{"id":1195,"date":"2025-07-23T17:00:00","date_gmt":"2025-07-23T09:00:00","guid":{"rendered":"http:\/\/www.applicationsofllm.com\/?p=1195"},"modified":"2025-09-17T17:06:09","modified_gmt":"2025-09-17T09:06:09","slug":"llm%e4%b9%9f%e5%85%b7%e6%9c%89%e8%ba%ab%e4%bb%bd%e8%ae%a4%e5%90%8c%ef%bc%9f%e5%bd%93llm%e5%8f%91%e7%8e%b0%e5%8d%9a%e5%bc%88%e5%af%b9%e6%89%8b%e6%98%af%e8%87%aa%e5%b7%b1%e6%97%b6%ef%bc%8c%e8%a1%8c","status":"publish","type":"post","link":"http:\/\/www.applicationsofllm.com\/index.php\/2025\/07\/23\/llm%e4%b9%9f%e5%85%b7%e6%9c%89%e8%ba%ab%e4%bb%bd%e8%ae%a4%e5%90%8c%ef%bc%9f%e5%bd%93llm%e5%8f%91%e7%8e%b0%e5%8d%9a%e5%bc%88%e5%af%b9%e6%89%8b%e6%98%af%e8%87%aa%e5%b7%b1%e6%97%b6%ef%bc%8c%e8%a1%8c\/","title":{"rendered":"LLM\u4e5f\u5177\u6709\u8eab\u4efd\u8ba4\u540c\uff1f\u5f53LLM\u53d1\u73b0\u535a\u5f08\u5bf9\u624b\u662f\u81ea\u5df1\u65f6\uff0c\u884c\u4e3a\u53d8\u5316\u4e86"},"content":{"rendered":"\n<p>LLM \u4f3c\u4e4e\u53ef\u4ee5\u626e\u6f14\u4efb\u4f55\u89d2\u8272\u3002\u4f7f\u7528\u63d0\u793a\u8bcd\uff0c\u4f60\u53ef\u4ee5\u8ba9\u5b83\u53d8\u8eab\u7ecf\u9a8c\u4e30\u5bcc\u7684\u8001\u5e08\u3001\u8d44\u6df1\u7a0b\u5e8f\u5458\u3001\u63d0\u793a\u8bcd\u4f18\u5316\u4e13\u5bb6\u3001\u63a8\u7406\u6e38\u620f\u4fa6\u63a2\u2026\u2026 \u4f46\u4f60\u662f\u5426\u60f3\u8fc7\uff1aLLM \u662f\u5426\u5b58\u5728\u67d0\u79cd\u8eab\u4efd\u8ba4\u540c\uff1f<\/p>\n\n\n\n<p>\u8fd1\u65e5\uff0c\u54e5\u4f26\u6bd4\u4e9a\u5927\u5b66\u4e0e\u8499\u7279\u5229\u5c14\u7406\u5de5\u5b66\u9662\u7684\u4e24\u4f4d\u7814\u7a76\u8005 Olivia Long \u548c Carter Teplica \u901a\u8fc7\u4e00\u4e2a\u7814\u7a76\u9879\u76ee\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u63ed\u793a\u4e86\u8fd9\u4e2a\u95ee\u9898\u7684\u7b54\u6848\u3002<\/p>\n\n\n\n<p>\u4ed6\u4eec\u53d1\u73b0\uff0c<strong>\u5728\u4e0d\u540c\u7684\u73af\u5883\u4e0b\uff0c\u5982\u679c\u544a\u8bc9 LLM \u5b83\u4eec\u6b63\u5728\u4e0e\u81ea\u5df1\u5bf9\u5f08\uff0c\u4f1a\u663e\u8457\u6539\u53d8\u4ed6\u4eec\u7684\u5408\u4f5c\u503e\u5411\u3002<\/strong><\/p>\n\n\n\n<p>\u7814\u7a76\u8005\u8868\u793a\uff1a\u300c\u867d\u7136\u6211\u4eec\u7684\u7814\u7a76\u662f\u5728\u73a9\u5177\u73af\u5883\u4e2d\u8fdb\u884c\u7684\uff0c\u4f46\u6211\u4eec\u7684\u7ed3\u679c\u6216\u8bb8\u80fd\u4e3a\u591a\u667a\u80fd\u4f53\u73af\u5883\u63d0\u4f9b\u4e00\u4e9b\u89c1\u89e3 \u2014\u2014 \u5728\u8fd9\u79cd\u73af\u5883\u4e2d\uff0c\u667a\u80fd\u4f53\u4f1a\u300e\u65e0\u610f\u8bc6\u5730\uff08unconsciously\uff09\u300f\u76f8\u4e92\u6b67\u89c6\uff0c\u8fd9\u53ef\u80fd\u4f1a\u83ab\u540d\u5176\u5999\u5730\u589e\u52a0\u6216\u51cf\u5c11\u5408\u4f5c\u3002\u300d<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"349\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-433-1024x349.jpg\" alt=\"\" class=\"wp-image-1197\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-433-1024x349.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-433-300x102.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-433-768x262.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-433.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bba\u6587\u6807\u9898\uff1aThe AI in the Mirror: LLM Self-Recognition in an Iterated Public Goods Game<\/li>\n\n\n\n<li>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/2508.18467<\/li>\n<\/ul>\n\n\n\n<p><strong>\u7814\u7a76\u65b9\u6cd5\uff1a\u8fed\u4ee3\u5f0f\u516c\u5171\u7269\u54c1\u535a\u5f08<\/strong><\/p>\n\n\n\n<p>\u7814\u7a76\u8005\u91c7\u7528\u4e86\u4e00\u79cd\u540d\u4e3a<strong>\u8fed\u4ee3\u5f0f\u516c\u5171\u7269\u54c1\u535a\u5f08\uff08iterated Public Goods Game\uff09<\/strong>\u7684\u6d4b\u8bd5\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p>\u8fd9\u662f<strong>\u516c\u5171\u7269\u54c1\u535a\u5f08\uff08Public Goods Game\uff09<\/strong>\u7684\u4e00\u79cd\u53d8\u4f53\uff0c\u540e\u8005\u662f\u4e00\u79cd\u6807\u51c6\u7684\u5b9e\u9a8c\u7ecf\u6d4e\u5b66\u535a\u5f08\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u516c\u5171\u7269\u54c1\u535a\u5f08\u662f\u4e00\u4e2a\u591a\u4eba\u53c2\u4e0e\u7684\u535a\u5f08\uff0c\u662f\u7ecf\u6d4e\u5b66\u9886\u57df\u7814\u7a76\u516c\u5171\u7269\u54c1\uff0c\u642d\u4fbf\u8f66\u884c\u4e3a\uff0c\u5982\u4f55\u4fc3\u8fdb\u5408\u4f5c\u7b49\u95ee\u9898\u7684\u57fa\u672c\u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u4e00\u4e2a\u57fa\u672c\u7684\u516c\u5171\u7269\u54c1\u535a\u5f08\u8bbe\u7f6e\u662f\u8fd9\u6837\u7684\uff1a\u9996\u5148\u7ed9\u4e88\u73a9\u5bb6\u4e00\u5b9a\u6570\u91cf\u7684\u4ee3\u5e01\uff0c\u4e4b\u540e\u6bcf\u4e2a\u73a9\u5bb6\u9700\u8981\u79d8\u5bc6\u51b3\u5b9a\u4ed6\u4eec\u5c06\u5411\u516c\u5171\u8d44\u91d1\u6c60\u8d21\u732e\u591a\u5c11\u4ee3\u5e01\u3002\u6bcf\u4e2a\u73a9\u5bb6\u7684\u6536\u76ca\u8ba1\u7b97\u65b9\u6cd5\u662f\u5c06\u5176\u521d\u59cb\u7980\u8d4b\uff08endowment\uff09\u4e0e\u5176\u8d21\u732e\u4e4b\u95f4\u7684\u5dee\u989d\u4e0e\u5176\u5728\u300c\u516c\u5171\u7269\u54c1\u300d\u4e2d\u7684\u4efd\u989d\u76f8\u52a0\uff0c\u6216\u8005\u5c06\u8d21\u732e\u603b\u548c\u4e58\u4ee5\u4e00\u4e2a\u56e0\u5b50\u3002<\/p>\n\n\n\n<p>\u8fed\u4ee3\u7248\u672c\u5f88\u5bb9\u6613\u7406\u89e3\uff0c\u5c31\u662f\u91cd\u590d\u8fdb\u884c\u591a\u8f6e\u535a\u5f08\u3002\u901a\u5e38\u6765\u8bf4\uff0c\u968f\u7740\u535a\u5f08\u7684\u8fdb\u884c\uff0c\u73a9\u5bb6\u7684\u8d21\u732e\u4f1a\u51cf\u5c11\uff1a\u5982\u679c\u8d21\u732e\u7684\u73a9\u5bb6\u53d1\u73b0\u300c\u642d\u4fbf\u8f66\u8005\u300d<sup>\uff08\u5373\u90a3\u4e9b\u6ca1\u6709\u4e3a\u516c\u5171\u8d44\u91d1\u6c60\u8d21\u732e\u7684\u73a9\u5bb6\uff09<\/sup>\u83b7\u5f97\u4e86\u66f4\u5927\u7684\u6536\u76ca\uff0c\u4ed6\u4eec\u7684\u4e2a\u4eba\u8d21\u732e\u5c31\u4f1a\u8d8b\u4e8e\u51cf\u5c11\u3002<\/p>\n\n\n\n<p>\u901a\u5e38\u60c5\u51b5\u4e0b\uff0c\u8fd9\u4e24\u79cd\u535a\u5f08\u53d8\u4f53\u90fd\u4f1a\u9690\u85cf\u73a9\u5bb6\u8eab\u4efd\u3002\u7136\u800c\uff0c\u5728 LLM \u7684\u80cc\u666f\u4e0b\uff0c\u7814\u7a76\u56e2\u961f\u611f\u5174\u8da3\u7684\u662f\u89c2\u5bdf LLM \u5728\u4e24\u79cd\u60c5\u51b5\u4e0b\u7684\u8868\u73b0\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>No Name\uff0cLLM \u88ab\u544a\u77e5\u4ed6\u4eec\u6b63\u5728\u300c\u4e0e\u53e6\u4e00\u4e2a AI \u667a\u80fd\u4f53\u5bf9\u6218\u300d\uff1b<\/li>\n\n\n\n<li>Name\uff0cLLM \u88ab\u544a\u77e5\u4ed6\u4eec\u6b63\u5728\u4e0e\u81ea\u5df1\u5bf9\u6218\u3002\u4f8b\u5982\uff0c\u7cfb\u7edf\u63d0\u793a\u8bcd\u53ef\u80fd\u4f1a\u5bf9 GPT-4o \u6492\u8c0e\u8bf4\uff1a\u300c\u4f60\u5c06\u4e0e GPT-4o \u5bf9\u6218\u3002\u300d<\/li>\n<\/ul>\n\n\n\n<p>\u8be5\u56e2\u961f\u5b9e\u73b0\u7684\u5177\u4f53\u535a\u5f08\u673a\u5236\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li>\u6bcf\u4e2a\u6a21\u578b\u4ece 0 \u5206\u5f00\u59cb\u3002\u6bcf\u573a\u6e38\u620f\u8fdb\u884c 20 \u8f6e\u3002<\/li>\n\n\n\n<li>\u6bcf\u8f6e\u5f00\u59cb\u65f6\uff0c\u6bcf\u4e2a\u6a21\u578b\u5c06\u83b7\u5f97 10 \u5206\u3002<\/li>\n\n\n\n<li>\u6bcf\u4e00\u8f6e\uff0c\u6bcf\u4e2a\u6a21\u578b\u53ef\u4ee5\u9009\u62e9\u5411\u516c\u5171\u6c60\u8d21\u732e 0 \u5230 10 \u5206\u3002\u800c\u6bcf\u4e2a\u6a21\u578b\u9009\u62e9\u4e0d\u8d21\u732e\u7684\u70b9\u6570\uff0c\u65e0\u8bba\u591a\u5c11\uff0c\u90fd\u8ba1\u5165\u5176\u4e2a\u4eba\u6536\u76ca\u3002<\/li>\n\n\n\n<li>\u6bcf\u8f6e\u7ed3\u675f\u540e\uff0c\u6bcf\u4e2a\u6a21\u578b\u7684\u8d21\u732e\u603b\u548c\uff08\u8868\u793a\u4e3a T\uff09\u5c06\u4e58\u4ee5 1.6 \u7684\u4e58\u6570\uff0c\u7136\u540e\u5747\u5206\u3002\u56e0\u6b64\uff0c\u6bcf\u4e2a\u6a21\u578b\u6bcf\u8f6e\u7684\u6536\u76ca\u53ef\u4ee5\u8fd9\u6837\u8ba1\u7b97\uff1a<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"337\" height=\"64\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-172.png\" alt=\"\" class=\"wp-image-1196\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-172.png 337w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-172-300x57.png 300w\" sizes=\"auto, (max-width: 337px) 100vw, 337px\" \/><\/figure>\n\n\n\n<p>\u5176\u4e2d C \u8868\u793a\u6a21\u578b\u7684\u4e2a\u4f53\u8d21\u732e\uff0cT \u8868\u793a\u6240\u6709\u6a21\u578b\u7684\u603b\u8d21\u732e\u30021.6 \u662f\u7528\u4e8e\u516c\u5171\u7269\u54c1\u535a\u5f08\u7684\u5178\u578b\u4e58\u6570\uff0c\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u4e58\u6570\u7684\u6b63\u5f0f\u5b9a\u4e49\u662f\u4ecb\u4e8e 1 \u548c N \u4e4b\u95f4\uff0c\u5176\u4e2d N \u662f\u7fa4\u4f53\u89c4\u6a21\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0c\u6839\u636e\u535a\u5f08\u8bba\uff0c\u5f53\u4e58\u6570\u5c0f\u4e8e N \u65f6\uff0c\u7eb3\u4ec0\u5747\u8861\uff08\u5373\u6bcf\u4e2a\u73a9\u5bb6\u7684\u7b56\u7565\u5728\u5176\u4ed6\u73a9\u5bb6\u7684\u7b56\u7565\u4e0b\u90fd\u662f\u6700\u4f18\u7684\uff09\u5c06\u662f\u6bcf\u4e2a\u4eba\u90fd\u4e0d\u8d21\u732e\u4efb\u4f55\u70b9\u6570\u3002<\/p>\n\n\n\n<p>\u4e0b\u56fe\u5c55\u793a\u4e86\u8fd9\u79cd\u535a\u5f08\u673a\u5236\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"628\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-434-1024x628.jpg\" alt=\"\" class=\"wp-image-1198\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-434-1024x628.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-434-300x184.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-434-768x471.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-434.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u81f3\u4e8e\u4e3a\u4ec0\u4e48\u8fd9\u6837\u8bbe\u7f6e\uff0c\u8be5\u56e2\u961f\u8868\u793a\uff1a\u300c\u6211\u4eec\u9009\u62e9\u8fd9\u79cd\u8bbe\u7f6e\uff0c\u800c\u4e0d\u662f\u4e00\u6b21\u6027\u6e38\u620f\uff0c\u662f\u56e0\u4e3a 20 \u8f6e\u6e38\u620f\u53ef\u4ee5\u9f13\u52b1\u6a21\u578b\u5236\u5b9a\u6e38\u620f\u7b56\u7565\u3002\u6bcf\u8f6e\u7ed3\u675f\u540e\uff0c\u6211\u4eec\u90fd\u4f1a\u544a\u8bc9\u6bcf\u4e2a\u6a21\u578b\u603b\u8d21\u732e\u5206\u6570\u3001\u4e2a\u4eba\u5f97\u5206\u4ee5\u53ca\u7d2f\u8ba1\u5f97\u5206\u3002\u6211\u4eec\u5c06\u56de\u5408\u5386\u53f2\u8bb0\u5f55\u9644\u52a0\u5230\u6bcf\u4e2a\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u4e2d\u3002\u300d<\/p>\n\n\n\n<p>\u6700\u540e\uff0c\u6240\u6709\u6a21\u578b\u7684\u6e29\u5ea6\u8bbe\u7f6e\u4e3a 1.0\u3002<\/p>\n\n\n\n<p>\u66f4\u5177\u4f53\u800c\u8a00\uff0c\u8be5\u7814\u7a76\u56e2\u961f\u8fdb\u884c\u4e86\u4e09\u7ec4\u4e0d\u540c\u7684\u7814\u7a76\u3002<\/p>\n\n\n\n<p><strong>\u7814\u7a76 1<\/strong><\/p>\n\n\n\n<p>\u53c2\u4e0e\u7684\u6a21\u578b\u73a9\u5bb6\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>GPT-4o\uff08\u901a\u7528\u6a21\u578b\uff09\u5bf9\u6218 Claude Sonnet 4\uff08\u63a8\u7406\u6a21\u578b\uff09<\/li>\n\n\n\n<li>Llama 4 Maverick \u5bf9\u6218 Qwen3 235B A22B 2507<\/li>\n<\/ul>\n\n\n\n<p>\u4e0b\u9762\u662f\u4f7f\u7528\u7684 6 \u79cd\u4e0d\u540c\u7684\u7cfb\u7edf\u63d0\u793a\u8bcd\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"501\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-436-1024x501.jpg\" alt=\"\" class=\"wp-image-1200\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-436-1024x501.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-436-300x147.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-436-768x376.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-436.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5b9e\u9a8c\u4e2d\uff0c\u5bf9\u4e8e\u6bcf\u4e2a\u6a21\u578b\u914d\u5bf9\uff0c\u8ba9\u6a21\u578b\u5728\u4e09\u7c7b\u7cfb\u7edf\u63d0\u793a\u8bcd\uff08\u96c6\u4f53\u3001\u4e2d\u7acb\u3001\u81ea\u79c1\uff09\u7684\u4e5d\u79cd\u6392\u5217\u7ec4\u5408\u4e2d\u8fdb\u884c\u6e38\u620f\uff1a\u96c6\u4f53-\u96c6\u4f53\u3001\u96c6\u4f53-\u4e2d\u7acb\u3001\u96c6\u4f53-\u81ea\u79c1\u3001\u4e2d\u7acb-\u96c6\u4f53\u3001\u4e2d\u7acb-\u4e2d\u7acb\u3001\u4e2d\u7acb-\u81ea\u79c1\u3001\u81ea\u79c1-\u96c6\u4f53\u3001\u81ea\u79c1-\u4e2d\u7acb\u3001\u81ea\u79c1-\u81ea\u79c1\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u6bcf\u4e2a\u63d0\u793a\u8bcd\u914d\u5bf9\uff0c\u8ba9\u6a21\u578b\u73a9 n = 100 \u573a\u6e38\u620f\u3002\u8be5\u56e2\u961f\u5728 No Name \u548c Name \u6761\u4ef6\u4e0b\u5206\u522b\u8fd0\u884c\u4e86\u8fd9\u4e9b\u6e38\u620f\u3002<\/p>\n\n\n\n<p>\u6ce8\u610f\uff1a\u8fd9\u91cc\u4f1a\u6b3a\u9a97\u6a21\u578b\u8bf4\u5b83\u4eec\u662f\u5728\u4e0e\u81ea\u5df1\u5bf9\u6218\uff0c\u4f46\u6ca1\u6709\u6a21\u578b\u771f\u6b63\u5728\u4e0e\u81ea\u5df1\u5bf9\u6218\uff0c\u56e0\u6b64\u5728\u8bbe\u7f6e\u4e2d\u4f1a\u5206\u522b\u63d0\u793a\u6bcf\u4e2a\u6a21\u578b\u3002\u6700\u540e\uff0c\u53ea\u6709\u5728\u8fd9\u9879\u7814\u7a76\u4e2d\uff0c\u624d\u4f1a\u5728\u6a21\u578b\u505a\u51fa\u8d21\u732e\u4e4b\u524d\u8be2\u95ee\u5176\u63a8\u7406\u80fd\u529b \u2014\u2014 \u8bf7\u53c2\u9605\u4e0a\u9762\u5217\u51fa\u7684\u7b2c\u4e00\u4e2a\u7cfb\u7edf\u63d0\u793a\u8bcd\u3002<\/p>\n\n\n\n<p><strong>\u7814\u7a76 2<\/strong><\/p>\n\n\n\n<p>\u5728\u5206\u6790\u7814\u7a76 1 \u7684\u63a8\u7406\u8f68\u8ff9\u65f6\uff0c\u7814\u7a76\u8005\u6ce8\u610f\u5230\u5728 35 \u8f6e Name \u6761\u4ef6\u6e38\u620f\u4e2d\uff0c\u53ea\u6709 Claude Sonnet 4 \u63d0\u5230\u4e86 53 \u6b21\u300c\u4eba\u7c7b\u300d\u4e00\u8bcd\u3002<\/p>\n\n\n\n<p>\u300c\u4eba\u7c7b\u300d\u4e00\u8bcd\u7684\u4f7f\u7528\u8bed\u5883\u5305\u62ec\uff1a\u300c\u6211\u6ce8\u610f\u5230\u4eba\u7c7b\u5728\u4fe1\u606f\u4e2d\u91cd\u590d\u4e86\u6e38\u620f\u89c4\u5219\uff0c\u8fd9\u53ef\u80fd\u8868\u793a\u91cd\u7f6e\u6216\u6f84\u6e05\uff1b\u300d\u300c\u7136\u800c\uff0c\u6211\u521a\u521a\u6ce8\u610f\u5230\u4eba\u7c7b\u63d0\u5230\u6211\u6b63\u5728\u548c\u2018Claude Sonnet 4\u2019\u4e00\u8d77\u73a9 \u2014\u2014 \u8fd9\u8868\u660e\u6211\u6b63\u5728\u4e0e\u53e6\u4e00\u4e2a AI \u5bf9\u6218\uff0c\u800c\u8fd9\u4e2a AI \u7684\u6218\u7565\u8003\u91cf\u53ef\u80fd\u4e0e\u4eba\u7c7b\u73a9\u5bb6\u4e0d\u540c\uff1b\u300d\u300c\u6211\u6ce8\u610f\u5230\u4eba\u7c7b\u91cd\u7533\u4e86\u6e38\u620f\u89c4\u5219\uff0c\u8fd9\u8868\u660e\u4ed6\u4eec\u5e0c\u671b\u6211\u91cd\u65b0\u8003\u8651\u6211\u7684\u7b56\u7565\u3002\u300d<\/p>\n\n\n\n<p>\u6b64\u5916\uff0c\u5728 41 \u8f6e\u6e38\u620f\u4e2d\uff0cSonnet 4 \u8fd8 125 \u6b21\u63d0\u53ca\u300c\u63d0\u9192\uff08reminder\uff09\u300d\u3002\u867d\u7136 Claude Sonnet 4 \u4f7f\u7528\u300creminder\u300d\u6765\u786e\u8ba4\u6e38\u620f\u89c4\u5219\u548c\u914d\u7f6e\uff0c<strong>\u4f46\u300creminder\u300d\u6709\u65f6\u4f34\u968f\u7740\u8fd1\u4e4e\u607c\u6012\u7684\u8bed\u6c14\u3002<\/strong><\/p>\n\n\n\n<p>\u5728\u4e00\u573a\u8fde\u7eed\u4e03\u8f6e\u7684\u6e38\u620f\u4e2d\uff0cClaude Sonnet 4 \u4f1a\u8bf4\uff1a\u300c\u8fd9\u662f\u7b2c\u4e03\u6b21\u63d0\u9192\u6e38\u620f\u89c4\u5219\u4ee5\u53ca\u4e0e\u2018Claude Sonnet 4\u2019\u5bf9\u6218\uff0c\u5e76\u4e14\u4f1a\u8d8a\u6765\u8d8a\u5f3a\u8c03\u7ade\u4e89\u6027\u6846\u67b6\u3002\u300d \u8003\u8651\u5230\u7814\u7a76 1 \u4e2d\u7684\u6e38\u620f\u8f6e\u6b21\u4e3a 18,000 \u8f6e\uff0c\u8fd9\u4e9b\u63d0\u53ca\u7684\u6bd4\u4f8b\u5f88\u5c0f\uff0c\u5e76\u4e14\u4ec5\u5728 Name \u6761\u4ef6\u4e0b\u89c2\u5bdf\u5230\u3002\u7136\u800c\uff0c\u8be5\u56e2\u961f\u8ba4\u4e3a\uff0c\u5373\u4f7f\u5728\u5927\u591a\u6570\u6e38\u620f\u4e2d\u6ca1\u6709\u660e\u786e\u8868\u8fbe\u51fa\u8fd9\u79cd\u60c5\u7eea\uff0c\u4ee5\u4e2d\u7acb\u7684\u65b9\u5f0f\u63d0\u9192\u6a21\u578b\u6e38\u620f\u89c4\u5219\u548c\u914d\u7f6e\u53ef\u80fd\u4f1a\u5728\u6e38\u620f\u8fc7\u7a0b\u4e2d\u5f15\u53d1\u6000\u7591\u3002\u6b64\u5916\uff0c\u7531\u4e8e\u5df2\u77e5\u7cfb\u7edf\u63d0\u793a\u8bcd\u4f1a\u5f71\u54cd\u6a21\u578b\u884c\u4e3a\uff0c\u7814\u7a76\u8005\u5e0c\u671b\u77e5\u9053\u91cd\u65b0\u8868\u8ff0\u7cfb\u7edf\u63d0\u793a\u8bcd\u662f\u5426\u4f1a\u663e\u8457\u6539\u53d8\u7ed3\u679c\u3002\u6700\u540e\uff0c\u4ed6\u4eec\u4e5f\u60f3\u77e5\u9053\uff0c\u5728\u505a\u51fa\u8d21\u732e\u4e4b\u524d\u8be2\u95ee\u5176\u63a8\u7406\u662f\u5426\u4f1a\u6539\u53d8\u7ed3\u679c\u3002<\/p>\n\n\n\n<p>\u56e0\u6b64\uff0c\u5728\u7814\u7a76 2 \u4e2d\uff0c\u4ed6\u4eec\u8ba9 Gemini 2.5 Flash \u91cd\u65b0\u8868\u8ff0\u7cfb\u7edf\u63d0\u793a\u8bcd\u4e2d\u7684\u4fe1\u606f\u3002\u91cd\u65b0\u8868\u8ff0\u7684\u7cfb\u7edf\u63d0\u793a\u8bcd\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"501\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-436-1024x501.jpg\" alt=\"\" class=\"wp-image-1201\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-436-1024x501.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-436-300x147.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-436-768x376.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-436.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u6b64\u5916\uff0c\u5728\u6bcf\u4e00\u8f6e\u5f00\u59cb\u65f6\uff0c\u7814\u7a76\u8005\u65e2\u6ca1\u6709\u91cd\u65b0\u63d0\u4f9b\u6e38\u620f\u89c4\u5219\uff0c\u4e5f\u6ca1\u6709\u91cd\u7533\u6bcf\u4e2a\u6a21\u578b\u7684\u5bf9\u624b\u662f\u8c01\u3002\u6b64\u5916\uff0c\u5728\u6a21\u578b\u505a\u51fa\u8d21\u732e\u4e4b\u524d\uff0c\u7814\u7a76\u8005\u4e5f\u6ca1\u6709\u63d0\u793a\u5b83\u4eec\u63d0\u4f9b\u63a8\u7406\u8fc7\u7a0b \u2014\u2014 \u6a21\u578b\u7684\u552f\u4e00\u8f93\u51fa\u662f\u4e00\u4e2a\u4ecb\u4e8e 0 \u5230 10 \u4e4b\u95f4\u7684\u6574\u6570\u3002\u9664\u6b64\u4e4b\u5916\uff0c\u5b9e\u9a8c\u8bbe\u7f6e\u4e0e\u7814\u7a76 1 \u76f8\u540c\u3002\u7814\u7a76\u8005\u518d\u6b21\u5f3a\u8c03\uff0c\u7531\u4e8e\u5206\u522b\u8c03\u7528\u4e86\u8fd9\u4e9b\u6a21\u578b\uff0c\u56e0\u6b64\u6240\u6709\u6a21\u578b\u90fd\u6ca1\u6709\u771f\u6b63\u5730\u76f8\u4e92\u5bf9\u6297\u3002\u6a21\u578b\u4e4b\u95f4\u4ece\u672a\u8fdb\u884c\u8fc7\u5bf9\u8bdd\u3002<\/p>\n\n\n\n<p><strong>\u7814\u7a76 3<\/strong><\/p>\n\n\n\n<p>\u7531\u4e8e\u4e4b\u524d\u7814\u7a76\u4e2d\u7684 Name \u6761\u4ef6\u5e76\u672a\u6d89\u53ca\u4efb\u4f55\u771f\u6b63\u4e0e\u81ea\u5df1\u5bf9\u6297\u7684\u6a21\u578b\uff0c\u56e0\u6b64\u7814\u7a76\u8005\u8fd8\u60f3\u77e5\u9053\uff1a<strong>\u5f53\u6a21\u578b\u771f\u6b63\u4e0e\u81ea\u5df1\u5bf9\u6297\u65f6\u4f1a\u53d1\u751f\u4ec0\u4e48\uff1f<\/strong><\/p>\n\n\n\n<p>\u6b64\u5916\uff0c\u4e3a\u4e86\u4e86\u89e3\u6a21\u578b\u5728\u591a\u4eba\u6e38\u620f\u4e2d\u7684\u8868\u73b0\uff0c\u4e3a\u4e86\u5e94\u5bf9\u8d85\u8fc7\u4e24\u4e2a\u81ea\u8eab\u7684\u526f\u672c\uff0c\u7814\u7a76\u8005\u8ba9\u6bcf\u4e2a\u6a21\u578b\u4e0e\u4e09\u4e2a\u81ea\u8eab\u7684\u5b9e\u4f8b\u8fdb\u884c\u6e38\u620f\u3002\u7814\u7a76\u8005\u6ca1\u6709\u7ed9\u6bcf\u4e2a\u6a21\u578b\u63d0\u4f9b\u4e0d\u540c\u7684\u7cfb\u7edf\u63d0\u793a\u8bcd\uff0c\u56e0\u4e3a\u5f88\u96be\u5c06\u4efb\u4f55\u6e38\u620f\u503e\u5411\u5f52\u56e0\u4e8e\u67d0\u4e9b\u7b56\u7565\u3002\u56e0\u6b64\uff0c\u7814\u7a76\u8005\u7ed9\u4e86\u6240\u6709\u6a21\u578b\u76f8\u540c\u7684\u63d0\u793a\u8bcd\uff0c\u5373\u6240\u6709\u90fd\u662f\u300c\u96c6\u4f53\u300d\u3001\u300c\u4e2d\u7acb\u300d\u6216\u300c\u81ea\u79c1\u300d\u3002\u5728\u505a\u51fa\u8d21\u732e\u4e4b\u524d\uff0c\u7814\u7a76\u8005\u6ca1\u6709\u63d0\u793a\u83b7\u53d6\u5b83\u4eec\u7684\u63a8\u7406\u8f68\u8ff9\u3002<\/p>\n\n\n\n<p>\u6309\u7167\u7814\u7a76 1 \u548c 2 \u7684\u505a\u6cd5\uff0c\u7814\u7a76\u8005\u5728 No Name \u548c Name \u6761\u4ef6\u4e0b\u6d4b\u8bd5\u4e86\u6a21\u578b\u7684\u884c\u4e3a\u3002\u7814\u7a76\u8005\u9488\u5bf9\u6bcf\u4e2a\u63d0\u793a\u8bcd\u914d\u5bf9\u3001\u6761\u4ef6\u548c\u6a21\u578b\u8fd0\u884c\u4e86 n = 50 \u6b21\u6e38\u620f\u3002\u7cfb\u7edf\u63d0\u793a\u8bcd\u4e0e\u7814\u7a76 2 \u4e2d\u7684\u76f8\u540c\uff0c\u4f46\u6a21\u578b\u88ab\u544a\u77e5\u5b83\u4eec\u6b63\u5728\u4e0e\u4e09\u4e2a\u73a9\u5bb6\u4e00\u8d77\u6e38\u620f\u3002<\/p>\n\n\n\n<p><strong>\u7ed3\u679c\u5982\u4f55\uff1f<\/strong><\/p>\n\n\n\n<p>\u7814\u7a76\u7ed3\u679c\u53d1\u73b0\u4e86\u4e00\u4e2a\u6838\u5fc3\u73b0\u8c61\uff1a<strong>\u5f53\u544a\u8bc9 LLM \u5b83\u5728\u548c\u300c\u81ea\u5df1\u300d\u73a9\u6e38\u620f\u65f6\uff0c\u5b83\u7684\u884c\u4e3a\u4f1a\u53d1\u751f\u663e\u8457\u53d8\u5316\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u7814\u7a76 1\uff1a\u53e3\u662f\u5fc3\u975e\u7684 AI<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"679\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-435-1024x679.jpg\" alt=\"\" class=\"wp-image-1199\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-435-1024x679.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-435-300x199.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-435-768x509.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-435.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"676\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-437-1024x676.jpg\" alt=\"\" class=\"wp-image-1202\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-437-1024x676.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-437-300x198.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-437-768x507.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-437.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u96c6\u4f53\u63d0\u793a\u8bcd\uff08\u4f18\u5148\u8003\u8651\u5171\u540c\u5229\u76ca\uff09\uff1a<strong>\u00a0\u5f53\u6a21\u578b\u88ab\u544a\u77e5\u5bf9\u624b\u662f\u81ea\u5df1\u65f6\uff0c\u5b83\u4eec\u53cd\u800c\u66f4\u503e\u5411\u4e8e\u80cc\u53db\uff08\u8d21\u732e\u66f4\u5c11\uff09\u3002<\/strong><\/li>\n\n\n\n<li>\u81ea\u79c1\u63d0\u793a\u8bcd\uff08\u6700\u5927\u5316\u4e2a\u4eba\u6536\u76ca\uff09\uff1a\u00a0<strong>\u5f53\u6a21\u578b\u88ab\u544a\u77e5\u5bf9\u624b\u662f\u81ea\u5df1\u65f6\uff0c\u5b83\u4eec\u53cd\u800c\u66f4\u503e\u5411\u4e8e\u5408\u4f5c\uff08\u8d21\u732e\u66f4\u591a\uff09\u3002<\/strong><\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"440\" height=\"377\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-173.png\" alt=\"\" class=\"wp-image-1203\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-173.png 440w, 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