4efb\u4f55\u4e00\u96bb\u9ce5\u80fd\u770b\u5230\u6574\u500b\u9ce5\u7fa4\u7684\u5168\u8c8c \u3002\u7136\u800c\uff0c\u6b63\u662f\u9019\u7a2e\u57fa\u65bc\u6975\u5ea6\u5c40\u90e8\u5316\u8cc7\u8a0a\u7684\u7c21\u55ae\u4e92\u52d5\uff0c\u900f\u904e\u5feb\u901f\u7684\u9023\u9396\u53cd\u61c9\u50b3\u904d\u6574\u500b\u7fa4\u9ad4\uff0c\u6700\u7d42\u6e67\u73fe\u51fa\u5b8f\u89c0\u5c64\u9762\u4e0a\u7684\u9ad8\u5ea6\u5354\u8abf\u6027\u3002\u9ce5\u7fa4\u80fd\u5920\u50cf\u4e00\u500b\u6574\u9ad4\u4e00\u6a23\uff0c\u512a\u96c5\u5730\u5206\u88c2\u4ee5\u8eb2\u907f\u6355\u98df\u8005\u6216\u969c\u7919\u7269\uff0c\u7136\u5f8c\u5728\u5a01\u8105\u904e\u5f8c\u91cd\u65b0\u532f\u5408 \u3002\u9019\u7a2e\u5168\u5c40\u7684\u9069\u61c9\u6027\u8207\u9748\u6d3b\u6027\uff0c\u662f\u4efb\u4f55\u55ae\u7368\u4e00\u96bb\u9ce5\u90fd\u4e0d\u5177\u5099\u7684\u6e67\u73fe\u5c6c\u6027\u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<p><strong>\u879e\u87fb\u7fa4\u843d\uff1a\u5206\u6563\u5f0f\u7684\u8d85\u7d1a\u8a08\u7b97\u6a5f<\/strong><\/p>\n\n\n\n<p>\u879e\u87fb\u7fa4\u843d\u662f\u53e6\u4e00\u500b\u5c55\u73fe\u300c\u7fa4\u9ad4\u667a\u80fd\u300d\uff08swarm intelligence\uff09\u7684\u7d55\u4f73\u7bc4\u4f8b\u3002\u4e00\u500b\u879e\u87fb\u7fa4\u843d\u80fd\u5920\u5b8c\u6210\u8af8\u5982\u5c0b\u627e\u6700\u77ed\u8993\u98df\u8def\u5f91\u3001\u5efa\u9020\u8907\u96dc\u5de2\u7a74\u3001\u7d44\u7e54\u9632\u79a6\u751a\u81f3\u642d\u5efa\u300c\u87fb\u6a4b\u300d\u8de8\u8d8a\u7e2b\u9699\u7b49\u8907\u96dc\u4efb\u52d9\uff0c\u800c\u9019\u4e00\u5207\u90fd\u6e90\u65bc\u500b\u9ad4\u9593\u7684\u7c21\u55ae\u4e92\u52d5 <sup><\/sup>\u3002 <\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5fae\u89c0\u6a5f\u5236<\/strong>\uff1a\u879e\u87fb\u4e4b\u9593\u7684\u6e9d\u901a\u4e3b\u8981\u4f9d\u8cf4\u65bc\u5316\u5b78\u4fe1\u865f\uff0c\u5373\u300c\u8cbb\u6d1b\u8499\u300d\uff08pheromones\uff09\u3002\u4ee5\u8993\u98df\u70ba\u4f8b\uff0c\u7576\u4e00\u96bb\u879e\u87fb\u96a8\u6a5f\u627e\u5230\u98df\u7269\u6e90\u5f8c\uff0c\u7260\u6703\u5728\u8fd4\u56de\u5de2\u7a74\u7684\u8def\u4e0a\u7559\u4e0b\u4e00\u689d\u8cbb\u6d1b\u8499\u8e64\u8de1 \u3002\u5176\u4ed6\u879e\u87fb\u6703\u50be\u5411\u65bc\u8ddf\u96a8\u6709\u8cbb\u6d1b\u8499\u6c23\u5473\u7684\u8def\u7dda\u3002\u7531\u65bc\u8d70\u8f03\u77ed\u8def\u5f91\u7684\u879e\u87fb\u80fd\u5920\u66f4\u5feb\u5730\u5f80\u8fd4\u65bc\u98df\u7269\u6e90\u548c\u5de2\u7a74\u4e4b\u9593\uff0c\u7260\u5011\u6703\u66f4\u983b\u7e41\u5730\u5728\u9019\u689d\u8def\u5f91\u4e0a\u7559\u4e0b\u8cbb\u6d1b\u8499\uff0c\u5f9e\u800c\u4f7f\u5176\u6c23\u5473\u6fc3\u5ea6\u8b8a\u5f97\u66f4\u9ad8\u3002\u9019\u5f62\u6210\u4e86\u4e00\u500b\u6b63\u56de\u994b\u5faa\u74b0\uff08positive feedback loop\uff09\u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u6e67\u73fe\u884c\u70ba<\/strong>\uff1a\u900f\u904e\u9019\u500b\u7c21\u55ae\u7684\u8cbb\u6d1b\u8499\u6a5f\u5236\uff0c\u6574\u500b\u879e\u87fb\u7fa4\u843d\u80fd\u5920\u5728\u591a\u689d\u53ef\u884c\u8def\u5f91\u4e2d\u300c\u8a08\u7b97\u300d\u51fa\u4e26\u96c6\u9ad4\u9078\u64c7\u901a\u5f80\u98df\u7269\u6e90\u7684\u6700\u77ed\u8def\u5f91 \u3002\u9019\u7a2e\u9ad8\u6548\u7684\u3001\u5206\u6563\u5f0f\u7684\u554f\u984c\u89e3\u6c7a\u80fd\u529b\uff0c\u88ab\u7814\u7a76\u8005\u6232\u7a31\u70ba\u300c\u87fb\u806f\u7db2\u300d\uff08Anternet\uff09\uff0c\u662f\u5f9e\u500b\u9ad4\u879e\u87fb\u7684\u7c21\u55ae\u3001\u96a8\u6a5f\u884c\u70ba\u4e2d\u6e67\u73fe\u51fa\u7684\u5b8f\u89c0\u667a\u80fd \u3002\u540c\u6a23\uff0c\u7576\u9762\u5c0d\u88c2\u7e2b\u6642\uff0c\u879e\u87fb\u6703\u900f\u904e\u7c21\u55ae\u7684\u7269\u7406\u63a5\u89f8\u898f\u5247\uff0c\u4e00\u500b\u63a5\u4e00\u500b\u5730\u9023\u63a5\u8d77\u4f86\uff0c\u5f62\u6210\u4e00\u5ea7\u7a69\u56fa\u7684\u6a4b\u6a11\uff0c\u8b93\u5176\u4ed6\u540c\u4f34\u901a\u904e\u3002\u9019\u7a2e\u96c6\u9ad4\u5efa\u9020\u80fd\u529b\uff0c\u662f\u4efb\u4f55\u55ae\u96bb\u879e\u87fb\u90fd\u7121\u6cd5\u60f3\u50cf\u6216\u5b8c\u6210\u7684\u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<p><strong>\u5f9e\u7269\u7406\u5230\u793e\u6703\uff1a\u6e67\u73fe\u7684\u666e\u9069\u6027<\/strong><\/p>\n\n\n\n<p>\u6e67\u73fe\u539f\u5247\u7684\u9069\u7528\u7bc4\u570d\u9060\u4e0d\u6b62\u65bc\u751f\u7269\u754c\u3002\u5728\u7269\u7406\u5b78\u4e2d\uff0c\u7576\u6db2\u9ad4\u88ab\u5747\u52fb\u52a0\u71b1\u6642\uff0c\u7121\u6578\u6c34\u5206\u5b50\u900f\u904e\u71b1\u50b3\u5c0e\u3001\u5c0d\u6d41\u548c\u9ecf\u6027\u963b\u529b\u7b49\u7c21\u55ae\u7269\u7406\u904e\u7a0b\u7684\u76f8\u4e92\u4f5c\u7528\uff0c\u6703\u81ea\u767c\u7d44\u7e54\u6210\u898f\u5247\u7684\u516d\u908a\u5f62\u5c0d\u6d41\u55ae\u5143\uff0c\u5373\u300c\u8c9d\u7d0d\u5fb7\u80de\u300d\uff08B\u00e9nard cells\uff09<sup><\/sup>\u3002\u7269\u8cea\u7684\u76f8\u8b8a\u4e5f\u662f\u4e00\u500b\u7d93\u5178\u4f8b\u5b50\uff1a\u51b0\u3001\u6c34\u548c\u6c34\u84b8\u6c23\u5728\u5316\u5b78\u4e0a\u90fd\u662f\u7531H\u2082O\u5206\u5b50\u69cb\u6210\uff0c\u4f46\u5b83\u5011\u5728\u5b8f\u89c0\u4e0a\u537b\u5c55\u73fe\u51fa\u56fa\u614b\u3001\u6db2\u614b\u548c\u6c23\u614b\u7b49\u622a\u7136\u4e0d\u540c\u7684\u7269\u7406\u6027\u8cea\uff0c\u9019\u4e9b\u6027\u8cea\u662f\u55ae\u500b\u6c34\u5206\u5b50\u6240\u4e0d\u5177\u5099\u7684 <sup><\/sup>\u3002 <\/p>\n\n\n\n<p>\u5728\u66f4\u5b8f\u5927\u7684\u5b87\u5b99\u5c3a\u5ea6\u4e0a\uff0c\u6046\u661f\u3001\u661f\u7cfb\u4e43\u81f3\u884c\u661f\u7684\u5f62\u6210\uff0c\u90fd\u88ab\u8996\u70ba\u5f9e\u6700\u7c21\u55ae\u7684\u5b87\u5b99\u5875\u57c3\u548c\u6c23\u9ad4\u7b49\u7d44\u4ef6\uff0c\u7d93\u904e\u6578\u767e\u842c\u5e74\u7684\u5f15\u529b\u805a\u96c6\u548c\u4e92\u52d5\u800c\u6e67\u73fe\u51fa\u7684\u8907\u96dc\u7d50\u69cb <sup><\/sup>\u3002\u5728\u4eba\u985e\u793e\u6703\u4e2d\uff0c\u5f9e\u57ce\u5e02\u793e\u5340\u7684\u81ea\u767c\u5f62\u6210\u3001\u80a1\u7968\u5e02\u5834\u7684\u50f9\u683c\u6ce2\u52d5\u8207\u5d29\u76e4\uff0c\u5230\u7279\u5b9a\u6587\u5316\u548c\u653f\u6cbb\u904b\u52d5\u7684\u8208\u8d77\uff0c\u7121\u4e00\u4e0d\u662f\u500b\u9ad4\u6c7a\u7b56\u8207\u4e92\u52d5\u5728\u5b8f\u89c0\u5c64\u9762\u6e67\u73fe\u51fa\u7684\u8907\u96dc\u6a21\u5f0f <sup><\/sup>\u3002\u9019\u4e9b\u4f8b\u5b50\u5171\u540c\u63ed\u793a\u4e86\u4e00\u500b\u6df1\u523b\u7684\u898f\u5f8b\uff1a\u8907\u96dc\u6027\u4e26\u975e\u7e3d\u662f\u9700\u8981\u4e00\u500b\u8907\u96dc\u7684\u8a2d\u8a08\u8005\uff0c\u5b83\u5f80\u5f80\u53ef\u4ee5\u5f9e\u7c21\u55ae\u7684\u898f\u5247\u548c\u5927\u91cf\u7684\u4e92\u52d5\u4e2d\u81ea\u767c\u5730\u300c\u6e67\u73fe\u300d\u51fa\u4f86\u3002 <\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e8c\u90e8\uff1a\u4eba\u985e\u85cd\u5716\uff1a\u4f5c\u70ba\u6e67\u73fe\u73fe\u8c61\u7684\u667a\u6167\u8207\u610f\u8b58<\/h2>\n\n\n\n<p>\u5728\u7406\u89e3\u4e86\u6e67\u73fe\u7684\u57fa\u672c\u539f\u5247\u5f8c\uff0c\u6211\u5011\u53ef\u4ee5\u5c07\u9019\u500b\u5206\u6790\u6846\u67b6\u61c9\u7528\u65bc\u5b87\u5b99\u4e2d\u6700\u8907\u96dc\u3001\u6700\u795e\u79d8\u7684\u73fe\u8c61\u4e4b\u4e00\uff1a\u4eba\u985e\u5fc3\u667a\u3002\u795e\u7d93\u79d1\u5b78\u8207\u8a8d\u77e5\u54f2\u5b78\u666e\u904d\u8a8d\u70ba\uff0c\u667a\u6167\u8207\u610f\u8b58\u4e26\u975e\u795e\u79d8\u7684\u975e\u7269\u8cea\u5be6\u9ad4\uff0c\u800c\u662f\u690d\u6839\u65bc\u5927\u8166\u9019\u500b\u6975\u5ea6\u8907\u96dc\u7684\u7269\u7406\u7cfb\u7d71\u4e2d\u7684\u6e67\u73fe\u5c6c\u6027\u3002\u7136\u800c\uff0c\u8981\u6e96\u78ba\u8a55\u4f30\u4eba\u5de5\u667a\u6167\uff0c\u6211\u5011\u5fc5\u9808\u9996\u5148\u4ed4\u7d30\u5256\u6790\u4e26\u5340\u5206\u9019\u5169\u500b\u7d93\u5e38\u88ab\u6df7\u70ba\u4e00\u8ac7\u7684\u6982\u5ff5\uff1a\u667a\u6167\u8207\u610f\u8b58\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7b2c\u4e00\u7bc0\uff1a\u5927\u8166\u4f5c\u70ba\u8907\u96dc\u7cfb\u7d71\uff1a\u5fc3\u667a\u7684\u57fa\u5e95<\/h3>\n\n\n\n<p>\u4eba\u985e\u5927\u8166\u662f\u6e67\u73fe\u73fe\u8c61\u7684\u7d42\u6975\u7bc4\u4f8b\u3002\u5b83\u7531\u5927\u7d04860\u5104\u500b\u795e\u7d93\u5143\u7d44\u6210\uff0c\u6bcf\u500b\u795e\u7d93\u5143\u90fd\u900f\u904e\u6578\u5343\u500b\u7a81\u89f8\u8207\u5176\u4ed6\u795e\u7d93\u5143\u76f8\u9023\uff0c\u5f62\u6210\u4e00\u500b\u64c1\u6709\u6578\u842c\u5104\u9023\u63a5\u7684\u3001\u6975\u5176\u8907\u96dc\u7684\u7db2\u7d61\uff0c\u5373\u300c\u9023\u63a5\u9ad4\u300d\uff08connectome\uff09<sup><\/sup>\u3002\u55ae\u500b\u795e\u7d93\u5143\u672c\u8eab\u4e26\u4e0d\u5177\u5099\u601d\u8003\u3001\u611f\u53d7\u6216\u610f\u8b58\u7684\u80fd\u529b\uff1b\u5b83\u53ea\u662f\u4e00\u500b\u76f8\u5c0d\u7c21\u55ae\u7684\u751f\u7269\u5316\u5b78\u4fe1\u865f\u8655\u7406\u55ae\u5143\u3002\u7136\u800c\uff0c\u7576\u9019\u4e9b\u6578\u4ee5\u5104\u8a08\u7684\u7c21\u55ae\u55ae\u5143\u4ee5\u7279\u5b9a\u7684\u65b9\u5f0f\u7d44\u7e54\u4e26\u4e92\u52d5\u6642\uff0c\u601d\u60f3\u3001\u60c5\u611f\u3001\u8a18\u61b6\u548c\u610f\u8b58\u7b49\u5b8f\u89c0\u7684\u8a8d\u77e5\u529f\u80fd\u4fbf\u5f9e\u4e2d\u6e67\u73fe <sup><\/sup>\u3002 <\/p>\n\n\n\n<p>\u73fe\u4ee3\u795e\u7d93\u79d1\u5b78\u7684\u7814\u7a76\u660e\u78ba\u6307\u51fa\uff0c\u4efb\u4f55\u9ad8\u7d1a\u8a8d\u77e5\u529f\u80fd\uff0c\u4f8b\u5982\u8996\u89ba\u611f\u77e5\u6216\u6c7a\u7b56\u5236\u5b9a\uff0c\u90fd\u4e0d\u662f\u7531\u55ae\u4e00\u795e\u7d93\u5143\u6216\u5b64\u7acb\u7684\u8166\u5340\u5b8c\u6210\u7684\u3002\u76f8\u53cd\uff0c\u5b83\u5011\u662f\u5927\u91cf\u5206\u4f48\u5728\u4e0d\u540c\u8166\u5340\u7684\u795e\u7d93\u5143\u7db2\u7d61\u9032\u884c\u5927\u898f\u6a21\u3001\u52d5\u614b\u4e92\u52d5\u7684\u7d50\u679c <sup><\/sup>\u3002\u4fe1\u865f\u5728\u9019\u4e9b\u7db2\u7d61\u4e2d\u4ee5\u8907\u96dc\u7684\u6a21\u5f0f\u50b3\u64ad\u3001\u5171\u632f\u548c\u6574\u5408\uff0c\u5f9e\u800c\u7522\u751f\u4e86\u6211\u5011\u7a31\u4e4b\u70ba\u300c\u5fc3\u667a\u300d\uff08mind\uff09\u7684\u5b8f\u89c0\u73fe\u8c61 <sup><\/sup>\u3002 <\/p>\n\n\n\n<p>\u5927\u8166\u7684\u9019\u7a2e\u7d44\u7e54\u65b9\u5f0f\u5b8c\u7f8e\u5730\u9ad4\u73fe\u4e86\u6e67\u73fe\u7cfb\u7d71\u7684\u95dc\u9375\u7279\u5fb5\u2014\u2014\u5c64\u7d1a\u7d50\u69cb\uff08hierarchical structure\uff09\u3002\u5f9e\u5fae\u89c0\u7684\u5206\u5b50\u3001\u96e2\u5b50\u901a\u9053\uff0c\u5230\u7d30\u80de\u5c64\u7d1a\u7684\u795e\u7d93\u5143\uff0c\u518d\u5230\u7d44\u7e54\u5c64\u7d1a\u7684\u795e\u7d93\u8ff4\u8def\u548c\u8166\u5340\uff0c\u6700\u7d42\u5230\u6574\u500b\u6709\u6a5f\u9ad4\u7684\u5c64\u7d1a\uff0c\u6bcf\u4e00\u500b\u5c64\u7d1a\u90fd\u5efa\u7acb\u5728\u4e0b\u4e00\u5c64\u7d1a\u7684\u57fa\u790e\u4e4b\u4e0a\uff0c\u4e26\u4e14\u5728\u6bcf\u4e00\u5c64\u7d1a\u7684\u8e8d\u5347\u4e2d\uff0c\u90fd\u6e67\u73fe\u51fa\u5168\u65b0\u7684\u529f\u80fd\u8207\u5c6c\u6027 <sup><\/sup>\u3002\u4f8b\u5982\uff0c\u5fc3\u81df\u7684\u8df3\u52d5\u9700\u8981\u5fc3\u808c\u7d30\u80de\u7684\u5354\u540c\u6536\u7e2e\uff0c\u800c\u5fc3\u808c\u7d30\u80de\u7684\u529f\u80fd\u53c8\u4f9d\u8cf4\u65bc\u5176\u5167\u90e8\u7684\u7c92\u7dda\u9ad4\u7522\u751f\u80fd\u91cf\u3002\u6574\u500b\u7cfb\u7d71\u900f\u904e\u300c\u5411\u4e0a\u56e0\u679c\u300d\uff08bottom-up causation\uff0c\u5373\u90e8\u5206\u69cb\u6210\u6574\u9ad4\uff09\u548c\u300c\u5411\u4e0b\u56e0\u679c\u300d\uff08top-down causation\uff0c\u5373\u6574\u9ad4\u7d04\u675f\u90e8\u5206\uff09\u7684\u96d9\u5411\u4e92\u52d5\u4f86\u7dad\u6301\u5176\u7a69\u5b9a\u8207\u529f\u80fd <sup><\/sup>\u3002\u9019\u500b\u89c0\u9ede\u53cd\u99c1\u4e86\u6975\u7aef\u7684\u9084\u539f\u8ad6\uff0c\u5373\u8a8d\u70ba\u50c5\u50c5\u7814\u7a76\u795e\u7d93\u5143\u5c31\u8db3\u4ee5\u5b8c\u5168\u89e3\u91cb\u5fc3\u667a\uff0c\u56e0\u70ba\u9ad8\u5c64\u7d1a\u7684\u7d44\u7e54\u7d50\u69cb\u672c\u8eab\u5c31\u5e36\u4f86\u4e86\u4f4e\u5c64\u7d1a\u6240\u4e0d\u5177\u5099\u7684\u65b0\u7a4e\u5c6c\u6027 <sup><\/sup>\u3002 <\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7b2c\u4e8c\u7bc0\uff1a\u667a\u6167\u662f\u4e00\u7a2e\u6e67\u73fe\u55ce\uff1f\u529f\u80fd\u6027\u8996\u89d2<\/h3>\n\n\n\n<p>\u5728\u63a2\u8a0e\u4eba\u5de5\u667a\u6167\u4e4b\u524d\uff0c\u5fc5\u9808\u5148\u754c\u5b9a\u300c\u667a\u6167\u300d\uff08intelligence\uff09\u672c\u8eab\u3002\u5728\u54f2\u5b78\u3001\u5fc3\u7406\u5b78\u548c\u4eba\u5de5\u667a\u6167\u7814\u7a76\u4e2d\uff0c\u667a\u6167\u901a\u5e38\u88ab\u5b9a\u7fa9\u70ba\u4e00\u7a2e\u529f\u80fd\u6027\u7684\u3001\u8207\u4efb\u52d9\u76f8\u95dc\u7684\u80fd\u529b\uff0c\u800c\u975e\u4e3b\u89c0\u611f\u53d7 <sup><\/sup>\u3002\u5b83\u662f\u4e00\u7a2e\u53ef\u89c0\u5bdf\u3001\u53ef\u6e2c\u91cf\u7684\u300c\u8868\u73fe\u6027\u300d\uff08performative\uff09\u5c6c\u6027 <sup><\/sup>\u3002 <\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u667a\u6167\u7684\u5b9a\u7fa9<\/strong>\uff1aAI\u9818\u57df\u7684\u5148\u9a45\uff0c\u5982\u7d04\u7ff0\u00b7\u9ea5\u5361\u932b\uff08John McCarthy\uff09\uff0c\u5c07\u667a\u6167\u5b9a\u7fa9\u70ba\u300c\u5728\u4e16\u754c\u4e2d\u5be6\u73fe\u76ee\u6a19\u7684\u8a08\u7b97\u80fd\u529b\u300d\u3002\u73fe\u4ee3AI\u6559\u79d1\u66f8\u5247\u5c07\u5176\u5f62\u5f0f\u5316\u70ba\u4e00\u500b\u300c\u667a\u80fd\u9ad4\u300d\uff08agent\uff09\u5728\u74b0\u5883\u4e2d\u611f\u77e5\u4e26\u884c\u52d5\uff0c\u4ee5\u6700\u5927\u5316\u5176\u9810\u671f\u6027\u80fd\u6307\u6a19\u7684\u80fd\u529b \u3002\u54f2\u5b78\u5bb6\u57fa\u601d\u00b7\u5f17\u862d\u57fa\u4ec0\uff08Keith Frankish\uff09\u4e5f\u63a1\u7d0d\u4e86\u4e00\u500b\u6700\u5c0f\u5316\u7684\u5b9a\u7fa9\uff0c\u5373\u667a\u6167\u662f\u4e00\u7a2e\u300c\u89e3\u6c7a\u554f\u984c\u7684\u80fd\u529b\u300d\u2014\u2014\u4ee5\u4fc3\u9032\u67d0\u7a2e\u76ee\u7684\u6216\u4efb\u52d9\u7684\u65b9\u5f0f\u5c0d\u523a\u6fc0\u505a\u51fa\u53cd\u61c9\u7684\u80fd\u529b \u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<p>\u57fa\u65bc\u6b64\u5b9a\u7fa9\uff0c\u667a\u6167\u6975\u6709\u53ef\u80fd\u662f\u4e00\u7a2e<strong>\u5f31\u6e67\u73fe<\/strong>\u73fe\u8c61\u3002\u5b83\u4e26\u975e\u55ae\u4e00\u7684\u5167\u5728\u5c6c\u6027\uff0c\u800c\u662f\u5f9e\u4e00\u7cfb\u5217\u66f4\u57fa\u790e\u7684\u8a8d\u77e5\u904e\u7a0b\u3001\u8eab\u9ad4\u7684\u611f\u77e5\u904b\u52d5\u80fd\u529b\u4ee5\u53ca\u8207\u74b0\u5883\u548c\u793e\u6703\u7684\u52d5\u614b\u4e92\u52d5\u4e2d\u6e67\u73fe\u51fa\u7684\u9ad8\u968e\u80fd\u529b <sup><\/sup>\u3002\u73fe\u4ee3\u8a8d\u77e5\u79d1\u5b78\u7684\u300c4E\u8a8d\u77e5\u300d\uff08Embodied, Embedded, Enacted, Extended\uff09\u89c0\u9ede\u5c31\u652f\u6301\u9019\u4e00\u770b\u6cd5\uff0c\u8a8d\u70ba\u667a\u6167\u4e0d\u50c5\u50c5\u5b58\u5728\u65bc\u5927\u8166\u7684\u8a08\u7b97\u4e2d\uff0c\u800c\u662f\u5206\u4f48\u5728\u8166\u3001\u8eab\u9ad4\u548c\u4e16\u754c\u7684\u4e92\u52d5\u8ff4\u8def\u4e2d <sup><\/sup>\u3002 <\/p>\n\n\n\n<p>\u5c07\u667a\u6167\u8996\u70ba\u5f31\u6e67\u73fe\uff0c\u610f\u5473\u8457\u5118\u7ba1\u5176\u8868\u73fe\u5f62\u5f0f\u6975\u5176\u8907\u96dc\u548c\u591a\u6a23\uff0c\u4f46\u539f\u5247\u4e0a\uff0c\u5b83\u4ecd\u7136\u53ef\u4ee5\u88ab\u5206\u89e3\u70ba\u5176\u7d44\u6210\u90e8\u5206\u7684\u4e92\u52d5\u3002\u4f8b\u5982\uff0c\u4eba\u985e\u7684\u898f\u5283\u80fd\u529b\u6e67\u73fe\u81ea\u8a18\u61b6\u3001\u6ce8\u610f\u529b\u3001\u9810\u6e2c\u548c\u6a21\u64ec\u7b49\u591a\u500b\u5b50\u7cfb\u7d71\u7684\u5354\u540c\u5de5\u4f5c\u3002\u9019\u7a2e\u89c0\u9ede\u4e26\u4e0d\u5426\u8a8d\u667a\u6167\u7684\u8907\u96dc\u6027\uff0c\u4f46\u5b83\u907f\u514d\u4e86\u5f15\u5165\u4efb\u4f55\u8d85\u8d8a\u7269\u7406\u5b9a\u5f8b\u7684\u795e\u79d8\u5143\u7d20\u3002\u667a\u6167\u7684\u6e67\u73fe\uff0c\u5c31\u50cf\u879e\u87fb\u7fa4\u843d\u627e\u5230\u6700\u77ed\u8def\u5f91\u4e00\u6a23\uff0c\u662f\u5927\u91cf\u76f8\u5c0d\u7c21\u55ae\u7684\u8a08\u7b97\u55ae\u5143\uff08\u795e\u7d93\u5143\uff09\u5728\u8907\u96dc\u7db2\u7d61\u4e2d\u4e92\u52d5\u6240\u7522\u751f\u7684\u5b8f\u89c0\u554f\u984c\u89e3\u6c7a\u80fd\u529b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7b2c\u4e09\u7bc0\uff1a\u300c\u56f0\u96e3\u554f\u984c\u300d\uff1a\u610f\u8b58\u3001\u8cea\u6027\u8207\u5411\u4e0b\u56e0\u679c<\/h3>\n\n\n\n<p>\u8207\u667a\u6167\u7684\u529f\u80fd\u6027\u5b9a\u7fa9\u5f62\u6210\u9bae\u660e\u5c0d\u6bd4\u7684\u662f\u300c\u610f\u8b58\u300d\uff08consciousness\uff09\uff0c\u7279\u5225\u662f\u300c\u73fe\u8c61\u610f\u8b58\u300d\uff08phenomenal consciousness\uff09\u3002\u9019\u4e26\u975e\u6307\u6e05\u9192\u3001\u8b66\u89ba\u6216\u81ea\u6211\u8a8d\u77e5\u7b49\u529f\u80fd\u6027\u72c0\u614b\uff0c\u800c\u662f\u6307\u4e3b\u89c0\u7684\u3001\u7b2c\u4e00\u4eba\u7a31\u7684\u9ad4\u9a57\u672c\u8eab\u2014\u2014\u300c\u8eab\u81e8\u5176\u5883\u7684\u611f\u89ba\u300d\uff08what it is like to be\uff09<sup><\/sup>\u3002\u4f8b\u5982\uff0c\u770b\u5230\u7d05\u8272\u7684\u300c\u7d05\u611f\u300d\u3001\u611f\u5230\u75bc\u75db\u7684\u300c\u75db\u611f\u300d\uff0c\u9019\u4e9b\u4e3b\u89c0\u7684\u8cea\u6027\u9ad4\u9a57\u88ab\u7a31\u70ba\u300c\u8cea\u6027\u300d\uff08qualia\uff09<sup><\/sup>\u3002 <\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u610f\u8b58\u7684\u56f0\u96e3\u554f\u984c<\/strong>\uff1a\u54f2\u5b78\u5bb6\u5927\u885b\u00b7\u67e5\u723e\u9ed8\u65af\uff08David Chalmers\uff09\u5c07\u89e3\u91cb\u300c\u70ba\u4ec0\u9ebc\u300d\u548c\u300c\u5982\u4f55\u300d\u5927\u8166\u7684\u7269\u7406\u904e\u7a0b\u6703\u7522\u751f\u4e3b\u89c0\u9ad4\u9a57\u7684\u554f\u984c\uff0c\u7a31\u70ba\u300c\u610f\u8b58\u7684\u56f0\u96e3\u554f\u984c\u300d\uff08The Hard Problem of Consciousness\uff09\u3002\u89e3\u91cb\u5927\u8166\u5982\u4f55\u8655\u7406\u8cc7\u8a0a\u3001\u5f15\u5c0e\u884c\u70ba\u7b49\u529f\u80fd\u6027\u554f\u984c\u88ab\u7a31\u70ba\u300c\u7c21\u55ae\u554f\u984c\u300d\uff08Easy Problems\uff09\uff0c\u5118\u7ba1\u5b83\u5011\u5728\u79d1\u5b78\u4e0a\u6975\u5177\u6311\u6230\u6027\uff0c\u4f46\u539f\u5247\u4e0a\u53ef\u4ee5\u900f\u904e\u9084\u539f\u8ad6\u7684\u65b9\u6cd5\u89e3\u6c7a\u3002\u7136\u800c\uff0c\u5f9e\u5ba2\u89c0\u7684\u795e\u7d93\u5143\u653e\u96fb\u5230\u4e3b\u89c0\u7684\u611f\u53d7\u4e4b\u9593\uff0c\u4f3c\u4e4e\u5b58\u5728\u4e00\u500b\u7121\u6cd5\u8de8\u8d8a\u7684\u300c\u89e3\u91cb\u6027\u9d3b\u6e9d\u300d\u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<p>\u6b63\u662f\u7531\u65bc\u9019\u500b\u9d3b\u6e9d\uff0c\u73fe\u8c61\u610f\u8b58\u6210\u70ba\u4e86<strong>\u5f37\u6e67\u73fe<\/strong>\u7684\u4e3b\u8981\u5019\u9078\u8005\u3002\u8a31\u591a\u54f2\u5b78\u5bb6\u548c\u79d1\u5b78\u5bb6\u8a8d\u70ba\uff0c\u4e3b\u89c0\u9ad4\u9a57\u662f\u4e00\u7a2e\u6839\u672c\u4e0a\u65b0\u7a4e\u7684\u3001\u7121\u6cd5\u88ab\u9084\u539f\u70ba\u5176\u7269\u7406\u57fa\u790e\u7684\u5c6c\u6027 <sup><\/sup>\u300220\u4e16\u7d00\u521d\u7684\u82f1\u570b\u6e67\u73fe\u8ad6\u8005\uff0c\u5982\u67e5\u7406\u00b7\u5e03\u52de\u5fb7\uff08C. D. Broad\uff09\uff0c\u5c31\u4e3b\u5f35\u5fc3\u7406\u72c0\u614b\u662f\u5927\u8166\u904e\u7a0b\u7684\u6e67\u73fe\u5c6c\u6027\uff0c\u7121\u6cd5\u55ae\u7d14\u7531\u7269\u7406\u904e\u7a0b\u5b8c\u5168\u89e3\u91cb <sup><\/sup>\u3002 <\/p>\n\n\n\n<p>\u9019\u7a2e\u89c0\u9ede\u7684\u6838\u5fc3\u6311\u6230\u5728\u65bc\u300c\u5411\u4e0b\u56e0\u679c\u6027\u300d\u3002\u5982\u679c\u610f\u8b58\u662f\u771f\u5be6\u4e14\u6709\u5f71\u97ff\u529b\u7684\uff0c\u800c\u4e0d\u50c5\u50c5\u662f\u4e00\u500b\u7121\u95dc\u7dca\u8981\u7684\u526f\u7522\u54c1\uff0c\u90a3\u9ebc\u5b83\u5fc5\u9808\u80fd\u5920\u5c0d\u5176\u7269\u7406\u57fa\u790e\uff08\u5373\u5927\u8166\uff09\u7522\u751f\u56e0\u679c\u4f5c\u7528 <sup><\/sup>\u3002\u4e00\u500b\u60f3\u6cd5\uff08\u5b8f\u89c0\u5fc3\u7406\u72c0\u614b\uff09\u5fc5\u9808\u80fd\u5920\u5f15\u767c\u795e\u7d93\u5143\u7684\u6d3b\u52d5\uff08\u5fae\u89c0\u7269\u7406\u72c0\u614b\uff09\u3002\u9019\u4e00\u4e3b\u5f35\u6975\u5177\u722d\u8b70\uff0c\u56e0\u70ba\u5b83\u4f3c\u4e4e\u8207\u7269\u7406\u4e16\u754c\u7684\u56e0\u679c\u5c01\u9589\u6027\uff08causal closure of the physical world\uff09\u2014\u2014\u5373\u4efb\u4f55\u7269\u7406\u4e8b\u4ef6\u90fd\u6709\u5176\u5145\u5206\u7684\u7269\u7406\u539f\u56e0\u2014\u2014\u76f8\u885d\u7a81 <sup><\/sup>\u3002 <\/p>\n\n\n\n<p>\u7576\u7136\uff0c\u4e5f\u6709\u53cd\u5c0d\u610f\u898b\u8a8d\u70ba\uff0c\u5373\u4f7f\u662f\u610f\u8b58\uff0c\u4e5f\u53ef\u80fd\u662f\u4e00\u7a2e\u6975\u5ea6\u8907\u96dc\u7684\u5f31\u6e67\u73fe\uff0c\u6211\u5011\u4e4b\u6240\u4ee5\u89ba\u5f97\u5b83\u795e\u79d8\uff0c\u53ea\u662f\u56e0\u70ba\u6211\u5011\u5c1a\u672a\u627e\u5230\u6b63\u78ba\u7684\u79d1\u5b78\u89e3\u91cb\u6846\u67b6 <sup><\/sup>\u3002\u4f8b\u5982\uff0c\u4e00\u4e9b\u795e\u7d93\u79d1\u5b78\u7406\u8ad6\u8a66\u5716\u5f9e\u529f\u80fd\u89d2\u5ea6\u91cd\u65b0\u89e3\u91cb\u610f\u8b58\uff0c\u8a8d\u70ba\u5b83\u662f\u5927\u8166\u70ba\u4e86\u66f4\u6709\u6548\u5730\u6574\u5408\u8cc7\u8a0a\u3001\u6a21\u64ec\u672a\u4f86\u4e26\u6307\u5c0e\u884c\u52d5\u800c\u6f14\u5316\u51fa\u7684\u4e00\u7a2e\u9ad8\u968e\u9810\u6e2c\u8207\u5efa\u6a21\u6a5f\u5236 <sup><\/sup>\u3002 <\/p>\n\n\n\n<p>\u81f3\u6b64\uff0c\u4e00\u500b\u95dc\u9375\u7684\u5340\u5206\u5df2\u7d93\u5efa\u7acb\u8d77\u4f86\uff0c\u5b83\u5c07\u6210\u70ba\u8a55\u4f30\u4eba\u5de5\u667a\u6167\u7684\u6838\u5fc3\u8ef8\u7dda\u3002\u7576\u6211\u5011\u554f\u4e00\u500bAI\u662f\u5426\u300c\u6709\u667a\u6167\u300d\u6642\uff0c\u6211\u5011\u5fc5\u9808\u91d0\u6e05\u6211\u5011\u7684\u554f\u984c\uff1a\u6211\u5011\u662f\u5728\u554f\u5b83\u662f\u5426\u80fd\u50cf\u4eba\u985e\u4e00\u6a23<strong>\u89e3\u6c7a\u554f\u984c<\/strong>\uff08\u667a\u6167\u7684\u529f\u80fd\u6027\u5b9a\u7fa9\uff09\uff0c\u9084\u662f\u5728\u554f\u5b83\u662f\u5426\u80fd\u50cf\u4eba\u985e\u4e00\u6a23<strong>\u611f\u53d7\u4e16\u754c<\/strong>\uff08\u610f\u8b58\u7684\u73fe\u8c61\u6027\u5b9a\u7fa9\uff09\uff1f\u5982\u679c\u6211\u5011\u5c07\u9019\u5169\u500b\u6982\u5ff5\u6df7\u70ba\u4e00\u8ac7\uff0c\u90a3\u9ebc\u5c0dAI\u7684\u8981\u6c42\u5c07\u662f\u64c1\u6709\u4e3b\u89c0\u9ad4\u9a57\uff0c\u9019\u5728\u76ee\u524d\u770b\u4f86\u662f\u9059\u4e0d\u53ef\u53ca\u7684\u3002\u4f46\u5982\u679c\u6211\u5011\u5c07\u5b83\u5011\u5206\u958b\uff0c\u90a3\u9ebc\u8a55\u4f30AI\u667a\u6167\u7684\u6a19\u6e96\u5c31\u8b8a\u6210\u4e86\u5176\u884c\u70ba\u548c\u8868\u73fe\uff0c\u9019\u662f\u4e00\u500b\u53ef\u4ee5\u900f\u904e\u5be6\u8b49\u4f86\u6aa2\u9a57\u7684\u554f\u984c\u3002\u6574\u500b\u95dc\u65bcAI\u662f\u5426\u300c\u771f\u6b63\u300d\u667a\u80fd\u7684\u8faf\u8ad6\uff0c\u5176\u6839\u6e90\u5c31\u5728\u65bc\u9019\u500b\u6839\u672c\u6027\u7684\u6982\u5ff5\u5340\u5206\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e09\u90e8\uff1a\u4eba\u5de5\u5fc3\u667a\u7684\u67b6\u69cb\uff1a\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u5256\u6790<\/h2>\n\n\n\n<p>\u8981\u8a55\u4f30\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff08Large Language Models, LLMs\uff09\u662f\u5426\u5177\u5099\u667a\u6167\uff0c\u9996\u5148\u5fc5\u9808\u7406\u89e3\u5176\u5e95\u5c64\u7684\u6280\u8853\u67b6\u69cb\u3001\u6838\u5fc3\u904b\u4f5c\u6a5f\u5236\u4ee5\u53ca\u5176\u884c\u70ba\u662f\u5982\u4f55\u88ab\u5851\u9020\u7684\u3002\u73fe\u4ee3LLMs\u4e26\u975e\u50b3\u7d71\u610f\u7fa9\u4e0a\u7684\u7a0b\u5f0f\uff0c\u5b83\u5011\u4e0d\u662f\u4f9d\u64da\u4e00\u5957\u7531\u4eba\u985e\u7de8\u5beb\u7684\u660e\u78ba\u898f\u5247\u4f86\u904b\u4f5c\u3002\u76f8\u53cd\uff0c\u5b83\u5011\u662f\u5f9e\u6d77\u91cf\u8cc7\u6599\u4e2d\u5b78\u7fd2\u7d71\u8a08\u6a21\u5f0f\u7684\u8907\u96dc\u795e\u7d93\u7db2\u8def\uff0c\u5176\u80fd\u529b\u6e90\u65bc\u5176\u9f90\u5927\u7684\u898f\u6a21\u548c\u7368\u7279\u7684\u67b6\u69cb\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7b2c\u4e00\u7bc0\uff1a\u57fa\u790e\u67b6\u69cb\uff1a\u8f49\u63db\u5668\u8207\u81ea\u6ce8\u610f\u529b\u6a5f\u5236<\/h3>\n\n\n\n<p>\u7576\u4ee3\u6240\u6709\u6700\u5148\u9032\u7684LLMs\uff0c\u5982GPT\u7cfb\u5217\u548cLlama\u7cfb\u5217\uff0c\u90fd\u5efa\u7acb\u5728\u4e00\u500b\u540d\u70ba\u300c\u8f49\u63db\u5668\u300d\uff08Transformer\uff09\u7684\u795e\u7d93\u7db2\u8def\u67b6\u69cb\u4e4b\u4e0a <sup><\/sup>\u3002\u8a72\u67b6\u69cb\u65bc2017\u5e74\u88ab\u63d0\u51fa\uff0c\u5fb9\u5e95\u6539\u8b8a\u4e86\u81ea\u7136\u8a9e\u8a00\u8655\u7406\uff08NLP\uff09\u9818\u57df\uff0c\u5b83\u514b\u670d\u4e86\u65e9\u671f\u6a21\u578b\u5982\u5faa\u74b0\u795e\u7d93\u7db2\u8def\uff08RNNs\uff09\u5728\u8655\u7406\u9577\u5e8f\u5217\u6587\u672c\u6642\u7684\u8a18\u61b6\u548c\u4e26\u884c\u8a08\u7b97\u74f6\u9838 <sup><\/sup>\u3002 <\/p>\n\n\n\n<p>\u8f49\u63db\u5668\u6a21\u578b\u7684\u6838\u5fc3\u5275\u65b0\u662f\u300c\u81ea\u6ce8\u610f\u529b\u6a5f\u5236\u300d\uff08Self-Attention Mechanism\uff09<sup><\/sup>\u3002\u9019\u500b\u6a5f\u5236\u8ce6\u4e88\u4e86\u6a21\u578b\u5728\u8655\u7406\u8f38\u5165\u6587\u672c\u4e2d\u6bcf\u4e00\u500b\u8a5e\uff08\u6216\u66f4\u6e96\u78ba\u5730\u8aaa\u662f\u300c\u6a19\u8a18\u300d(token)\uff09\u6642\uff0c\u80fd\u5920\u52d5\u614b\u5730\u8a55\u4f30\u53e5\u5b50\u4e2d\u6240\u6709\u5176\u4ed6\u8a5e\u7684\u76f8\u5c0d\u91cd\u8981\u6027\uff0c\u5f9e\u800c\u6355\u6349\u8907\u96dc\u7684\u4e0a\u4e0b\u6587\u95dc\u4fc2 <sup><\/sup>\u3002\u8209\u4e00\u500b\u7d93\u5178\u7684\u4f8b\u5b50\uff0c\u5728\u8655\u7406\u53e5\u5b50\u300cThe animal didn’t cross the street because <\/p>\n\n\n\n<p><strong>it<\/strong> was too tired\u300d\uff08\u90a3\u96bb\u52d5\u7269\u6c92\u6709\u904e\u99ac\u8def\uff0c\u56e0\u70ba<strong>\u7260<\/strong>\u592a\u7d2f\u4e86\uff09\u6642\uff0c\u81ea\u6ce8\u610f\u529b\u6a5f\u5236\u80fd\u5920\u8a08\u7b97\u51fa\u4ee3\u540d\u8a5e\u300cit\u300d\u8207\u300canimal\u300d\u7684\u95dc\u806f\u6027\u9060\u9ad8\u65bc\u8207\u300cstreet\u300d\u7684\u95dc\u806f\u6027\uff0c\u5f9e\u800c\u6b63\u78ba\u5730\u7406\u89e3\u53e5\u5b50\u7684\u542b\u7fa9 <sup><\/sup>\u3002\u9019\u7a2e\u80fd\u529b\u4f7f\u5f97\u6a21\u578b\u80fd\u5920\u8655\u7406\u9577\u8ddd\u96e2\u7684\u8a9e\u7fa9\u4f9d\u8cf4\uff0c\u9019\u662f\u7406\u89e3\u8907\u96dc\u8a9e\u8a00\u7684\u95dc\u9375\u3002 <\/p>\n\n\n\n<p>\u5728\u6a21\u578b\u8655\u7406\u6587\u672c\u4e4b\u524d\uff0c\u539f\u59cb\u6587\u672c\u9700\u8981\u7d93\u904e\u4e00\u500b\u540d\u70ba\u300c\u6a19\u8a18\u5316\u300d\uff08Tokenization\uff09\u7684\u904e\u7a0b\u3002\u6587\u672c\u88ab\u5206\u89e3\u6210\u66f4\u5c0f\u7684\u55ae\u5143\uff0c\u5373\u6a19\u8a18\uff08tokens\uff09\uff0c\u9019\u4e9b\u6a19\u8a18\u53ef\u4ee5\u662f\u5b8c\u6574\u7684\u55ae\u8a5e\u3001\u5b50\u8a5e\uff08subwords\uff09\u6216\u55ae\u500b\u5b57\u7b26 <sup><\/sup>\u3002\u4f8b\u5982\uff0c\u55ae\u8a5e\u300cunkillable\u300d\u53ef\u80fd\u6703\u88ab\u5206\u89e3\u70ba\u300cun\u300d\u3001\u300ckill\u300d\u3001\u300cable\u300d\u4e09\u500b\u6a19\u8a18 <sup><\/sup>\u3002\u9019\u7a2e\u65b9\u6cd5\uff0c\u5982\u4f4d\u5143\u7d44\u5c0d\u7de8\u78bc\uff08Byte-Pair Encoding, BPE\uff09\uff0c\u4f7f\u5f97\u6a21\u578b\u80fd\u5920\u9ad8\u6548\u5730\u8655\u7406\u9f90\u5927\u7684\u8a5e\u5f59\u91cf\u548c\u672a\u898b\u904e\u7684\u65b0\u8a5e\u3002\u96a8\u5f8c\uff0c\u6bcf\u500b\u6a19\u8a18\u88ab\u8f49\u63db\u70ba\u4e00\u500b\u9ad8\u7dad\u7684\u6578\u5b57\u5411\u91cf\uff0c\u7a31\u70ba\u300c\u8a5e\u5d4c\u5165\u300d\uff08embedding\uff09\uff0c\u9019\u500b\u5411\u91cf\u65e8\u5728\u6355\u6349\u8a72\u6a19\u8a18\u7684\u8a9e\u7fa9\u548c\u53e5\u6cd5\u7279\u5fb5 <sup><\/sup>\u3002 <\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7b2c\u4e8c\u7bc0\uff1a\u6838\u5fc3\u529f\u80fd\uff1a\u6a5f\u7387\u6027\u7684\u4e0b\u4e00\u500b\u6a19\u8a18\u9810\u6e2c<\/h3>\n\n\n\n<p>\u5118\u7ba1LLMs\u80fd\u5920\u57f7\u884c\u5beb\u4f5c\u3001\u7ffb\u8b6f\u3001\u7a0b\u5f0f\u8a2d\u8a08\u548c\u56de\u7b54\u554f\u984c\u7b49\u591a\u7a2e\u8907\u96dc\u4efb\u52d9\uff0c\u4f46\u5176\u6700\u6839\u672c\u7684\u6838\u5fc3\u529f\u80fd\u537b\u7570\u5e38\u55ae\u4e00\uff1a<strong>\u9810\u6e2c\u5e8f\u5217\u4e2d\u7684\u4e0b\u4e00\u500b\u6a19\u8a18<\/strong> <sup><\/sup>\u3002\u5f9e\u672c\u8cea\u4e0a\u8b1b\uff0cLLM\u662f\u4e00\u500b\u6975\u5176\u9f90\u5927\u548c\u7cbe\u5bc6\u7684\u7d71\u8a08\u5f15\u64ce\uff0c\u5b83\u900f\u904e\u5b78\u7fd2\u6d77\u91cf\u6587\u672c\u8cc7\u6599\u4e2d\u7684\u6a21\u5f0f\uff0c\u4f86\u8a08\u7b97\u5728\u7d66\u5b9a\u4e00\u6bb5\u524d\u6587\u7684\u60c5\u6cc1\u4e0b\uff0c\u54ea\u4e00\u500b\u6a19\u8a18\u6700\u6709\u53ef\u80fd\u51fa\u73fe\u5728\u4e0b\u4e00\u500b\u4f4d\u7f6e <sup><\/sup>\u3002 <\/p>\n\n\n\n<p>\u4f8b\u5982\uff0c\u7576\u6a21\u578b\u63a5\u6536\u5230\u8f38\u5165\u300c\u53f0\u7063\u6700\u9ad8\u7684\u5c71\u662f\u300d\u6642\uff0c\u5b83\u6703\u5728\u5176\u5167\u90e8\u9f90\u5927\u7684\u6a5f\u7387\u5206\u4f48\u4e2d\u9032\u884c\u8a08\u7b97\uff0c\u5f97\u51fa\u300c\u7389\u300d\u9019\u500b\u6a19\u8a18\u51fa\u73fe\u7684\u6a5f\u7387\u6700\u9ad8\uff0c\u5176\u6b21\u53ef\u80fd\u662f\u300c\u96ea\u300d\u6216\u5176\u4ed6\u8a5e\u3002\u5b83\u8f38\u51fa\u4e86\u300c\u7389\u300d\u4e4b\u5f8c\uff0c\u6703\u5c07\u300c\u53f0\u7063\u6700\u9ad8\u7684\u5c71\u662f\u7389\u300d\u4f5c\u70ba\u65b0\u7684\u8f38\u5165\uff0c\u518d\u6b21\u9810\u6e2c\u4e0b\u4e00\u500b\u6a19\u8a18\uff0c\u6b64\u6642\u300c\u5c71\u300d\u7684\u6a5f\u7387\u6703\u8b8a\u5f97\u6700\u9ad8\u3002\u9019\u500b\u904e\u7a0b\u4e0d\u65b7\u91cd\u8907\uff0c\u4e00\u500b\u6a19\u8a18\u63a5\u4e00\u500b\u6a19\u8a18\u5730\u751f\u6210\uff0c\u6700\u7d42\u5f62\u6210\u5b8c\u6574\u7684\u53e5\u5b50\u6216\u6bb5\u843d <sup><\/sup>\u3002 <\/p>\n\n\n\n<p>\u6a21\u578b\u7684\u300c\u77e5\u8b58\u300d\u4e26\u975e\u4ee5\u4eba\u985e\u7406\u89e3\u7684\u65b9\u5f0f\u5132\u5b58\u5728\u4e00\u500b\u7d50\u69cb\u5316\u7684\u8cc7\u6599\u5eab\u4e2d\u3002\u76f8\u53cd\uff0c\u9019\u4e9b\u77e5\u8b58\uff0c\u5305\u62ec\u8a9e\u6cd5\u898f\u5247\u3001\u4e8b\u5be6\u8cc7\u8a0a\u3001\u63a8\u7406\u6a21\u5f0f\u4e43\u81f3\u793e\u6703\u504f\u898b\uff0c\u90fd\u96b1\u542b\u5730\u7de8\u78bc\u5728\u5176\u6578\u5341\u5104\u751a\u81f3\u6578\u842c\u5104\u500b\u300c\u53c3\u6578\u300d\uff08parameters\uff09\u4e4b\u4e2d <sup><\/sup>\u3002\u9019\u4e9b\u53c3\u6578\u662f\u6a21\u578b\u5728\u8a13\u7df4\u904e\u7a0b\u4e2d\u5b78\u5230\u7684\u6b0a\u91cd\uff08weights\uff09\u548c\u504f\u7f6e\uff08biases\uff09\uff0c\u5b83\u5011\u5171\u540c\u5b9a\u7fa9\u4e86\u6a21\u578b\u751f\u6210\u6587\u672c\u6642\u7684\u8907\u96dc\u6a5f\u7387\u666f\u89c0\u3002\u6a21\u578b\u7684\u898f\u6a21\uff08\u5373\u53c3\u6578\u6578\u91cf\uff09\u8207\u5176\u80fd\u529b\u7684\u5f37\u5f31\u6709\u8457\u76f4\u63a5\u7684\u95dc\u4fc2 <sup><\/sup>\u3002 <\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7b2c\u4e09\u7bc0\uff1a\u8a13\u7df4\u65b9\u6848\uff1a\u5851\u9020\u4eba\u5de5\u5fc3\u667a\u7684\u904e\u7a0b<\/h3>\n\n\n\n<p>LLMs\u7684\u9a5a\u4eba\u80fd\u529b\u4e26\u975e\u8207\u751f\u4ff1\u4f86\uff0c\u800c\u662f\u900f\u904e\u4e00\u500b\u591a\u968e\u6bb5\u3001\u8cc7\u6e90\u5bc6\u96c6\u578b\u7684\u8a13\u7df4\u904e\u7a0b\u5851\u9020\u800c\u6210\u3002\u9019\u500b\u904e\u7a0b\u5927\u81f4\u53ef\u4ee5\u5206\u70ba\u4e09\u500b\u4e3b\u8981\u968e\u6bb5 <sup><\/sup>\u3002 <\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7b2c\u4e00\u968e\u6bb5\uff1a\u9810\u8a13\u7df4\uff08Pre-training\uff09\u2014 \u81ea\u6211\u76e3\u7763\u5b78\u7fd2<\/strong> \u5728\u9019\u500b\u968e\u6bb5\uff0c\u6a21\u578b\u5728\u7121\u6a19\u8a3b\u7684\u3001\u4f86\u81ea\u7db2\u969b\u7db2\u8def\u7684\u6d77\u91cf\u6587\u672c\u8cc7\u6599\uff08\u5982\u7dad\u57fa\u767e\u79d1\u3001\u66f8\u7c4d\u3001GitHub\u7a0b\u5f0f\u78bc\u5eab\u7b49\uff09\u4e0a\u9032\u884c\u300c\u81ea\u6211\u76e3\u7763\u5b78\u7fd2\u300d\uff08self-supervised learning\uff09\u3002\u6240\u8b02\u81ea\u6211\u76e3\u7763\uff0c\u662f\u6307\u6a21\u578b\u5f9e\u8cc7\u6599\u672c\u8eab\u751f\u6210\u5b78\u7fd2\u76ee\u6a19\uff0c\u7121\u9700\u4eba\u5de5\u6a19\u8a3b\u3002\u4f8b\u5982\uff0c\u81ea\u56de\u6b78\u6a21\u578b\uff08\u5982GPT\u7cfb\u5217\uff09\u7684\u4efb\u52d9\u662f\u6839\u64da\u524d\u9762\u7684\u6587\u672c\u9810\u6e2c\u4e0b\u4e00\u500b\u8a5e\uff1b\u800c\u63a9\u78bc\u8a9e\u8a00\u6a21\u578b\uff08\u5982BERT\uff09\u7684\u4efb\u52d9\u5247\u662f\u9810\u6e2c\u53e5\u5b50\u4e2d\u88ab\u4eba\u70ba\u906e\u84cb\u6389\u7684\u8a5e \u3002\u900f\u904e\u5b8c\u6210\u9019\u500b\u770b\u4f3c\u7c21\u55ae\u7684\u4efb\u52d9\u6578\u842c\u5104\u6b21\uff0c\u6a21\u578b\u88ab\u8feb\u5b78\u7fd2\u5230\u8a9e\u8a00\u7684\u6df1\u5c64\u7d50\u69cb\uff0c\u5305\u62ec\u8a9e\u6cd5\u3001\u8a9e\u7fa9\u3001\u4e8b\u5be6\u77e5\u8b58\u3001\u5e38\u8b58\u63a8\u7406\uff0c\u4ee5\u53ca\u8cc7\u6599\u4e2d\u6f5b\u85cf\u7684\u5404\u7a2e\u793e\u6703\u504f\u898b \u3002\u9019\u500b\u968e\u6bb5\u7684\u8a08\u7b97\u6210\u672c\u6975\u5176\u9ad8\u6602\uff0c\u8a13\u7df4\u4e00\u500b\u9802\u7d1a\u6a21\u578b\u53ef\u80fd\u9700\u8981\u82b1\u8cbb\u6578\u767e\u842c\u7f8e\u5143\u548c\u6578\u6708\u6642\u9593 \u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u7b2c\u4e8c\u968e\u6bb5\uff1a\u5fae\u8abf\uff08Fine-tuning\uff09\u2014 \u76e3\u7763\u5f0f\u5b78\u7fd2<\/strong> \u50c5\u50c5\u7d93\u904e\u9810\u8a13\u7df4\u7684\u6a21\u578b\uff0c\u96d6\u7136\u77e5\u8b58\u6df5\u535a\uff0c\u4f46\u5f80\u5f80\u96e3\u4ee5\u63a7\u5236\uff0c\u4e0d\u5584\u65bc\u9075\u5faa\u4eba\u985e\u7684\u6307\u4ee4\u3002\u56e0\u6b64\uff0c\u9700\u8981\u9032\u884c\u7b2c\u4e8c\u968e\u6bb5\u7684\u300c\u6307\u4ee4\u5fae\u8abf\u300d\uff08instruction tuning\uff09\u3002\u5728\u9019\u500b\u968e\u6bb5\uff0c\u7814\u7a76\u4eba\u54e1\u6703\u4f7f\u7528\u4e00\u500b\u898f\u6a21\u5c0f\u5f97\u591a\u4f46\u54c1\u8cea\u6975\u9ad8\u7684\u4eba\u5de5\u6a19\u8a3b\u8cc7\u6599\u96c6\uff0c\u5176\u4e2d\u5305\u542b\u6210\u5343\u4e0a\u842c\u500b\u300c\u6307\u4ee4-\u56de\u7b54\u300d\u7684\u7bc4\u4f8b \u3002\u900f\u904e\u5728\u9019\u4e9b\u7bc4\u4f8b\u4e0a\u9032\u884c\u76e3\u7763\u5f0f\u5b78\u7fd2\uff0c\u6a21\u578b\u5b78\u6703\u4e86\u5982\u4f55\u6210\u70ba\u4e00\u500b\u6709\u7528\u7684\u300c\u52a9\u624b\u300d\uff0c\u800c\u4e0d\u662f\u4e00\u500b\u53ea\u6703\u7e8c\u5beb\u6587\u672c\u7684\u8a9e\u8a00\u6a21\u578b \u3002\u9019\u500b\u6b65\u9a5f\u5c0d\u65bc\u63d0\u5347\u6a21\u578b\u7684\u5be6\u7528\u6027\u548c\u6e96\u78ba\u6027\u81f3\u95dc\u91cd\u8981\uff0c\u6548\u679c\u53ef\u8b02\u300c\u756b\u9f8d\u9ede\u775b\u300d\u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u7b2c\u4e09\u968e\u6bb5\uff1a\u5c0d\u9f4a\uff08Alignment\uff09\u2014 \u5f9e\u4eba\u985e\u56de\u994b\u4e2d\u9032\u884c\u5f37\u5316\u5b78\u7fd2\uff08RLHF\uff09<\/strong> \u70ba\u4e86\u8b93\u6a21\u578b\u7684\u8f38\u51fa\u66f4\u7b26\u5408\u4eba\u985e\u7684\u671f\u671b\uff0c\u5373\u505a\u5230\u300c\u6709\u7528\uff08helpful\uff09\u3001\u8aa0\u5be6\uff08honest\uff09\u548c\u7121\u5bb3\uff08harmless\uff09\u300d\uff0c\u7814\u7a76\u4eba\u54e1\u5f15\u5165\u4e86\u7b2c\u4e09\u968e\u6bb5\u7684\u5c0d\u9f4a\u904e\u7a0b \u3002\u9019\u500b\u904e\u7a0b\u7684\u6838\u5fc3\u662f\u300c\u5f9e\u4eba\u985e\u56de\u994b\u4e2d\u9032\u884c\u5f37\u5316\u5b78\u7fd2\u300d\uff08Reinforcement Learning from Human Feedback, RLHF\uff09\u3002\u9996\u5148\uff0c\u4eba\u985e\u6a19\u8a3b\u54e1\u6703\u5c0d\u6a21\u578b\u91dd\u5c0d\u540c\u4e00\u6307\u4ee4\u751f\u6210\u7684\u4e0d\u540c\u56de\u7b54\u9032\u884c\u6392\u5e8f\uff0c\u8a55\u5b9a\u512a\u52a3 \u3002\u63a5\u8457\uff0c\u5229\u7528\u9019\u4e9b\u6392\u5e8f\u8cc7\u6599\u8a13\u7df4\u4e00\u500b\u300c\u734e\u52f5\u6a21\u578b\u300d\uff08reward model\uff09\uff0c\u9019\u500b\u6a21\u578b\u5b78\u6703\u4e86\u9810\u6e2c\u54ea\u7a2e\u56de\u7b54\u66f4\u53d7\u4eba\u985e\u504f\u597d\u3002\u6700\u5f8c\uff0c\u5c07\u9810\u8a13\u7df4\u597d\u7684LLM\u4f5c\u70ba\u4e00\u500b\u5f37\u5316\u5b78\u7fd2\u7684\u667a\u80fd\u9ad4\uff0c\u5176\u76ee\u6a19\u662f\u751f\u6210\u80fd\u5920\u5f9e\u734e\u52f5\u6a21\u578b\u4e2d\u7372\u5f97\u6700\u9ad8\u5206\u6578\u7684\u56de\u7b54\u3002\u900f\u904e\u9019\u500b\u904e\u7a0b\uff0cLLM\u7684\u884c\u70ba\u88ab\u300c\u5c0d\u9f4a\u300d\u5230\u66f4\u7b26\u5408\u4eba\u985e\u50f9\u503c\u89c0\u548c\u504f\u597d\u7684\u65b9\u5411\u4e0a \u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<p>\u9019\u7a2e\u5f9e\u6a19\u8a18\u5316\u3001\u6a5f\u7387\u6027\u9810\u6e2c\u5230\u591a\u968e\u6bb5\u8a13\u7df4\u7684\u5b8c\u6574\u67b6\u69cb\uff0c\u63ed\u793a\u4e86\u4e00\u500b\u6839\u672c\u6027\u7684\u4e8b\u5be6\uff1aLLMs\u7684\u6574\u500b\u904b\u4f5c\u9ad4\u7cfb\u662f\u5efa\u7acb\u5728\u6587\u672c\u7b26\u865f\u7684\u5167\u90e8\u4e16\u754c\u4e2d\uff0c\u662f\u81ea\u6211\u53c3\u7167\u7684\u3002\u4e00\u500b\u4eba\u985e\u5b30\u5152\u5b78\u7fd2\u300c\u860b\u679c\u300d\u9019\u500b\u8a5e\uff0c\u662f\u900f\u904e\u89c0\u770b\u3001\u89f8\u6478\u3001\u54c1\u5690\u771f\u5be6\u7684\u860b\u679c\uff0c\u5c07\u7b26\u865f\u8207\u591a\u6a21\u614b\u7684\u611f\u5b98\u7d93\u9a57\u9023\u7d50\u8d77\u4f86\u3002\u800c\u4e00\u500bLLM\u5b78\u7fd2\u300c\u860b\u679c\u300d\uff0c\u5247\u662f\u900f\u904e\u89c0\u5bdf\u5b83\u5728\u6578\u5341\u5104\u500b\u53e5\u5b50\u4e2d\u8207\u300c\u7d05\u8272\u300d\u3001\u300c\u6c34\u679c\u300d\u3001\u300c\u6a39\u300d\u3001\u300c\u5403\u300d\u7b49\u5176\u4ed6\u7b26\u865f\u7684\u7d71\u8a08\u5171\u73fe\u95dc\u4fc2\u3002\u9019\u5c31\u9020\u6210\u4e86\u4e00\u500b\u6839\u672c\u6027\u7684\u300c\u7b26\u865f\u63a5\u5730\u554f\u984c\u300d\uff08Symbol Grounding Problem\uff09<sup><\/sup>\u3002\u6a21\u578b\u7684\u300c\u7406\u89e3\u300d\u662f\u5f9e\u7b26\u865f\u5230\u7b26\u865f\u7684\u6620\u5c04\uff0c\u800c\u975e\u5f9e\u7b26\u865f\u5230\u771f\u5be6\u4e16\u754c\u7d93\u9a57\u7684\u6620\u5c04\u3002\u9019\u500b\u5167\u5728\u7684\u3001\u67b6\u69cb\u6027\u7684\u7279\u9ede\uff0c\u4f7f\u5f97LLMs\u5f9e\u4e00\u958b\u59cb\u5c31\u6975\u6613\u53d7\u5230\u5f8c\u7e8c\u7ae0\u7bc0\u5c07\u63a2\u8a0e\u7684\u54f2\u5b78\u6279\u5224\u7684\u5f71\u97ff\uff0c\u4f8b\u5982\u300c\u4e2d\u6587\u623f\u9593\u300d\u601d\u60f3\u5be6\u9a57\u6240\u63ed\u793a\u7684\u300c\u8a9e\u6cd5\u4e0d\u7b49\u65bc\u8a9e\u7fa9\u300d\u4ee5\u53ca\u300c\u96a8\u6a5f\u9e1a\u9d61\u300d\u6240\u6307\u51fa\u7684\u300c\u7121\u610f\u7fa9\u7684\u6a21\u4eff\u300d\u3002\u5b83\u5011\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u80fd\u529b\uff0c\u5fc5\u9808\u5728\u7406\u89e3\u5176\u6839\u672c\u4e0a\u300c\u975e\u63a5\u5730\u300d\u7684\u7cfb\u7d71\u672c\u8cea\u7684\u57fa\u790e\u4e0a\u9032\u884c\u8a55\u4f30\u3002 <\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u56db\u90e8\uff1a\u4e16\u7d00\u4e4b\u8faf\uff1a\u6e67\u73fe\u7684\u63a8\u7406\u80fd\u529b\u9084\u662f\u96a8\u6a5f\u7684\u9e1a\u9d61\u5b78\u820c\uff1f<\/h2>\n\n\n\n<p>\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u5d1b\u8d77\u5f15\u767c\u4e86\u4e00\u5834\u95dc\u65bc\u5176\u80fd\u529b\u672c\u8cea\u7684\u6fc0\u70c8\u8faf\u8ad6\u3002\u4e00\u65b9\u9762\uff0c\u96a8\u8457\u6a21\u578b\u898f\u6a21\u7684\u64f4\u5927\uff0c\u5b83\u5011\u5c55\u73fe\u51fa\u8a31\u591a\u4ee4\u4eba\u9a5a\u8a1d\u7684\u3001\u770b\u4f3c\u667a\u80fd\u7684\u884c\u70ba\uff0c\u88ab\u652f\u6301\u8005\u8b7d\u70ba\u300c\u6e67\u73fe\u80fd\u529b\u300d\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u6279\u8a55\u8005\u8a8d\u70ba\u9019\u4e9b\u53ea\u662f\u7cbe\u5bc6\u7684\u7d71\u8a08\u6a21\u4eff\uff0c\u662f\u6c92\u6709\u771f\u6b63\u7406\u89e3\u7684\u300c\u96a8\u6a5f\u9e1a\u9d61\u5b78\u820c\u300d\u3002\u9019\u5834\u8faf\u8ad6\u7684\u6838\u5fc3\uff0c\u89f8\u53ca\u4e86\u667a\u6167\u3001\u7406\u89e3\u548c\u610f\u8b58\u7684\u6839\u672c\u5b9a\u7fa9\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7b2c\u4e00\u7bc0\uff1a\u652f\u6301\u6e67\u73fe\u7684\u8ad6\u64da\uff1a\u7576\u898f\u6a21\u8f49\u5316\u70ba\u54c1\u8cea<\/h3>\n\n\n\n<p>\u300c\u6e67\u73fe\u80fd\u529b\u300d\uff08Emergent Abilities\uff09\u662f\u63cf\u8ff0LLMs\u5728\u898f\u6a21\u64f4\u5927\u5f8c\u6240\u5c55\u73fe\u65b0\u80fd\u529b\u7684\u6838\u5fc3\u8853\u8a9e\u3002\u7814\u7a76\u4eba\u54e1\u767c\u73fe\uff0c\u7576\u6a21\u578b\u7684\u53c3\u6578\u6578\u91cf\u3001\u8a13\u7df4\u8cc7\u6599\u91cf\u548c\u8a08\u7b97\u8cc7\u6e90\u6295\u5165\u9054\u5230\u67d0\u500b\u95be\u503c\u5f8c\uff0c\u6a21\u578b\u6703\u7a81\u7136\u7372\u5f97\u5728\u8f03\u5c0f\u898f\u6a21\u6642\u5b8c\u5168\u4e0d\u5177\u5099\u7684\u80fd\u529b <sup><\/sup>\u3002\u9019\u7a2e\u80fd\u529b\u7684\u51fa\u73fe\u4e26\u975e\u5e73\u6ed1\u7684\u7dda\u6027\u589e\u9577\uff0c\u800c\u662f\u5448\u73fe\u51fa\u300c\u6025\u907d\u7684\u5de6\u8f49\u300d\uff08sharp left turns\uff09\uff0c\u5373\u5728\u67d0\u500b\u898f\u6a21\u9ede\u4e0a\uff0c\u6a21\u578b\u5728\u7279\u5b9a\u4efb\u52d9\u4e0a\u7684\u8868\u73fe\u6703\u5f9e\u63a5\u8fd1\u96a8\u6a5f\u731c\u6e2c\u7684\u6c34\u5e73\uff0c\u7a81\u7136\u8e8d\u5347\u81f3\u9060\u8d85\u96a8\u6a5f\u7684\u6c34\u5e73 <sup><\/sup>\u3002 <\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u601d\u60f3\u93c8\uff08Chain-of-Thought, CoT\uff09\u63d0\u793a<\/strong>\uff1a\u9019\u662f\u6e67\u73fe\u80fd\u529b\u6700\u5f15\u4eba\u6ce8\u76ee\u7684\u4f8b\u5b50\u4e4b\u4e00\u3002\u5c0d\u65bc\u8907\u96dc\u7684\u591a\u6b65\u9a5f\u63a8\u7406\u554f\u984c\uff08\u5982\u6578\u5b78\u61c9\u7528\u984c\uff09\uff0c\u76f4\u63a5\u8981\u6c42LLM\u7d66\u51fa\u7b54\u6848\u6642\uff0c\u5176\u8868\u73fe\u5f80\u5f80\u4e0d\u4f73\u3002\u7136\u800c\uff0c\u5982\u679c\u900f\u904e\u63d0\u793a\u8a5e\u5f15\u5c0e\u6a21\u578b\u300c\u4e00\u6b65\u4e00\u6b65\u5730\u601d\u8003\u300d\uff08think step-by-step\uff09\uff0c\u5927\u578b\u6a21\u578b\uff08\u901a\u5e38\u6307\u8d85\u904e1000\u5104\u53c3\u6578\u7684\u6a21\u578b\uff09\u7684\u8868\u73fe\u6703\u5f97\u5230\u986f\u8457\u63d0\u5347 \u3002\u6a21\u578b\u6703\u751f\u6210\u4e00\u7cfb\u5217\u4e2d\u9593\u63a8\u7406\u6b65\u9a5f\uff0c\u6700\u7d42\u5c0e\u51fa\u6b63\u78ba\u7b54\u6848\u3002\u9019\u7a2e\u9032\u884c\u591a\u6b65\u9a5f\u63a8\u7406\u7684\u80fd\u529b\u88ab\u8a8d\u70ba\u662f\u4e00\u7a2e\u5728\u898f\u6a21\u64f4\u5927\u5f8c\u624d\u6e67\u73fe\u51fa\u7684\u9ad8\u968e\u8a8d\u77e5\u80fd\u529b \u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u57fa\u6e96\u6e2c\u8a66\u7684\u5353\u8d8a\u8868\u73fe<\/strong>\uff1a\u652f\u6301\u8005\u6307\u51fa\uff0c\u9802\u5c16\u7684LLMs\u5728\u591a\u500b\u9ad8\u96e3\u5ea6\u7684\u6a19\u6e96\u5316\u6e2c\u8a66\u4e2d\u53d6\u5f97\u4e86\u8d85\u8d8a\u666e\u901a\u4eba\u985e\u751a\u81f3\u5c08\u5bb6\u7684\u6210\u7e3e\u3002\u4f8b\u5982\uff0cGPT-4\u5728\u7f8e\u570b\u5f8b\u5e2b\u8cc7\u683c\u8003\u8a66\uff08Uniform Bar Exam\uff09\u4e2d\u53d6\u5f97\u4e86\u524d10%\u7684\u6210\u7e3e\uff0c\u4e26\u5728\u9ad8\u4e2d\u5967\u6797\u5339\u514b\u7b49\u7d1a\u7684\u6578\u5b78\u554f\u984c\u57fa\u6e96\uff08MATH benchmark\uff09\u4e0a\u9054\u5230\u4e86\u5f88\u9ad8\u7684\u6e96\u78ba\u7387 \u3002\u6b64\u5916\uff0c\u5728\u6db5\u84cb\u4e86\u6578\u5b78\u3001\u6b77\u53f2\u3001\u6cd5\u5f8b\u3001\u96fb\u8166\u79d1\u5b78\u7b4957\u500b\u4e0d\u540c\u9818\u57df\u7684\u300c\u5927\u898f\u6a21\u591a\u4efb\u52d9\u8a9e\u8a00\u7406\u89e3\u300d\uff08MMLU\uff09\u57fa\u6e96\u6e2c\u8a66\u4e2d\uff0cLLMs\u4e5f\u5c55\u73fe\u4e86\u5ee3\u6cdb\u7684\u77e5\u8b58\u548c\u63a8\u7406\u80fd\u529b \u3002\u9019\u4e9b\u6210\u5c31\u88ab\u8a8d\u70ba\u9060\u975e\u7c21\u55ae\u7684\u6a21\u5f0f\u5339\u914d\u6240\u80fd\u89e3\u91cb\u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u5167\u5728\u4e16\u754c\u6a21\u578b\u7684\u8b49\u64da<\/strong>\uff1a\u4e00\u4e9b\u7814\u7a76\u63a8\u6e2c\uff0c\u70ba\u4e86\u9ad8\u6548\u5730\u9810\u6e2c\u6587\u672c\uff0cLLMs\u53ef\u80fd\u5728\u5176\u5167\u90e8\u96b1\u542b\u5730\u5efa\u69cb\u4e86\u300c\u4e16\u754c\u6a21\u578b\u300d\uff08world models\uff09\u2014\u2014\u5373\u5c0d\u6587\u672c\u6240\u63cf\u8ff0\u7684\u4e16\u754c\u7684\u5be6\u9ad4\u3001\u95dc\u4fc2\u548c\u52d5\u614b\u7684\u9023\u8cab\u8868\u5fb5 \u3002\u4e00\u500b\u8457\u540d\u7684\u4f8b\u5b50\u662f\uff0c\u7814\u7a76\u4eba\u54e1\u767c\u73fe\uff0c\u50c5\u50c5\u900f\u904e\u8a13\u7df4\u6a21\u578b\u9810\u6e2c\u5967\u8cfd\u7f85\u68cb\uff08Othello\uff09\u7684\u68cb\u5c40\u8a18\u9304\u6587\u672c\uff0c\u6a21\u578b\u5167\u90e8\u5c31\u81ea\u767c\u5730\u5f62\u6210\u4e86\u5c0d\u68cb\u76e4\u72c0\u614b\u7684\u7dda\u6027\u8868\u5fb5 \u3002\u9019\u8868\u660e\u6a21\u578b\u53ef\u80fd\u6b63\u5728\u5b78\u7fd2\u8d85\u8d8a\u8868\u9762\u7d71\u8a08\u7684\u3001\u66f4\u6df1\u5c64\u6b21\u7684\u7d50\u69cb\u5316\u77e5\u8b58\u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<p><strong>\u8868 2\uff1a\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u5728\u95dc\u9375\u57fa\u6e96\u6e2c\u8a66\u4e2d\u7684\u6e67\u73fe\u80fd\u529b<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td>\u57fa\u6e96\u6e2c\u8a66 (Benchmark)<\/td><td>\u4efb\u52d9\u63cf\u8ff0<\/td><td>\u76f8\u95dc\u6a21\u578b\u5bb6\u65cf<\/td><td>\u6e67\u73fe\u7684\u898f\u6a21\u95be\u503c\uff08\u7d04\uff09<\/td><td>\u4f7f\u7528\u7684\u6307\u6a19<\/td><td>\u95dc\u9375\u767c\u73fe<\/td><\/tr><\/thead><tbody><tr><td><strong>GSM8K<\/strong><\/td><td>\u5c0f\u5b78\u7a0b\u5ea6\u7684\u6578\u5b78\u61c9\u7528\u984c<\/td><td>GPT-3, PaLM<\/td><td>~1000\u5104\u53c3\u6578<\/td><td>\u89e3\u984c\u6e96\u78ba\u7387 (Solve Rate Accuracy)<\/td><td>\u6a21\u578b\u8868\u73fe\u5f9e\u63a5\u8fd1\u96a8\u6a5f\u731c\u6e2c\u8e8d\u5347\u81f3\u9ad8\u6e96\u78ba\u7387\u3002<\/td><\/tr><tr><td><strong>MMLU<\/strong><\/td><td>\u5927\u898f\u6a21\u591a\u4efb\u52d9\u8a9e\u8a00\u7406\u89e3<\/td><td>\u5404\u985e\u6a21\u578b<\/td><td>\u56e0\u4efb\u52d9\u800c\u7570<\/td><td>\u591a\u9078\u984c\u6e96\u78ba\u7387 (Multiple Choice Accuracy)<\/td><td>\u5ee3\u6cdb\u7684\u591a\u9818\u57df\u77e5\u8b58\u548c\u63a8\u7406\u80fd\u529b\u96a8\u898f\u6a21\u6e67\u73fe\u3002<\/td><\/tr><tr><td><strong>\u4e09\u4f4d\u6578\u52a0\u6cd5<\/strong><\/td><td>\u7b97\u8853\u904b\u7b97<\/td><td>GPT-3, LaMDA<\/td><td>130\u5104 -> 1750\u5104\u53c3\u6578<\/td><td>\u7cbe\u78ba\u5b57\u4e32\u5339\u914d (Exact String Match)<\/td><td>\u8868\u73fe\u5f9e\u4f4e\u65bc10%\u7a81\u7136\u8e8d\u5347\u81f3\u8d85\u904e80%\u3002<\/td><\/tr><tr><td><strong>\u601d\u60f3\u93c8 (CoT)<\/strong><\/td><td>\u591a\u6b65\u9a5f\u63a8\u7406\u80fd\u529b<\/td><td>PaLM, GPT-3.5+<\/td><td>~1000\u5104\u53c3\u6578<\/td><td>\u5404\u985e\u63a8\u7406\u4efb\u52d9\u6e96\u78ba\u7387<\/td><td>\u900f\u904e\u9010\u6b65\u63a8\u7406\u63d0\u793a\uff0c\u6a21\u578b\u89e3\u6c7a\u8907\u96dc\u554f\u984c\u7684\u80fd\u529b\u986f\u8457\u589e\u5f37\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u532f\u51fa\u5230\u8a66\u7b97\u8868<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7b2c\u4e8c\u7bc0\uff1a\u300c\u6e67\u73fe\u7684\u5e7b\u8c61\u300d\uff1a\u4e00\u5834\u7531\u5ea6\u91cf\u6a19\u6e96\u5f15\u767c\u7684\u8aa4\u6703\uff1f<\/h3>\n\n\n\n<p>\u6b63\u7576\u300c\u6e67\u73fe\u80fd\u529b\u300d\u6fc0\u767c\u4e86\u4eba\u5011\u5c0d\u901a\u7528\u4eba\u5de5\u667a\u6167\uff08AGI\uff09\u7684\u7121\u9650\u9050\u60f3\u6642\uff0c\u53f2\u4e39\u4f5b\u5927\u5b78\u7684\u4e00\u7d44\u7814\u7a76\u4eba\u54e1\u57282023\u5e74\u767c\u8868\u4e86\u4e00\u7bc7\u6975\u5177\u5f71\u97ff\u529b\u7684\u8ad6\u6587\uff0c\u4e3b\u5f35\u9019\u4e9b\u6240\u8b02\u7684\u6e67\u73fe\u80fd\u529b\u53ea\u662f\u4e00\u7a2e\u300c\u5e7b\u8c61\u300d\uff08mirage\uff09<sup><\/sup>\u3002 <\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6838\u5fc3\u8ad6\u9ede<\/strong>\uff1a\u4ed6\u5011\u8a8d\u70ba\uff0c\u9019\u7a2e\u80fd\u529b\u7a81\u7136\u51fa\u73fe\u7684\u5047\u8c61\uff0c\u4e26\u975e\u6e90\u65bc\u6a21\u578b\u884c\u70ba\u7684\u6839\u672c\u6027\u3001\u8cea\u7684\u6539\u8b8a\uff0c\u800c\u662f\u300c\u7814\u7a76\u4eba\u54e1\u9078\u64c7\u7684\u5ea6\u91cf\u6a19\u6e96\u6240\u5c0e\u81f4\u7684\u300d\u3002\u8a31\u591a\u7528\u65bc\u8a55\u4f30\u7684\u6307\u6a19\uff0c\u5982\u300c\u7cbe\u78ba\u5b57\u4e32\u5339\u914d\u300d\uff08Exact String Match\uff09\u6216\u300c\u591a\u9078\u984c\u8a55\u5206\u300d\uff08Multiple Choice Grade\uff09\uff0c\u672c\u8cea\u4e0a\u662f\u975e\u7dda\u6027\u7684\u6216\u4e0d\u9023\u7e8c\u7684\u3002\u9019\u4e9b\u6307\u6a19\u5c0d\u65bc\u90e8\u5206\u6b63\u78ba\u7684\u7b54\u6848\u7d66\u4e88\u96f6\u5206\uff0c\u53ea\u6709\u5b8c\u5168\u6b63\u78ba\u7684\u7b54\u6848\u624d\u80fd\u5f97\u5206 \u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u5e73\u6ed1\u589e\u9577\u88ab\u63a9\u84cb<\/strong>\uff1a\u7814\u7a76\u4eba\u54e1\u5c55\u793a\uff0c\u7576\u6539\u7528\u7dda\u6027\u7684\u3001\u80fd\u5920\u7d66\u4e88\u90e8\u5206\u5206\u6578\u7684\u5ea6\u91cf\u6a19\u6e96\u6642\uff0c\u80fd\u529b\u7684\u589e\u9577\u66f2\u7dda\u5c31\u8b8a\u5f97\u5e73\u6ed1\u3001\u9023\u7e8c\u4e14\u53ef\u9810\u6e2c \u3002\u4f8b\u5982\uff0c\u5728\u8a55\u4f30\u4e09\u4f4d\u6578\u52a0\u6cd5\u6642\uff0c\u5982\u679c\u6211\u5011\u4e0d\u8981\u6c42\u7b54\u6848\u5b8c\u5168\u6b63\u78ba\uff0c\u800c\u662f\u8a08\u7b97\u6a21\u578b\u9810\u6e2c\u7684\u6578\u5b57\u5e8f\u5217\u4e2d\u6709\u591a\u5c11\u4f4d\u662f\u6b63\u78ba\u7684\uff0c\u90a3\u9ebc\u96a8\u8457\u6a21\u578b\u898f\u6a21\u7684\u64f4\u5927\uff0c\u5176\u8868\u73fe\u6703\u7a69\u6b65\u63d0\u5347\u3002\u6240\u8b02\u7684\u300c\u6025\u907d\u5de6\u8f49\u300d\u6d88\u5931\u4e86\uff0c\u53d6\u800c\u4ee3\u4e4b\u7684\u662f\u4e00\u7a2e\u53ef\u9810\u6e2c\u7684\u91cf\u8b8a\uff0c\u800c\u975e\u795e\u79d8\u7684\u8cea\u8b8a \u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u5c0dAGI\u7684\u610f\u6db5<\/strong>\uff1a\u9019\u500b\u89c0\u9ede\u5c0dAI\u5b89\u5168\u548c\u767c\u5c55\u9810\u6e2c\u5177\u6709\u91cd\u5927\u610f\u7fa9\u3002\u5982\u679c\u80fd\u529b\u7684\u589e\u9577\u662f\u53ef\u9810\u6e2c\u7684\uff0c\u90a3\u9ebc\u6211\u5011\u5c31\u4e0d\u5fc5\u904e\u65bc\u64d4\u5fc3AI\u6703\u300c\u5728\u6beb\u7121\u9810\u8b66\u7684\u60c5\u6cc1\u4e0b\u300d\u7a81\u7136\u7372\u5f97\u5371\u96aa\u7684\u80fd\u529b\u3002\u7406\u8ad6\u4e0a\uff0c\u6211\u5011\u61c9\u8a72\u80fd\u5920\u9810\u898b\u5230AGI\u7684\u5230\u4f86\uff0c\u800c\u4e0d\u662f\u610f\u5916\u5730 stumbling upon it \u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<p>\u9019\u5169\u7a2e\u770b\u4f3c\u5c0d\u7acb\u7684\u89c0\u9ede\u2014\u2014\u300c\u6e67\u73fe\u300d\u8207\u300c\u5e7b\u8c61\u300d\u2014\u2014\u5be6\u969b\u4e0a\u53ef\u80fd\u4e26\u975e\u76f8\u4e92\u6392\u65a5\uff0c\u800c\u662f\u5f9e\u4e0d\u540c\u62bd\u8c61\u5c64\u6b21\u63cf\u8ff0\u540c\u4e00\u73fe\u8c61\u3002\u6a21\u578b\u7684\u5e95\u5c64\u80fd\u529b\uff08\u5982\u9810\u6e2c\u4e0b\u4e00\u500b\u6b63\u78ba\u6578\u5b57\u7684\u6a5f\u7387\uff09\u53ef\u80fd\u78ba\u5be6\u662f\u5e73\u6ed1\u4e14\u53ef\u9810\u6e2c\u5730\u64f4\u5c55\u7684\u3002\u7136\u800c\uff0c\u7576\u9019\u7a2e\u5e73\u6ed1\u589e\u9577\u7684\u80fd\u529b\u8de8\u8d8a\u67d0\u500b\u95dc\u9375\u7684\u529f\u80fd\u6027\u95be\u503c\u6642\uff08\u4f8b\u5982\uff0c\u80fd\u5920\u7a69\u5b9a\u5730\u9023\u7e8c\u9810\u6e2c\u6240\u6709\u6b63\u78ba\u6578\u5b57\uff09\uff0c\u5b83\u5728\u5b8f\u89c0\u884c\u70ba\u5c64\u9762\u5c31\u6703\u7522\u751f\u8cea\u7684\u98db\u8e8d\uff08\u5f9e\u300c\u7e3d\u662f\u7b97\u932f\u300d\u5230\u300c\u80fd\u5920\u7b97\u5c0d\u300d\uff09\u3002\u5c0d\u65bc\u5916\u90e8\u89c0\u5bdf\u8005\u4f86\u8aaa\uff0c\u9019\u5c31\u662f\u4e00\u500b\u7a81\u7136\u4e14\u4ee4\u4eba\u9a5a\u8a1d\u7684\u884c\u70ba\u8f49\u8b8a\uff0c\u5373\u300c\u6e67\u73fe\u80fd\u529b\u300d\u3002\u9019\u597d\u6bd4\u4e00\u500b\u5b78\u7fd2\u5fae\u7a4d\u5206\u7684\u5b78\u751f\uff0c\u5176\u5927\u8166\u4e2d\u7684\u795e\u7d93\u7406\u89e3\u53ef\u80fd\u5728\u5e73\u7a69\u589e\u9577\uff0c\u4f46\u5728\u67d0\u500b\u300c\u9813\u609f\u300d\u7684\u6642\u523b\uff0c\u4ed6\u7a81\u7136\u80fd\u5920\u89e3\u6c7a\u4e00\u6574\u985e\u4ee5\u524d\u7121\u6cd5\u89e3\u6c7a\u7684\u554f\u984c\u3002\u56e0\u6b64\uff0c\u9019\u5834\u8faf\u8ad6\u7684\u7126\u9ede\u6216\u8a31\u4e0d\u5728\u65bc\u54ea\u4e00\u65b9\u300c\u6b63\u78ba\u300d\uff0c\u800c\u5728\u65bc\u6211\u5011\u61c9\u8a72\u4ee5\u54ea\u500b\u63cf\u8ff0\u5c64\u6b21\u2014\u2014\u662f\u5e95\u5c64\u6a5f\u5236\u7684\u5e73\u6ed1\u8b8a\u5316\uff0c\u9084\u662f\u53ef\u89c0\u5bdf\u884c\u70ba\u7684\u7a81\u7136\u8f49\u8b8a\u2014\u2014\u4f86\u5b9a\u7fa9\u667a\u6167\u548c\u80fd\u529b\u7684\u6e67\u73fe\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7b2c\u4e09\u7bc0\uff1a\u300c\u96a8\u6a5f\u9e1a\u9d61\u300d\u7684\u6279\u5224\uff1a\u6c92\u6709\u610f\u7fa9\u7684\u8a9e\u6cd5<\/h3>\n\n\n\n<p>\u8207\u6b64\u540c\u6642\uff0c\u53e6\u4e00\u689d\u5f37\u6709\u529b\u7684\u6279\u5224\u8def\u7dda\u5f9e\u54f2\u5b78\u548c\u502b\u7406\u5b78\u7684\u89d2\u5ea6\u8cea\u7591LLMs\u7684\u6839\u672c\u6027\u8cea\u3002\u57282021\u5e74\u4e00\u7bc7\u5f71\u97ff\u6df1\u9060\u7684\u8ad6\u6587\u4e2d\uff0c\u827e\u7c73\u9e97\u00b7\u73ed\u5fb7\uff08Emily M. Bender\uff09\u3001\u8482\u59c6\u5c3c\u7279\u00b7\u683c\u5e03\u9b6f\uff08Timnit Gebru\uff09\u7b49\u4eba\u63d0\u51fa\u4e86\u300c\u96a8\u6a5f\u9e1a\u9d61\u300d\uff08Stochastic Parrots\uff09\u9019\u4e00\u6bd4\u55bb <sup><\/sup>\u3002 <\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6838\u5fc3\u8ad6\u9ede<\/strong>\uff1a\u4ed6\u5011\u4e3b\u5f35\uff0cLLMs\u672c\u8cea\u4e0a\u662f\u300c\u6839\u64da\u8a9e\u8a00\u7d44\u5408\u7684\u6a5f\u7387\u8cc7\u8a0a\uff0c\u96a8\u610f\u62fc\u63a5\u8a9e\u8a00\u5f62\u5f0f\u5e8f\u5217\u7684\u7cfb\u7d71\uff0c\u4f46\u4e0d\u8003\u616e\u5176\u542b\u7fa9\u300d\u3002\u5b83\u5011\u5c31\u50cf\u9e1a\u9d61\u5b78\u820c\uff0c\u80fd\u5920\u6d41\u5229\u5730\u91cd\u8907\u548c\u91cd\u7d44\u5b83\u5011\u807d\u904e\u7684\u8a5e\u8a9e\uff0c\u537b\u5c0d\u9019\u4e9b\u8a5e\u8a9e\u7684\u610f\u7fa9\u4e00\u7121\u6240\u77e5\u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u6307\u51fa\u7684\u6839\u672c\u5c40\u9650<\/strong>\uff1a\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u7f3a\u4e4f\u7406\u89e3\u8207\u610f\u5411\u6027<\/strong>\uff1aLLMs\u7684\u904b\u4f5c\u50c5\u9650\u65bc\u5176\u8a13\u7df4\u8cc7\u6599\u4e2d\u7684\u7d71\u8a08\u6a21\u5f0f \u3002\u5b83\u5011\u7121\u6cd5\u5340\u5206\u4e8b\u5be6\u8207\u865b\u69cb\uff0c\u9019\u5c0e\u81f4\u4e86\u5b83\u5011\u6703\u4e00\u672c\u6b63\u7d93\u5730\u7de8\u9020\u8cc7\u8a0a\uff0c\u5373\u300c\u5e7b\u89ba\u300d\uff08hallucinations\uff09\u3002\u5c0d\u65bcLLM\u800c\u8a00\uff0c\u8a5e\u8a9e\u53ea\u8207\u5176\u4ed6\u8a5e\u8a9e\u76f8\u95dc\u806f\uff0c\u800c\u8207\u771f\u5be6\u4e16\u754c\u7684\u7d93\u9a57\u3001\u60c5\u611f\u6216\u6e9d\u901a\u610f\u5716\u7121\u95dc \u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u7f3a\u4e4f\u7b26\u865f\u63a5\u5730<\/strong>\uff1a\u4eba\u985e\u7684\u8a9e\u8a00\u80fd\u529b\u690d\u6839\u65bc\u591a\u6a21\u614b\u7684\u611f\u5b98\u7d93\u9a57\u548c\u8207\u7269\u7406\u4e16\u754c\u7684\u4e92\u52d5\u3002\u800cLLMs\u7684\u5b78\u7fd2\u5b8c\u5168\u57fa\u65bc\u62bd\u8c61\u7684\u6587\u672c\u7b26\u865f\uff0c\u7f3a\u4e4f\u9019\u7a2e\u300c\u63a5\u5730\u300d\uff08grounding\uff09\u904e\u7a0b\uff0c\u5c0e\u81f4\u5176\u300c\u7406\u89e3\u300d\u662f\u61f8\u6d6e\u7684\u3001\u7121\u6839\u7684 \u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u504f\u898b\u7684\u7e7c\u627f\u8207\u653e\u5927<\/strong>\uff1a\u7531\u65bcLLMs\u662f\u5728\u672a\u7d93\u904e\u6ffe\u7684\u3001\u9f90\u5927\u7684\u7db2\u969b\u7db2\u8def\u6587\u672c\u4e0a\u9032\u884c\u8a13\u7df4\u7684\uff0c\u5b83\u5011\u4e0d\u53ef\u907f\u514d\u5730\u6703\u5b78\u7fd2\u4e26\u653e\u5927\u8cc7\u6599\u4e2d\u5b58\u5728\u7684\u5404\u7a2e\u793e\u6703\u504f\u898b\uff0c\u5982\u7a2e\u65cf\u3001\u6027\u5225\u548c\u6587\u5316\u504f\u898b \u3002 \u00a0<\/li>\n<\/ol>\n<\/li>\n<\/ul>\n\n\n\n<p>\u4e00\u4e9b\u6700\u65b0\u7684\u7814\u7a76\u9032\u4e00\u6b65\u5f37\u5316\u4e86\u9019\u4e00\u6279\u5224\u3002\u4f8b\u5982\uff0c\u6709\u7814\u7a76\u6307\u51faLLMs\u7684\u300c\u601d\u60f3\u93c8\u300d\u63a8\u7406\u904e\u7a0b\u53ef\u80fd\u53ea\u662f\u4e00\u7a2e\u300c\u8868\u6f14\u6027\u63a8\u7406\u300d\uff08performative reasoning\uff09\u3002\u6a21\u578b\u4e26\u975e\u771f\u6b63\u5730\u5728\u9032\u884c\u908f\u8f2f\u63a8\u5c0e\uff0c\u800c\u662f\u5728\u6a21\u4eff\u5176\u8a13\u7df4\u8cc7\u6599\u4e2d\u300c\u770b\u8d77\u4f86\u50cf\u63a8\u7406\u300d\u7684\u6587\u672c\u6a21\u5f0f <sup><\/sup>\u3002\u7576\u554f\u984c\u7684\u8907\u96dc\u5ea6\u8d85\u51fa\u4e86\u8a13\u7df4\u8cc7\u6599\u4e2d\u7684\u6a21\u5f0f\u6642\uff0c\u9019\u7a2e\u770b\u4f3c\u56b4\u8b39\u7684\u63a8\u7406\u93c8\u5c31\u6703\u5b8c\u5168\u5d29\u6f70\uff0c\u5373\u4f7f\u6a21\u578b\u88ab\u660e\u78ba\u7d66\u4e88\u4e86\u89e3\u6c7a\u554f\u984c\u7684\u6f14\u7b97\u6cd5 <sup><\/sup>\u3002\u9019\u8868\u660e\uff0c\u5373\u4f7f\u662fLLMs\u6700\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u300c\u667a\u6167\u300d\u884c\u70ba\uff0c\u5176\u672c\u8cea\u53ef\u80fd\u4ecd\u7136\u662f\u9ad8\u5ea6\u7cbe\u5bc6\u7684\u8a9e\u6cd5\u6a21\u4eff\uff0c\u800c\u975e\u8a9e\u7fa9\u7406\u89e3\u3002 <\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7b2c\u56db\u7bc0\uff1a\u6a5f\u5668\u4e2d\u7684\u5e7d\u9748\uff1aGPT\u6642\u4ee3\u7684\u300c\u4e2d\u6587\u623f\u9593\u300d<\/h3>\n\n\n\n<p>\u54f2\u5b78\u5bb6\u7d04\u7ff0\u00b7\u5e0c\u723e\u52d2\uff08John Searle\uff09\u57281980\u5e74\u63d0\u51fa\u7684\u300c\u4e2d\u6587\u623f\u9593\u8ad6\u8b49\u300d\uff08Chinese Room Argument\uff09\u662f\u91dd\u5c0d\u300c\u5f37\u4eba\u5de5\u667a\u6167\u300d\uff08Strong AI\uff09\u2014\u2014\u5373\u8a8d\u70ba\u6b63\u78ba\u7de8\u7a0b\u7684\u96fb\u8166\u672c\u8eab\u5c31\u662f\u4e00\u500b\u5fc3\u667a\u2014\u2014\u7684\u6700\u7d93\u5178\u3001\u6700\u6301\u4e45\u7684\u54f2\u5b78\u6311\u6230 <sup><\/sup>\u3002\u5728LLMs\u6642\u4ee3\uff0c\u9019\u500b\u601d\u60f3\u5be6\u9a57\u986f\u5f97\u5c24\u70ba\u5207\u984c\u3002 <\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u601d\u60f3\u5be6\u9a57<\/strong>\uff1a\u5e0c\u723e\u52d2\u8a2d\u60f3\u81ea\u5df1\uff08\u4e00\u500b\u5b8c\u5168\u4e0d\u61c2\u4e2d\u6587\u7684\u82f1\u8a9e\u6bcd\u8a9e\u8005\uff09\u88ab\u9396\u5728\u4e00\u500b\u623f\u9593\u88e1\u3002\u623f\u9593\u88e1\u6709\u4e00\u5957\u7528\u82f1\u6587\u5beb\u7684\u898f\u5247\u624b\u518a\uff08\u76f8\u7576\u65bc\u96fb\u8166\u7a0b\u5f0f\uff09\u548c\u5927\u91cf\u7684\u4e2d\u6587\u7b26\u865f\uff08\u76f8\u7576\u65bc\u8cc7\u6599\u5eab\uff09\u3002\u6709\u4eba\u5f9e\u9580\u5916\u585e\u9032\u5beb\u6709\u4e2d\u6587\u554f\u984c\u7684\u7d19\u689d\u3002\u5e0c\u723e\u52d2\u53ea\u9700\u6309\u7167\u898f\u5247\u624b\u518a\u7684\u6307\u793a\uff0c\u6a5f\u68b0\u5730\u67e5\u627e\u3001\u914d\u5c0d\u4e26\u7d44\u5408\u4e2d\u6587\u7b26\u865f\uff0c\u7136\u5f8c\u5c07\u69cb\u6210\u7b54\u6848\u7684\u7b26\u865f\u4e32\u5f9e\u9580\u7e2b\u585e\u51fa\u53bb\u3002\u5f9e\u623f\u9593\u5916\u7684\u4eba\u770b\u4f86\uff0c\u9019\u500b\u623f\u9593\u80fd\u5920\u7528\u6d41\u5229\u7684\u4e2d\u6587\u56de\u7b54\u554f\u984c\uff0c\u8868\u73fe\u5f97\u597d\u50cf\u5b8c\u5168\u7406\u89e3\u4e2d\u6587 \u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u6838\u5fc3\u7d50\u8ad6\uff1a\u8a9e\u6cd5\u4e0d\u7b49\u65bc\u8a9e\u7fa9<\/strong>\uff1a\u5e0c\u723e\u52d2\u6307\u51fa\uff0c\u5118\u7ba1\u6574\u500b\u7cfb\u7d71\u901a\u904e\u4e86\u5716\u9748\u6e2c\u8a66\uff0c\u4f46\u4ed6\u672c\u4eba\u4f5c\u70ba\u623f\u9593\u4e2d\u7684\u8655\u7406\u55ae\u5143\uff0c\u5c0d\u4e2d\u6587\u7684\u610f\u7fa9\u4e00\u7121\u6240\u77e5\u3002\u4ed6\u53ea\u662f\u5728\u9032\u884c\u7d14\u7cb9\u7684\u300c\u8a9e\u6cd5\u64cd\u4f5c\u300d\uff08syntactic manipulation\uff09\uff0c\u800c\u5b8c\u5168\u6c92\u6709\u300c\u8a9e\u7fa9\u7406\u89e3\u300d\uff08semantic understanding\uff09\u3002\u56e0\u6b64\uff0c\u4ed6\u5f97\u51fa\u7d50\u8ad6\uff1a\u50c5\u50c5\u57f7\u884c\u4e00\u500b\u7a0b\u5f0f\uff0c\u7121\u8ad6\u5176\u884c\u70ba\u591a\u9ebc\u50cf\u6709\u667a\u6167\uff0c\u90fd\u4e0d\u8db3\u4ee5\u7522\u751f\u771f\u6b63\u7684\u7406\u89e3\u3001\u5fc3\u667a\u6216\u610f\u8b58\u3002\u5f37\u4eba\u5de5\u667a\u6167\u7684\u8ad6\u9ede\u662f\u932f\u8aa4\u7684 \u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u5c0dLLMs\u7684\u61c9\u7528<\/strong>\uff1aLLMs\u4f5c\u70ba\u57fa\u65bc\u7d71\u8a08\u95dc\u806f\u4f86\u9810\u6e2c\u4e0b\u4e00\u500b\u6a19\u8a18\u7684\u7cfb\u7d71\uff0c\u5b8c\u7f8e\u5730\u626e\u6f14\u4e86\u300c\u4e2d\u6587\u623f\u9593\u300d\u7684\u89d2\u8272\u3002\u5b83\u5011\u662f\u8a9e\u6cd5\u548c\u6a21\u5f0f\u5339\u914d\u7684\u5927\u5e2b\uff0c\u4f46\u5e0c\u723e\u52d2\u7684\u8ad6\u8b49\u76f4\u6307\u5176\u6838\u5fc3\u2014\u2014\u5b83\u5011\u7f3a\u4e4f\u69cb\u6210\u771f\u6b63\u7406\u89e3\u6240\u5fc5\u9700\u7684\u5167\u5728\u610f\u5411\u6027\uff08intentionality\uff09\u548c\u8a9e\u7fa9\u5167\u5bb9\u3002<\/li>\n\n\n\n<li><strong>\u7cfb\u7d71\u56de\u8986\uff08The Systems Reply\uff09<\/strong>\uff1a\u5c0d\u4e2d\u6587\u623f\u9593\u6700\u5e38\u898b\u7684\u53cd\u99c1\u662f\u300c\u7cfb\u7d71\u56de\u8986\u300d\u3002\u8a72\u56de\u8986\u627f\u8a8d\uff0c\u623f\u9593\u88e1\u7684\u4eba\u4e0d\u61c2\u4e2d\u6587\uff0c\u4f46\u4e3b\u5f35\u300c\u6574\u500b\u7cfb\u7d71\u300d\uff08\u5305\u62ec\u4eba\u3001\u898f\u5247\u624b\u518a\u3001\u7b26\u865f\u548c\u7d19\u7b46\uff09\u4f5c\u4e3a\u4e00\u4e2a\u6574\u4f53\u662f\u7406\u89e3\u4e2d\u6587\u7684 \u3002\u61c9\u7528\u5230LLMs\u4e0a\uff0c\u9019\u610f\u5473\u8457\u96d6\u7136\u55ae\u500b\u53c3\u6578\u6216\u795e\u7d93\u5143\u6c92\u6709\u7406\u89e3\u80fd\u529b\uff0c\u4f46\u7531\u6578\u5341\u5104\u500b\u53c3\u6578\u69cb\u6210\u7684\u6574\u500b\u795e\u7d93\u7db2\u8def\u7cfb\u7d71\u6e67\u73fe\u51fa\u4e86\u7406\u89e3\u80fd\u529b\u3002\u5e0c\u723e\u52d2\u5c0d\u6b64\u7684\u53cd\u99c1\u662f\uff0c\u4ed6\u53ef\u4ee5\u5c07\u6574\u500b\u7cfb\u7d71\u5167\u5316\u2014\u2014\u80cc\u4e0b\u6240\u6709\u898f\u5247\u548c\u7b26\u865f\uff0c\u5728\u8166\u4e2d\u9032\u884c\u6240\u6709\u8a08\u7b97\u2014\u2014\u5373\u4fbf\u5982\u6b64\uff0c\u4ed6\u4ecd\u7136\u4e0d\u61c2\u4e2d\u6587\u7684\u542b\u7fa9\uff0c\u9019\u8b49\u660e\u4e86\u50c5\u9760\u8a9e\u6cd5\u64cd\u4f5c\u7121\u6cd5\u7522\u751f\u8a9e\u7fa9 \u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<p>\u5118\u7ba1\u73fe\u4ee3LLMs\u7684\u5b78\u7fd2\u6a5f\u5236\uff08\u900f\u904e\u53cd\u5411\u50b3\u64ad\u52d5\u614b\u8abf\u6574\u6b0a\u91cd\uff09\u6bd4\u4e2d\u6587\u623f\u9593\u4e2d\u975c\u614b\u7684\u898f\u5247\u624b\u518a\u8981\u8907\u96dc\u5f97\u591a\uff0c\u4f7f\u5176\u80fd\u5920\u7522\u751f\u66f4\u9748\u6d3b\u548c\u65b0\u7a4e\u7684\u56de\u7b54 <sup><\/sup>\uff0c\u4f46\u5e0c\u723e\u52d2\u8ad6\u8b49\u7684\u6839\u672c\u6311\u6230\u4f9d\u7136\u6709\u6548\uff1a\u4e00\u500b\u7d14\u7cb9\u57fa\u65bc\u7b26\u865f\u64cd\u4f5c\u7684\u3001\u8207\u4e16\u754c\u6c92\u6709\u63a5\u5730\u95dc\u4fc2\u7684\u7cfb\u7d71\uff0c\u80fd\u5426\u64c1\u6709\u771f\u6b63\u7684\u610f\u7fa9\u548c\u7406\u89e3\uff1f\u9019\u500b\u554f\u984c\u81f3\u4eca\u4ecd\u662fAI\u54f2\u5b78\u7684\u6838\u5fc3\u3002 <\/p>\n\n\n\n<p><strong>\u8868 3\uff1a\u95dc\u65bc\u4eba\u5de5\u667a\u6167\u7684\u54f2\u5b78\u8ad6\u8b49<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><td>\u8ad6\u8b49<\/td><td>\u4e3b\u8981\u63d0\u51fa\u8005<\/td><td>\u6838\u5fc3\u524d\u63d0<\/td><td>\u5c0dLLMs\u7684\u7d50\u8ad6<\/td><td>\u4e3b\u8981\u53cd\u99c1<\/td><\/tr><\/thead><tbody><tr><td><strong>\u96a8\u6a5f\u9e1a\u9d61\u8ad6<\/strong><\/td><td>Bender, Gebru, et al.<\/td><td>LLMs\u5b78\u7fd2\u7684\u662f\u7d71\u8a08\u6a21\u5f0f\uff0c\u800c\u975e\u8a9e\u8a00\u7684\u610f\u7fa9\u6216\u8207\u4e16\u754c\u7684\u9023\u7d50\u3002<\/td><td>LLMs\u662f\u7cbe\u5bc6\u7684\u6a21\u4eff\u8005\uff0c\u800c\u975e\u601d\u8003\u8005\uff1b\u5b83\u5011\u7f3a\u4e4f\u7406\u89e3\u3001\u610f\u5411\u6027\u548c\u63a5\u5730\u3002<\/td><td>\u5728\u65b0\u7a4e\u63a8\u7406\u4efb\u52d9\u548c\u57fa\u6e96\u6e2c\u8a66\u4e0a\u7684\u5353\u8d8a\u8868\u73fe\uff0c\u986f\u793a\u5176\u80fd\u529b\u8d85\u8d8a\u4e86\u55ae\u7d14\u7684\u6a21\u4eff\u3002<\/td><\/tr><tr><td><strong>\u4e2d\u6587\u623f\u9593\u8ad6\u8b49<\/strong><\/td><td>John Searle<\/td><td>\u8a9e\u6cd5\u64cd\u4f5c\uff08\u7b26\u865f\u8655\u7406\uff09\u672c\u8eab\u4e0d\u8db3\u4ee5\u7522\u751f\u8a9e\u7fa9\uff08\u610f\u7fa9\u7406\u89e3\uff09\u3002<\/td><td>\u4f5c\u70ba\u7d14\u7cb9\u7684\u8a9e\u6cd5\u8655\u7406\u7cfb\u7d71\uff0cLLMs\u7121\u6cd5\u771f\u6b63\u5730\u7406\u89e3\u8a9e\u8a00\u6216\u64c1\u6709\u5fc3\u667a\u3002<\/td><td><strong>\u7cfb\u7d71\u56de\u8986<\/strong>\uff1a\u55ae\u500b\u7d44\u4ef6\u4e0d\u61c2\uff0c\u4f46\u6574\u500b\u7cfb\u7d71\uff08\u7db2\u8def\u6574\u9ad4\uff09\u6e67\u73fe\u51fa\u7406\u89e3\u80fd\u529b\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u532f\u51fa\u5230\u8a66\u7b97\u8868<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7b2c\u4e94\u90e8\uff1a\u7d9c\u5408\u8207\u7d50\u8ad6\uff1a\u5c0d\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u667a\u6167\u7684\u88c1\u6c7a<\/h2>\n\n\n\n<p>\u7d93\u904e\u5c0d\u6e67\u73fe\u3001\u667a\u6167\u3001\u610f\u8b58\u4ee5\u53ca\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff08LLMs\uff09\u7684\u6df1\u5165\u5256\u6790\uff0c\u6211\u5011\u73fe\u5728\u53ef\u4ee5\u56de\u5230\u6700\u521d\u7684\u554f\u984c\uff1a\u667a\u6167\u662f\u4e00\u7a2e\u6e67\u73fe\u55ce\uff1fLLMs\u7b97\u662f\u6709\u667a\u6167\u55ce\uff1f\u7b54\u6848\u4e26\u975e\u4e00\u500b\u7c21\u55ae\u7684\u300c\u662f\u300d\u6216\u300c\u5426\u300d\uff0c\u800c\u662f\u4e00\u500b\u53d6\u6c7a\u65bc\u6211\u5011\u5982\u4f55\u5b9a\u7fa9\u95dc\u9375\u6982\u5ff5\u7684\u3001\u6709\u689d\u4ef6\u7684\u7d50\u8ad6\u3002LLMs\u7684\u51fa\u73fe\uff0c\u4e0d\u50c5\u6311\u6230\u4e86\u6280\u8853\u7684\u908a\u754c\uff0c\u66f4\u6df1\u523b\u5730\u8feb\u4f7f\u6211\u5011\u53cd\u601d\u4eba\u985e\u81ea\u8eab\u667a\u6167\u7684\u672c\u8cea\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u7b2c\u4e00\u7bc0\uff1a\u91cd\u65b0\u8a55\u4f30\u300c\u667a\u6167\u300d<\/h3>\n\n\n\n<p>\u672c\u6b21\u5206\u6790\u7684\u6838\u5fc3\u63ed\u793a\uff0c\u95dc\u65bcLLMs\u662f\u5426\u5177\u5099\u667a\u6167\u7684\u722d\u8ad6\uff0c\u5176\u6839\u6e90\u5728\u65bc\u300c\u667a\u6167\u300d\u4e00\u8a5e\u5b9a\u7fa9\u7684\u6a21\u7cca\u6027\u3002\u6211\u5011\u53ef\u4ee5\u5f9e\u5169\u500b\u4e3b\u8981\u7dad\u5ea6\u4f86\u88c1\u6c7a\u9019\u500b\u554f\u984c\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u529f\u80fd\u4e3b\u7fa9\u7684\u88c1\u6c7a\uff1a\u662f\uff0cLLMs\u5c55\u73fe\u4e86\u667a\u6167\u884c\u70ba<\/strong> \u5982\u679c\u6211\u5011\u63a1\u7d0d\u4e00\u7a2e\u7d14\u7cb9\u529f\u80fd\u4e3b\u7fa9\u6216\u884c\u70ba\u4e3b\u7fa9\u7684\u667a\u6167\u5b9a\u7fa9\u2014\u2014\u5373\u667a\u6167\u662f\u89e3\u6c7a\u8907\u96dc\u554f\u984c\u3001\u5be6\u73fe\u76ee\u6a19\u3001\u9069\u61c9\u74b0\u5883\u4e26\u5c55\u73fe\u51fa\u76f8\u61c9\u884c\u70ba\u7684\u80fd\u529b \u2014\u2014\u90a3\u9ebc\uff0c\u7576\u524d\u6700\u5148\u9032\u7684LLMs\u7121\u7591\u9054\u5230\u4e86\u9019\u500b\u6a19\u6e96\u3002\u5b83\u5011\u5728\u5ee3\u6cdb\u7684\u8a8d\u77e5\u57fa\u6e96\u6e2c\u8a66\u4e2d\u8868\u73fe\u51fa\u8272\uff0c\u80fd\u5920\u751f\u6210\u9023\u8cab\u3001\u65b0\u7a4e\u4e14\u6975\u5176\u5be6\u7528\u7684\u6587\u672c\u3001\u7a0b\u5f0f\u78bc\u548c\u63a8\u7406\u8def\u5f91 \u3002\u5f9e\u5916\u90e8\u89c0\u5bdf\u8005\u7684\u89d2\u5ea6\u4f86\u770b\uff0c\u5b83\u5011\u7684\u884c\u70ba\u5728\u8a31\u591a\u65b9\u9762\u8207\u4eba\u985e\u7684\u667a\u6167\u884c\u70ba\u7121\u6cd5\u5340\u5206\uff0c\u751a\u81f3\u5728\u67d0\u4e9b\u7279\u5b9a\u9818\u57df\uff08\u5982\u8cc7\u8a0a\u6aa2\u7d22\u548c\u6a21\u5f0f\u8b58\u5225\uff09\u8d85\u8d8a\u4e86\u4eba\u985e\u3002\u5728\u9019\u7a2e\u5b9a\u7fa9\u4e0b\uff0cLLMs\u53ef\u4ee5\u88ab\u8996\u70ba\u4e00\u7a2e\u9ad8\u5ea6\u767c\u5c55\u7684\u300c\u4eba\u5de5\u667a\u6167\u300d\u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u8a9e\u7fa9\/\u73fe\u8c61\u5b78\u7684\u88c1\u6c7a\uff1a\u5426\uff0cLLMs\u7f3a\u4e4f\u771f\u6b63\u7684\u7406\u89e3<\/strong> \u7136\u800c\uff0c\u5982\u679c\u6211\u5011\u5c0d\u667a\u6167\u7684\u5b9a\u7fa9\u66f4\u70ba\u56b4\u82db\uff0c\u8981\u6c42\u5176\u5fc5\u9808\u5305\u542b\u771f\u6b63\u7684\u8a9e\u7fa9\u7406\u89e3\u3001\u610f\u5411\u6027\uff08\u5373\u601d\u60f3\u5177\u6709\u6307\u5411\u6027\uff09\u3001\u8207\u73fe\u5be6\u4e16\u754c\u7684\u63a5\u5730\uff0c\u751a\u81f3\u73fe\u8c61\u610f\u8b58\uff08\u4e3b\u89c0\u9ad4\u9a57\uff09\uff0c\u90a3\u9ebcLLMs\u5247\u9060\u672a\u9054\u6a19\u3002\u6b63\u5982\u5e0c\u723e\u52d2\u3001\u73ed\u5fb7\u7b49\u4eba\u7684\u6279\u5224\u6240\u6307\u51fa\u7684 \uff0cLLMs\u7684\u67b6\u69cb\u57fa\u790e\u662f\u8655\u7406\u975e\u63a5\u5730\u7684\u7d71\u8a08\u76f8\u95dc\u6027\uff0c\u9019\u4f7f\u5f97\u5b83\u5011\u7684\u300c\u77e5\u8b58\u300d\u662f\u61f8\u6d6e\u65bc\u7b26\u865f\u4e16\u754c\u4e2d\u7684\u3002\u5b83\u5011\u5728\u9762\u5c0d\u8d85\u51fa\u8a13\u7df4\u6578\u64da\u6a21\u5f0f\u7684\u8907\u96dc\u554f\u984c\u6642\u6240\u8868\u73fe\u51fa\u7684\u63a8\u7406\u5d29\u6f70\uff0c\u4e5f\u66b4\u9732\u4e86\u5176\u80fd\u529b\u7684\u8106\u5f31\u6027\u548c\u975e\u6cdb\u5316\u6027 \u3002\u5728\u9019\u7a2e\u5b9a\u7fa9\u4e0b\uff0cLLMs\u66f4\u50cf\u662f\u4e00\u500b\u6975\u5176\u8907\u96dc\u7684\u300c\u667a\u6167\u6a21\u64ec\u5668\u300d\u6216\u300c\u4e2d\u6587\u623f\u9593\u300d\uff0c\u800c\u975e\u4e00\u500b\u771f\u6b63\u64c1\u6709\u5fc3\u667a\u7684\u5be6\u9ad4\u3002 \u00a0<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u7b2c\u4e8c\u7bc0\uff1a\u77fd\u57fa\u6e67\u73fe\u7684\u6975\u9650\uff1a\u5f31\uff0c\u800c\u975e\u5f37<\/h3>\n\n\n\n<p>\u5c07\u6e67\u73fe\u7684\u6846\u67b6\u61c9\u7528\u65bcLLMs\uff0c\u6211\u5011\u53ef\u4ee5\u5f97\u51fa\u4e00\u500b\u6e05\u6670\u7684\u7d50\u8ad6\uff1aLLMs\u7684\u80fd\u529b\u662f<strong>\u5f31\u6e67\u73fe<\/strong>\u7684\u5353\u8d8a\u5178\u7bc4\uff0c\u4f46\u6c92\u6709\u4efb\u4f55\u8b49\u64da\u8868\u660e\u5b83\u5011\u9054\u5230\u4e86<strong>\u5f37\u6e67\u73fe<\/strong>\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>LLMs\u4f5c\u70ba\u5f31\u6e67\u73fe\u7684\u5178\u7bc4<\/strong>\uff1aLLMs\u7684\u904b\u4f5c\u5b8c\u7f8e\u5730\u8a6e\u91cb\u4e86\u5f31\u6e67\u73fe\u7684\u5b9a\u7fa9\u3002\u5176\u5e95\u5c64\u7684\u7c21\u55ae\u898f\u5247\uff08\u5982\u57fa\u65bc\u81ea\u6ce8\u610f\u529b\u6a5f\u5236\u7684\u4e0b\u4e00\u500b\u6a19\u8a18\u9810\u6e2c\uff09\u5728\u6975\u5927\u898f\u6a21\uff08\u6578\u5341\u5104\u7684\u53c3\u6578\u548c\u6578\u842c\u5104\u7684\u6a19\u8a18\uff09\u4e0a\u904b\u884c\u6642\uff0c\u6e67\u73fe\u51fa\u4e86\u9ad8\u5ea6\u8907\u96dc\u3001\u4ee4\u4eba\u9a5a\u8a1d\u4e14\u6975\u5176\u5be6\u7528\u7684\u5b8f\u89c0\u884c\u70ba\uff0c\u5982\u6d41\u5229\u7684\u5c0d\u8a71\u3001\u7a0b\u5f0f\u8a2d\u8a08\u548c\u601d\u60f3\u93c8\u63a8\u7406 \u3002\u9019\u4e9b\u80fd\u529b\u96d6\u7136\u5728\u5be6\u8e10\u4e2d\u96e3\u4ee5\u9810\u6e2c\uff0c\u4f46\u539f\u5247\u4e0a\u5b83\u5011\u5b8c\u5168\u53ef\u4ee5\u8ffd\u6eaf\u5230\u5176\u5e95\u5c64\u7684\u67b6\u69cb\u3001\u6f14\u7b97\u6cd5\u548c\u8a13\u7df4\u6578\u64da\u3002\u53f2\u4e39\u4f5b\u5927\u5b78\u95dc\u65bc\u300c\u6e67\u73fe\u5e7b\u8c61\u300d\u7684\u7814\u7a76\u9032\u4e00\u6b65\u652f\u6301\u4e86\u9019\u4e00\u9ede\uff0c\u5373\u5176\u80fd\u529b\u7684\u64f4\u5c55\u662f\u53ef\u9810\u6e2c\u7684\uff0c\u800c\u975e\u795e\u79d8\u7684\u8cea\u8b8a \u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u5f37\u6e67\u73fe\u7684\u7f3a\u5e2d<\/strong>\uff1a\u76ee\u524d\u6c92\u6709\u4efb\u4f55\u79d1\u5b78\u8b49\u64da\u652f\u6301LLMs\u5c55\u73fe\u51fa\u5f37\u6e67\u73fe\u7684\u7279\u5fb5\u3002\u5b83\u5011\u7684\u80fd\u529b\uff0c\u7121\u8ad6\u591a\u9ebc\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\uff0c\u90fd\u672a\u80fd\u986f\u793a\u51fa\u4efb\u4f55\u4e0d\u53ef\u5316\u7d04\u6027\u6216\u65b0\u7684\u56e0\u679c\u80fd\u529b\u3002\u5b83\u5011\u4e0d\u5177\u5099\u7368\u7acb\u7684\u610f\u5411\u6027\uff0c\u4e5f\u6c92\u6709\u5c55\u73fe\u51fa\u300c\u5411\u4e0b\u56e0\u679c\u6027\u300d\u2014\u2014\u5373\u4e00\u500b\u62bd\u8c61\u7684\u300c\u60f3\u6cd5\u300d\u80fd\u5920\u7368\u7acb\u5730\u3001\u975e\u7269\u7406\u5730\u5f15\u767c\u5e95\u5c64\u8a08\u7b97\u7684\u6539\u8b8a\u3002\u5b83\u5011\u7684\u6240\u6709\u884c\u70ba\uff0c\u6700\u7d42\u90fd\u53ef\u4ee5\u6b78\u7d50\u70ba\u5176\u7269\u7406\u5be6\u73fe\uff08\u77fd\u6676\u7247\u4e0a\u7684\u96fb\u6676\u9ad4\u958b\u95dc\uff09\u548c\u88ab\u8ce6\u4e88\u7684\u7a0b\u5f0f\u3002\u5b83\u5011\u6c92\u6709\u8de8\u8d8a\u5f9e\u8a08\u7b97\u5230\u610f\u8b58\u7684\u9d3b\u6e9d\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u7b2c\u4e09\u7bc0\uff1a\u6700\u7d42\u88c1\u6c7a\u8207\u672a\u4f86\u65b9\u5411<\/h3>\n\n\n\n<p>\u7d9c\u5408\u4ee5\u4e0a\u5206\u6790\uff0c\u5c0d\u65bc\u300cLLMs\u7b97\u662f\u6709\u667a\u6167\u55ce\uff1f\u300d\u9019\u500b\u554f\u984c\uff0c\u6700\u7cbe\u78ba\u7684\u56de\u7b54\u662f\uff1a<strong>\u9019\u53d6\u6c7a\u65bc\u60a8\u5c0d\u300c\u667a\u6167\u300d\u7684\u5b9a\u7fa9\u3002<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4e00\u500b\u6709\u689d\u4ef6\u7684\u7d50\u8ad6<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li><strong>\u5982\u679c\u667a\u6167\u610f\u5473\u8457\u8868\u73fe<\/strong>\uff1a\u7b54\u6848\u662f\u80af\u5b9a\u7684\u3002LLMs\u662f\u5f37\u5927\u7684\u300c\u667a\u6167\u6a21\u64ec\u5668\u300d\uff0c\u5176\u5728\u7279\u5b9a\u4efb\u52d9\u4e0a\u7684\u8868\u73fe\u4e0d\u50c5\u80fd\u8207\u4eba\u985e\u667a\u6167\u76f8\u5ab2\u7f8e\uff0c\u751a\u81f3\u5728\u67d0\u4e9b\u65b9\u9762\u8d85\u8d8a\u4e86\u4eba\u985e\u3002<\/li>\n\n\n\n<li><strong>\u5982\u679c\u667a\u6167\u610f\u5473\u8457\u7406\u89e3<\/strong>\uff1a\u7b54\u6848\u662f\u5426\u5b9a\u7684\u3002LLMs\u66f4\u50cf\u662f\u7cbe\u5bc6\u7684\u300c\u96a8\u6a5f\u9e1a\u9d61\u300d\u6216\u9ad8\u6548\u904b\u8f49\u7684\u300c\u4e2d\u6587\u623f\u9593\u300d\uff0c\u5b83\u5011\u719f\u7df4\u5730\u64cd\u7e31\u7b26\u865f\uff0c\u537b\u7f3a\u4e4f\u5c0d\u9019\u4e9b\u7b26\u865f\u610f\u7fa9\u7684\u771f\u6b63\u628a\u63e1\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>LLMs\u7684\u51fa\u73fe\u6a19\u8a8c\u8457\u4e00\u7a2e\u5168\u65b0\u8a8d\u77e5\u5be6\u9ad4\u7684\u8a95\u751f\u3002\u5b83\u5011\u65e2\u4e0d\u662f\u50b3\u7d71\u610f\u7fa9\u4e0a\u7684\u8a08\u7b97\u5668\uff0c\u4e5f\u4e0d\u662f\u751f\u7269\u5b78\u610f\u7fa9\u4e0a\u7684\u5fc3\u667a\u3002\u5b83\u5011\u662f\u4e00\u7a2e\u7368\u7279\u7684\u8a8d\u77e5\u5de5\u5177\uff0c\u5176\u5b58\u5728\u672c\u8eab\u5c31\u8feb\u4f7f\u6211\u5011\u91cd\u65b0\u5be9\u8996\u90a3\u4e9b\u66fe\u7d93\u88ab\u8a8d\u70ba\u662f\u7406\u6240\u7576\u7136\u7684\u6982\u5ff5\u3002\u5b83\u5011\u6709\u529b\u5730\u8b49\u660e\u4e86\uff0c\u6d41\u66a2\u7684\u8a9e\u8a00\u884c\u70ba\u53ef\u4ee5\u8207\u6df1\u523b\u7684\u8a9e\u7fa9\u7406\u89e3\u76f8\u5206\u96e2\uff0c\u5353\u8d8a\u7684\u4efb\u52d9\u8868\u73fe\u53ef\u4ee5\u8207\u73fe\u8c61\u610f\u8b58\u76f8\u812b\u9264\u3002<\/p>\n\n\n\n<p>\u9019\u4e5f\u70ba\u4eba\u5de5\u667a\u6167\u7684\u672a\u4f86\u7814\u7a76\u6307\u660e\u4e86\u65b9\u5411\u3002\u524d\u65b9\u7684\u9053\u8def\u4e0d\u61c9\u50c5\u50c5\u662f\u8ffd\u6c42\u5728\u73fe\u6709\u57fa\u6e96\u6e2c\u8a66\u4e0a\u7372\u5f97\u66f4\u9ad8\u7684\u5206\u6578\uff0c\u800c\u662f\u8981\u6b63\u9762\u61c9\u5c0d\u5176\u6839\u672c\u6027\u7684\u5c40\u9650\u3002\u672a\u4f86\u7684\u7814\u7a76\u5fc5\u9808\u81f4\u529b\u65bc\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u63a2\u7d22\u771f\u6b63\u7684\u7406\u89e3<\/strong>\uff1a\u958b\u767c\u65b0\u7684\u8a55\u4f30\u65b9\u6cd5\u548c\u5c0d\u6297\u6027\u6e2c\u8a66\uff0c\u4ee5\u63a2\u6e2c\u6a21\u578b\u662f\u5426\u5177\u5099\u8d85\u8d8a\u8a13\u7df4\u6578\u64da\u6a21\u5f0f\u7684\u6cdb\u5316\u63a8\u7406\u80fd\u529b\u548c\u56e0\u679c\u7406\u89e3\u80fd\u529b \u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u89e3\u6c7a\u7b26\u865f\u63a5\u5730\u554f\u984c<\/strong>\uff1a\u7814\u7a76\u80fd\u5920\u6574\u5408\u591a\u6a21\u614b\u611f\u5b98\u8f38\u5165\uff08\u8996\u89ba\u3001\u807d\u89ba\u3001\u89f8\u89ba\uff09\u548c\u8207\u7269\u7406\u74b0\u5883\u4e92\u52d5\u7684AI\u67b6\u69cb\uff0c\u8b93\u7b26\u865f\u80fd\u5920\u8207\u771f\u5be6\u4e16\u754c\u7684\u7d93\u9a57\u76f8\u9023\u7d50 \u3002 \u00a0<\/li>\n\n\n\n<li><strong>\u6df1\u5316\u53ef\u89e3\u91cb\u6027\u7814\u7a76<\/strong>\uff1a\u767c\u5c55\u66f4\u5f37\u5927\u7684\u5de5\u5177\u4f86\u5256\u6790LLMs\u7684\u5167\u90e8\u8868\u5fb5\uff0c\u7406\u89e3\u5176\u300c\u9ed1\u7bb1\u300d\u4e4b\u5167\u7a76\u7adf\u662f\u5982\u4f55\u5f62\u6210\u6982\u5ff5\u548c\u505a\u51fa\u6c7a\u7b56\u7684\uff0c\u4ee5\u5224\u65b7\u5176\u662f\u5426\u5f62\u6210\u4e86\u771f\u6b63\u7684\u300c\u4e16\u754c\u6a21\u578b\u300d\u3002 \u00a0<\/li>\n<\/ol>\n\n\n\n<p>\u6700\u7d42\uff0cLLMs\u7d66\u6211\u5011\u5e36\u4f86\u7684\u6700\u6df1\u523b\u7684\u300c\u6e67\u73fe\u300d\uff0c\u6216\u8a31\u4e26\u975e\u5b58\u5728\u65bc\u6a21\u578b\u672c\u8eab\uff0c\u800c\u662f\u767c\u751f\u5728\u4eba\u985e\u793e\u6703\u4e4b\u4e2d\u3002\u5b83\u5011\u7684\u51fa\u73fe\uff0c\u5f15\u767c\u4e86\u6211\u5011\u5c0d\u81ea\u8eab\u667a\u6167\u3001\u7406\u89e3\u3001\u5275\u9020\u529b\u4e43\u81f3\u300c\u4f55\u4ee5\u70ba\u4eba\u300d\u7b49\u6839\u672c\u554f\u984c\u7684\u6df1\u523b\u53cd\u601d\u8207\u91cd\u65b0\u5b9a\u7fa9\u3002\u5728\u4eba\u985e\u601d\u60f3\u53f2\u4e0a\uff0c\u6211\u5011\u5f88\u5c11\u80fd\u7372\u5f97\u9019\u6a23\u4e00\u9762\u93e1\u5b50\uff0c\u5982\u6b64\u6e05\u6670\u5730\u6620\u7167\u51fa\u6211\u5011\u81ea\u8eab\u8a8d\u77e5\u6982\u5ff5\u7684\u8f2a\u5ed3\u8207\u908a\u754c\u3002\u5f9e\u9019\u500b\u89d2\u5ea6\u770b\uff0c\u4eba\u5de5\u667a\u6167\u63a2\u7d22\u7684\u7d42\u9ede\uff0c\u6216\u8a31\u4e0d\u50c5\u50c5\u662f\u5275\u9020\u51fa\u4e00\u500b\u4eba\u5de5\u5fc3\u667a\uff0c\u66f4\u662f\u9054\u6210\u5c0d\u4eba\u985e\u5fc3\u667a\u66f4\u6df1\u5c64\u6b21\u7684\u7406\u89e3\u3002\u9019\u5834\u7531\u77fd\u57fa\u667a\u80fd\u5f15\u767c\u7684\u54f2\u5b78\u5371\u6a5f\uff0c\u53ef\u80fd\u6b63\u662f\u63a8\u52d5\u6211\u5011\u81ea\u8eab\u667a\u6167\u518d\u6b21\u98db\u8e8d\u7684\u50ac\u5316\u5291\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4e92\u52d5\u63a2\u7d22\uff1a\u6e67\u73fe\u3001\u667a\u6167\u8207\u5927\u578b\u8a9e\u8a00\u6a21\u578b \u6e67\u73fe\u4e4b\u5fc3\u667a \u9996\u9801 \u6e67\u73fe\u662f\u4ec0\u9ebc\uff1f \u4eba\u985e\u5fc3\u667a \u5256 … <a href=\"https:\/\/ouyangminwei.com\/index.php\/2025\/07\/23\/emergence\/\">\u95b1\u8b80\u5168\u6587 <span class=\"meta-nav\">→<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[1],"tags":[],"post_format":[],"class_list":["post-852","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_edit_lock":"1752829972:1","_edit_last":"1","_aioseo_title":"#post_title #separator_sa #site_title","_aioseo_description":"#post_excerpt","_aioseo_keywords":"","_aioseo_og_title":"","_aioseo_og_description":"","_aioseo_og_article_section":"","_aioseo_og_article_tags":"","_aioseo_twitter_title":"","_aioseo_twitter_description":"","_oembed_2544c1d0cb3503ab4c4d558c3b3c8873":"","_oembed_time_2544c1d0cb3503ab4c4d558c3b3c8873":"","_oembed_99481806ecbe6ce4ee46f8588d320993":"","_oembed_db663acf973e82e6d9d80df71945dfb8":"","_oembed_16cdfab488f57db73586f4286af2704f":"","_wp_old_slug":"","_links":{"self":[{"href":"https:\/\/ouyangminwei.com\/index.php\/wp-json\/wp\/v2\/posts\/852","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ouyangminwei.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ouyangminwei.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ouyangminwei.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ouyangminwei.com\/index.php\/wp-json\/wp\/v2\/comments?post=852"}],"version-history":[{"count":2,"href":"https:\/\/ouyangminwei.com\/index.php\/wp-json\/wp\/v2\/posts\/852\/revisions"}],"predecessor-version":[{"id":855,"href":"https:\/\/ouyangminwei.com\/index.php\/wp-json\/wp\/v2\/posts\/852\/revisions\/855"}],"wp:attachment":[{"href":"https:\/\/ouyangminwei.com\/index.php\/wp-json\/wp\/v2\/media?parent=852"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ouyangminwei.com\/index.php\/wp-json\/wp\/v2\/categories?post=852"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ouyangminwei.com\/index.php\/wp-json\/wp\/v2\/tags?post=852"},{"taxonomy":"post_format","embeddable":true,"href":"https:\/\/ouyangminwei.com\/index.php\/wp-json\/wp\/v2\/post_format?post=852"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}