{"id":37406,"date":"2025-01-28T02:00:12","date_gmt":"2025-01-27T18:00:12","guid":{"rendered":"https:\/\/17aitech.com\/?p=37406"},"modified":"2025-01-28T02:00:12","modified_gmt":"2025-01-27T18:00:12","slug":"meta%e3%80%81%e6%96%af%e5%9d%a6%e7%a6%8f%e7%ad%89%ef%bc%9aai%e7%9a%84%e4%b8%8b%e4%b8%80%e4%b8%aa%e5%89%8d%e6%b2%bf%ef%bc%8c%e6%ad%a3%e6%98%af%e9%99%b6%e5%93%b2%e8%bd%a9%e8%af%b4%e7%9a%84%e5%bd%a2","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=37406","title":{"rendered":"Meta\u3001\u65af\u5766\u798f\u7b49\uff1aAI\u7684\u4e0b\u4e00\u4e2a\u524d\u6cbf\uff0c\u6b63\u662f\u9676\u54f2\u8f69\u8bf4\u7684\u5f62\u5f0f\u5316\u6570\u5b66\u63a8\u7406"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-12-24-6\" target=\"_blank\">Meta\u3001\u65af\u5766\u798f\u7b49\uff1aAI\u7684\u4e0b\u4e00\u4e2a\u524d\u6cbf\uff0c\u6b63\u662f\u9676\u54f2\u8f69\u8bf4\u7684\u5f62\u5f0f\u5316\u6570\u5b66\u63a8\u7406<\/a><\/p>\n<section>\u5bf9 AI \u7814\u7a76\u8005\u6765\u8bf4\uff0c\u6570\u5b66\u65e2\u662f\u4e00\u7c7b\u96be\u9898\uff0c\u4e5f\u662f\u4e00\u4e2a\u6807\u6746\uff0c\u80fd\u591f\u6210\u4e3a\u8861\u91cf AI \u6280\u672f\u7684\u53d1\u5c55\u91cd\u8981\u5c3a\u5ea6\u3002\u8fd1\u6bb5\u65f6\u95f4\uff0c\u968f\u7740 AI \u63a8\u7406\u80fd\u529b\u7684\u63d0\u5347\uff0c\u4f7f\u7528 AI \u6765\u8bc1\u660e\u6570\u5b66\u95ee\u9898\u5df2\u7ecf\u6210\u4e3a\u4e00\u4e2a\u91cd\u8981\u7684\u7814\u7a76\u63a2\u7d22\u65b9\u5411\u3002\u8457\u540d\u6570\u5b66\u5bb6\u9676\u54f2\u8f69\u5c31\u662f\u8fd9\u4e00\u65b9\u5411\u7684\u63a8\u52a8\u8005\uff0c\u4ed6<a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650922008&amp;idx=4&amp;sn=c6987854e9728c45a52ac366e7903298&amp;scene=21#wechat_redirect\" target=\"_blank\">\u66fe\u8868\u793a<\/a>\uff1a\u672a\u6765\u6570\u5b66\u5bb6\u53ef\u4ee5\u901a\u8fc7\u5411\u7c7b\u4f3c GPT \u7684 AI \u89e3\u91ca\u8bc1\u660e\uff0cAI \u4f1a\u5c06\u5176\u5f62\u5f0f\u5316\u4e3a Lean \u8bc1\u660e\u3002\u8fd9\u79cd\u52a9\u624b\u578b AI \u4e0d\u4ec5\u80fd\u751f\u6210 LaTeX \u6587\u4ef6\uff0c\u8fd8\u80fd\u5e2e\u52a9\u63d0\u4ea4\u8bba\u6587\uff0c\u4ece\u800c\u5927\u5e45\u63d0\u9ad8\u6570\u5b66\u5bb6\u7684\u5de5\u4f5c\u6548\u7387\u548c\u4fbf\u5229\u6027\u3002<\/section>\n<section><\/section>\n<section>\u5982\u4eca\uff0c\u5df2\u7ecf\u8bde\u751f\u4e86 Gemini 2.0 Flash Thinking \u548c o1\/o3 \u7b49\u5f3a\u5927\u63a8\u7406\u6a21\u578b\uff0c\u90a3\u4e48\u7528 AI \u6765\u8fdb\u884c\u5f62\u5f0f\u5316\u6570\u5b66\u63a8\u7406\u53c8\u5df2\u7ecf\u8d70\u5230\u4e86\u54ea\u4e00\u6b65\u5462\uff1f<\/section>\n<section><\/section>\n<section>Meta FAIR \u548c\u65af\u5766\u798f\u5927\u5b66\u7b49\u591a\u6240\u673a\u6784\u7684\u4e00\u7bc7\u65b0\u7684\u7acb\u573a\u8bba\u6587\uff08position paper\uff09\u6216\u8bb8\u80fd\u4e3a\u4f60\u7ed9\u51fa\u8fd9\u4e2a\u95ee\u9898\u7684\u7b54\u6848\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-b39ad0a92268e217175af2e4a34bacee.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-b39ad0a92268e217175af2e4a34bacee.png\"><\/a><\/section>\n<ul>\n<li>\n<p>\u8bba\u6587\u6807\u9898\uff1aFormal Mathematical Reasoning: A New Frontier in AI<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2412.16075<\/p>\n<\/li>\n<\/ul>\n<section>\u672c\u6587\u4e00\u4f5c\u6768\u51ef\u5cea\u5728 X \u4e0a\u8868\u793a\uff0cAI4Math \u7684\u4e0b\u4e00\u6b65\u662f\u4f7f\u7528\u8bc1\u660e\u52a9\u624b\u7b49\u5f62\u5f0f\u5316\u7cfb\u7edf\u6765\u5b9e\u73b0\u5f62\u5f0f\u5316\u6570\u5b66\u63a8\u7406\u3002\u4ed6\u4e5f\u5728\u63a8\u6587\u4ee5\u53ca\u8bba\u6587\u4e2d\u611f\u8c22\u4e86\u9676\u54f2\u8f69\u7b49\u6570\u5b66\u5bb6\u63d0\u4f9b\u7684\u53cd\u9988\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-36dbb644caeff149ff14a5b8f550aa5d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-36dbb644caeff149ff14a5b8f550aa5d.png\"><\/a><\/section>\n<section>Meta \u7814\u7a76\u79d1\u5b66\u5bb6\u7530\u6e0a\u680b\u4e5f\u5206\u4eab\u8f6c\u53d1\u4e86\u8fd9\u7bc7\u7acb\u573a\u8bba\u6587\uff0c\u5e76\u8868\u793a\u5f88\u671f\u5f85\u770b\u5230 AI \u80fd\u57fa\u4e8e\u73b0\u6709\u7684\u4e92\u8054\u7f51\u6570\u636e\u5728\u6570\u5b66\u9636\u68af\u4e0a\u80fd\u5230\u8fbe\u4f55\u79cd\u9ad8\u5ea6\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-747713bbc0c7c23bc3187553da67de26.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-747713bbc0c7c23bc3187553da67de26.png\"><\/a><\/section>\n<section>\u8fd9\u7bc7\u8bba\u6587\u7684\u5185\u5bb9\u76f8\u5f53\u4e30\u5bcc\uff0c\u673a\u5668\u4e4b\u5fc3\u5c06\u5728\u6b64\u4ecb\u7ecd\u8be5\u8bba\u6587\u7684\u4e3b\u8981\u5185\u5bb9\u7ed3\u6784\uff0c\u5c24\u5176\u662f\u8be5\u56e2\u961f\u5bf9\u591a\u4e2a\u76f8\u5173\u7814\u7a76\u65b9\u5411\u7684\u5206\u7ea7\u7b56\u7565\u3002\u8fd9\u4e9b\u5206\u7ea7\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u66f4\u597d\u5730\u754c\u5b9a AI \u5728\u5f62\u5f0f\u5316\u6570\u5b66\u63a8\u7406\u65b9\u9762\u7684\u8fdb\u5c55\u3002\u4e0b\u56fe\u4e3a\u8be5\u7efc\u8ff0\u7684\u76ee\u5f55\u622a\u56fe\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-15f6d0b713bdfa5a7b55c191b76fccf5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-15f6d0b713bdfa5a7b55c191b76fccf5.png\"><\/a><\/section>\n<section>\u81ea AI \u8bde\u751f\u4e4b\u521d\uff0c\u7814\u7a76\u8005\u5c31\u68a6\u60f3\u7740\u6784\u5efa\u80fd\u591f\u81ea\u52a8\u8fdb\u884c\u6570\u5b66\u63a8\u7406\u7684 AI \u7cfb\u7edf\u3002\u5386\u53f2\u4e0a\uff0c\u9996\u4e2a\u6b64\u7c7b AI \u7a0b\u5e8f\u662f Newell \u548c Simon \u6253\u9020\u7684 Logic Theorist\uff08\u903b\u8f91\u7406\u8bba\u5bb6\uff09\uff0c\u8fd9\u4e2a\u5b9a\u7406\u8bc1\u660e\u7cfb\u7edf\u80fd\u591f\u8bc1\u660e\u300a\u6570\u5b66\u539f\u7406\u300b\u4e2d\u7684 38 \u6761\u5b9a\u7406\u3002<\/section>\n<section><\/section>\n<section>\u81ea\u90a3\u4e4b\u540e\u5df2\u8fc7\u53bb\u6570\u5341\u5e74\uff0cAI \u7684\u4e2d\u5fc3\u5df2\u7ecf\u4ece\u7b26\u53f7\u65b9\u6cd5\u8f6c\u79fb\u5230\u4e86\u673a\u5668\u5b66\u4e60\uff0c\u5e76\u51fa\u73b0\u4e86\u4e00\u4e2a\u65b0\u9886\u57df\uff1a\u7528\u4e8e\u6570\u5b66\u7684\u7edf\u8ba1\u5f0f\u4eba\u5de5\u667a\u80fd\uff08AI4Math\uff09\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u662f\u4e00\u4e2a\u975e\u5e38\u5438\u5f15\u4eba\u7684\u9886\u57df\u3002\u539f\u56e0\u4e0d\u96be\u7406\u89e3\uff0c\u5f88\u591a\u63a8\u7406\u548c\u89c4\u5212\u4efb\u52a1\u672c\u8d28\u4e0a\u90fd\u662f\u6570\u5b66\u95ee\u9898\u3002\u53e6\u5916\uff0c\u6570\u5b66\u5728\u5b9a\u91cf\u5b66\u79d1\u4e2d\u8d77\u7740\u57fa\u7840\u6027\u4f5c\u7528\uff0c\u56e0\u6b64 AI4Math \u6709\u53ef\u80fd\u7ed9\u79d1\u5b66\u3001\u5de5\u7a0b\u548c\u5176\u4ed6\u9886\u57df\u7684\u4eba\u5de5\u667a\u80fd\u5e26\u6765\u9769\u65b0\u3002\u4e5f\u6b63\u56e0\u4e3a\u8fd9\u4e9b\u539f\u56e0\uff0cLLM \u5f00\u53d1\u8005\u901a\u5e38\u4f1a\u628a\u6570\u5b66\u95ee\u9898\u6c42\u89e3\u80fd\u529b\u4f5c\u4e3a\u4e00\u4e2a\u6838\u5fc3\u8861\u91cf\u6307\u6807\uff0c\u4eba\u4eec\u4e5f\u5728\u52aa\u529b\u521b\u9020\u80fd\u5728\u6570\u5b66\u95ee\u9898\u4e0a\u6bd4\u80a9\u751a\u81f3\u8d85\u8d8a\u4eba\u7c7b\u7684 AI \u7cfb\u7edf\u3002<\/section>\n<section><\/section>\n<section>AI4Math \u7684\u91cd\u8981\u6027\u5438\u5f15\u4e86\u5927\u91cf\u7814\u7a76\u8005\uff0c\u4ed6\u4eec\u5f00\u59cb\u4f7f\u7528\u6765\u81ea\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u9886\u57df\u7684\u6280\u672f\u6765\u5f00\u53d1\u6570\u5b66 LLM\u3002<\/section>\n<section><\/section>\n<section>\u4e00\u79cd\u5e38\u7528\u65b9\u6cd5\u662f\u4f7f\u7528\u6570\u5b66\u6570\u636e\u6765\u5bf9 LLM \u8fdb\u884c\u6301\u7eed\u9884\u8bad\u7ec3\uff0c\u6bd4\u5982\u53ef\u4ee5\u4f7f\u7528\u6765\u81ea arXiv \u8bba\u6587\u548c MathOverflow \u7f51\u9875\u7684\u6570\u636e\uff0c\u7136\u540e\u5728\u7cbe\u5fc3\u9009\u62e9\u7684\u6570\u5b66\u95ee\u9898\u6570\u636e\u96c6\uff08\u5176\u4e2d\u4f1a\u63d0\u4f9b\u8be6\u7ec6\u7684\u5206\u6b65\u89e3\u51b3\u65b9\u6848\uff09\u4e0a\u5bf9\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\u3002\u8be5\u56e2\u961f\u79f0\u4e4b\u4e3a\u975e\u5f62\u5f0f\u5316\uff08informal\uff09\u65b9\u6cd5\u3002<\/section>\n<section><\/section>\n<section>\u7c7b\u4f3c\u4e8e\u901a\u7528 LLM\uff0c\u6570\u5b66 LLM \u7684\u914d\u65b9\u4e5f\u5f88\u7b80\u5355\uff0c\u79d8\u8bc0\u5f80\u5f80\u5728\u4e8e\u6570\u636e\u7684\u6574\u7f16\u3002\u5728 GSM8K\u3001MATH\u3001AIMO Progress Prize \u7b49\u5e38\u7528\u57fa\u51c6\u4e0a\u53d6\u5f97\u8fdb\u5c55\u7684\u6570\u5b66 LLM \u901a\u5e38\u5305\u542b\u7cbe\u5fc3\u6574\u7f16\u7684\u8bad\u7ec3\u6570\u636e\u96c6\u3001\u601d\u7ef4\u94fe\u7b49\u63a8\u7406\u65f6\u95f4\u6280\u672f\u3001\u81ea\u6211\u4e00\u81f4\u6027\u548c\u5de5\u5177\u4f7f\u7528\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section>\u7136\u800c\uff0c\u76f4\u5230\u672c\u6587\u5199\u4f5c\u65f6\uff0c\u975e\u5f62\u5f0f\u5316\u65b9\u6cd5\u5f97\u5230\u7684 AI \u7684\u6570\u5b66\u80fd\u529b\u57fa\u672c\u90fd\u4e0d\u8d85\u8fc7 AIME \u7684\u9ad8\u4e2d\u6570\u5b66\u6c34\u5e73\u3002<\/section>\n<section><\/section>\n<section>\u90a3\u4e48\uff0c\u95ee\u9898\u5c31\u6765\u4e86\uff1a\u975e\u5f62\u5f0f\u5316\u65b9\u6cd5\u7684\u89c4\u6a21\u6269\u5c55\u4e4b\u8def\u8fd8\u80fd\u8d70\u591a\u8fdc\uff1f\u5b83\u80fd\u8ba9\u6570\u5b66 LLM \u89e3\u51b3\u66f4\u5177\u6311\u6218\u6027\u7684\u7ade\u8d5b\u95ee\u9898\uff08\u4f8b\u5982\uff0cIMO\u3001\u56fd\u9645\u6570\u5b66\u5965\u6797\u5339\u514b\uff09\u751a\u81f3\u8fd8\u5728\u7814\u7a76\u4e2d\u7684\u6570\u5b66\u95ee\u9898\u5417\uff1f<\/section>\n<section><\/section>\n<section>\u4ece\u9ad8\u4e2d\u5230\u66f4\u9ad8\u7ea7\u7684\u6570\u5b66\uff0c\u975e\u5f62\u5f0f\u65b9\u6cd5\u9762\u4e34\u7684\u96be\u9898\u65e0\u6cd5\u4ec5\u4ec5\u901a\u8fc7\u89c4\u6a21\u6269\u5c55\u89e3\u51b3\u3002<\/section>\n<section><\/section>\n<section>\u9996\u5148\uff0c\u8bad\u7ec3\u6570\u5b66 LLM \u9700\u8981\u9ad8\u8d28\u91cf\u7684\u6570\u636e\uff0c\u800c\u9ad8\u8d28\u91cf\u9ad8\u7b49\u6570\u5b66\u6570\u636e\u5f88\u7a00\u7f3a\u3002\u5bf9\u4e8e\u65b0\u7684\u7814\u7a76\u6570\u5b66\u95ee\u9898\uff0c\u4e0d\u53ef\u80fd\u5728\u4e92\u8054\u7f51\u4e0a\u627e\u5230\u7c7b\u4f3c\u95ee\u9898\u7684\u89e3\u7b54\u6216\u5927\u89c4\u6a21\u624b\u52a8\u6807\u6ce8\u6570\u636e\u3002\u5982\u679c\u6ca1\u6cd5\u6269\u5927\u6570\u636e\u89c4\u6a21\uff0c\u5c31\u4e0d\u53ef\u80fd\u5145\u5206\u4eab\u53d7\u5230 LLM \u7684 Scaling Law\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-8498caeacadad2f39ca31dc03dc06116.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-8498caeacadad2f39ca31dc03dc06116.png\"><\/a><\/section>\n<section>\u7b2c\u4e8c\uff0c\u5f88\u591a\u9ad8\u7b49\u6570\u5b66\u7684\u89e3\u5e76\u4e0d\u662f\u6570\u503c\uff0c\u56e0\u6b64\u96be\u4ee5\u901a\u8fc7\u6bd4\u8f83 ground truth \u6765\u8fdb\u884c\u8bc4\u4f30\u3002\u4f8b\u5982\u8bc1\u660e\u95ee\u9898\u9700\u8981\u4e00\u7cfb\u5217\u590d\u6742\u7684\u63a8\u7406\u6b65\u9aa4\u3002<\/section>\n<section><\/section>\n<section>LLM \u8fd8\u6709\u4e2a\u81ed\u540d\u662d\u8457\u7684\u5e7b\u89c9\u95ee\u9898\uff0c\u4f1a\u751f\u6210\u770b\u8d77\u6765\u53ef\u884c\u7684\u63a8\u7406\u6b65\u9aa4\uff0c\u56e0\u6b64\u8bc4\u4f30\u6a21\u578b\u8f93\u51fa\u6216\u6536\u96c6\u6709\u7528\u53cd\u9988\u7684\u96be\u5ea6\u975e\u5e38\u5927\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u4e9b\u95ee\u9898\u90fd\u96be\u4ee5\u901a\u8fc7\u6269\u5927\u975e\u5f62\u5f0f\u5316\u65b9\u6cd5\u7684\u89c4\u6a21\u6765\u89e3\u51b3\u3002<\/section>\n<section><\/section>\n<section>\u5982\u679c\u8bad\u7ec3\u65f6\u95f4\u6269\u5c55\u4e0d\u591f\u7528\uff0c\u90a3\u6211\u4eec\u8fd8\u9700\u8981\u4ec0\u4e48\u5462\uff1fOpenAI o1 \u5c55\u793a\u4e86\u4e00\u4e2a\u53ef\u80fd\u65b9\u5411\uff1a\u5728\u63a8\u7406\u65f6\u95f4\u6269\u5c55\u975e\u5f62\u5f0f\u5316\u65b9\u6cd5\uff0c\u6bd4\u5982\u5c06\u641c\u7d22\u4e0e\u795e\u7ecf\u9a8c\u8bc1\u5668\u7ec4\u5408\u8d77\u6765\u7f13\u89e3\u63a8\u7406\u5e7b\u89c9\u3002<\/section>\n<section><\/section>\n<section>\u867d\u7136\u8fd9\u79cd\u65b9\u6cd5\u5438\u5f15\u4e86\u5f88\u591a\u4eba\u7684\u773c\u7403\uff0c\u4f46\u5b83\u7a76\u7adf\u80fd\u4e0d\u80fd\u6709\u6548\u89e3\u51b3\u9ad8\u7b49\u6570\u5b66\u95ee\u9898\u8fd8\u6709\u5f85\u89e3\u7b54\u3002<\/section>\n<section><\/section>\n<section>\u800c\u672c\u7bc7\u7acb\u573a\u8bba\u6587\u5173\u6ce8\u7684\u5219\u662f\u4e00\u4e2a\u8f83\u5c11\u88ab\u63a2\u7d22\u7684\u8865\u5145\u65b9\u6cd5\uff1a\u5f62\u5f0f\u5316\u6570\u5b66\u63a8\u7406\uff08formal mathematical reasoning\u3002<\/section>\n<section><\/section>\n<section>\u8be5\u56e2\u961f\u8868\u793a\uff0c\u5f62\u5f0f\u5316\u6570\u5b66\u63a8\u7406\u662f\u6307\u7acb\u8db3\u4e8e\u5f62\u5f0f\u5316\u7cfb\u7edf\u7684\u6570\u5b66\u63a8\u7406\uff0c\u800c\u5f62\u5f0f\u5316\u7cfb\u7edf\u5305\u62ec\u4f46\u4e0d\u9650\u4e8e\u4e00\u9636 \/ \u9ad8\u9636\u903b\u8f91\u3001\u4f9d\u8d56\u7c7b\u578b\u7406\u8bba\u548c\u5e26\u6709\u5f62\u5f0f\u89c4\u8303\u6ce8\u91ca\u7684\u8ba1\u7b97\u673a\u7a0b\u5e8f\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u79cd\u5f62\u5f0f\u5316\u7cfb\u7edf\u53ef\u63d0\u4f9b\u9a8c\u8bc1\u6a21\u578b\u63a8\u7406\u5e76\u63d0\u4f9b\u81ea\u52a8\u53cd\u9988\u7684\u73af\u5883\u3002\u5b83\u4eec\u4e0d\u540c\u4e8e\u73b0\u4ee3 LLM \u4f7f\u7528\u7684\u300c\u5de5\u5177\u300d\uff0c\u56e0\u4e3a\u5b83\u4eec\u53ef\u4ee5\u5efa\u6a21\u5e7f\u6cdb\u547d\u9898\u7684\u771f\u4e0e\u5047\uff0c\u5e76\u4e14\u8fd8\u662f\u53ef\u8bc1\u660e\u7684\u3002\u6b64\u7c7b\u7cfb\u7edf\u63d0\u4f9b\u7684\u53cd\u9988\u53ef\u4ee5\u7f13\u89e3\u6570\u636e\u7a00\u7f3a\u95ee\u9898\uff1b\u6b64\u5916\uff0c\u6b64\u7c7b\u7cfb\u7edf\u8fd8\u53ef\u4ee5\u8fdb\u884c\u4e25\u683c\u7684\u6d4b\u8bd5\u65f6\u95f4\u68c0\u67e5\uff0c\u4ee5\u62b5\u6297\u5e7b\u89c9\u3002<\/section>\n<section><\/section>\n<section>\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u975e\u5f62\u5f0f\u5316\u6570\u5b66\u662f\u6307\u6559\u79d1\u4e66\u3001\u7814\u7a76\u8bba\u6587\u548c\u5728\u7ebf\u6570\u5b66\u8bba\u575b\u4e2d\u5e38\u89c1\u7684\u6570\u5b66\u6587\u672c\u3002\u975e\u5f62\u5f0f\u5316\u6570\u5b66\u4f1a\u5c06\u81ea\u7136\u8bed\u8a00\u4e0e\u7b26\u53f7\uff08\u4f8b\u5982 LATEX\uff09\u4ea4\u7ec7\u5728\u4e00\u8d77\uff0c\u4f46\u8fd9\u4e9b\u7b26\u53f7\u6ca1\u6709\u81ea\u6211\u5305\u542b\u7684\u5f62\u5f0f\u8bed\u4e49\uff0c\u800c\u662f\u4f9d\u9760\u975e\u5f62\u5f0f\u6587\u672c\u6765\u4f20\u8fbe\u5176\u542b\u4e49\u7684\u91cd\u8981\u90e8\u5206\u3002<\/section>\n<section><\/section>\n<section>AlphaProof \u548c AlphaGeometry \u662f\u8fd9\u4e00\u60f3\u6cd5\u6210\u529f\u7684\u4e24\u4e2a\u7a81\u51fa\u4f8b\u5b50\u3002\u5728\u6b64\u4e4b\u524d\uff0c\u5f88\u591a\u7814\u7a76\u8005\u5c1d\u8bd5\u8fc7\u4f7f\u7528 LLM \u6765\u89e3\u51b3\u5965\u6570\u7ea7\u6570\u5b66\u95ee\u9898\uff0c\u4f46\u90fd\u5931\u8d25\u4e86\u3002\u4e0a\u8ff0\u7cfb\u7edf\u7684\u5173\u952e\u533a\u522b\u5728\u4e8e\u539f\u5219\u6027\u5730\u4f7f\u7528\u4e86\u7b26\u53f7\u8868\u793a\u548c\u8bc1\u660e\u68c0\u67e5\u6846\u67b6\u3002\u5176\u4e2d\uff0c\u7b26\u53f7\u7ec4\u4ef6\uff08AlphaProof \u7684 Lean\u3001AlphaGeometry \u7684\u7279\u5b9a\u9886\u57df\u51e0\u4f55\u7cfb\u7edf\uff09\u7684\u4f5c\u7528\u662f\u6267\u884c\u795e\u7ecf\u7f51\u7edc\u7684\u63a8\u7406\u6b65\u9aa4\u5e76\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u5408\u6210\u6570\u636e\uff0c\u4ece\u800c\u5b9e\u73b0\u524d\u6240\u672a\u6709\u7684\u6570\u5b66\u63a8\u7406\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section>AlphaProof \u548c AlphaGeometry \u4e4b\u524d\uff0c\u5df2\u7ecf\u6709\u8bb8\u591a\u6587\u732e\u505a\u597d\u4e86\u94fa\u57ab \u2014\u2014 \u5b83\u4eec\u63a2\u8ba8\u4e86\u5f62\u5f0f\u5316\u65b9\u6cd5\u548c\u673a\u5668\u5b66\u4e60\u5728\u6570\u5b66\u4efb\u52a1\u4e2d\u7684\u534f\u540c\u4f7f\u7528\u3002\u5177\u4f53\u6d89\u53ca\u7684\u4e3b\u9898\u5305\u62ec\u795e\u7ecf\u5b9a\u7406\u8bc1\u660e\u3001\u81ea\u52a8\u5f62\u5f0f\u5316\uff08autoformalization\uff09\u7b49\u3002<\/section>\n<section><\/section>\n<section>LLM \u7684\u51fa\u73b0\u5927\u5927\u52a0\u901f\u4e86\u8fd9\u4e00\u9886\u57df\u7684\u7814\u7a76\u3002\u4f8b\u5982\uff0c\u7531\u4e8e\u7f3a\u4e4f\u7528\u4e8e\u5fae\u8c03\u7684\u5df2\u5bf9\u9f50\u975e\u5f62\u5f0f\u5316 &#8211; \u5f62\u5f0f\u5316\u5bf9\uff0c\u81ea\u52a8\u5f62\u5f0f\u5316\u957f\u671f\u4ee5\u6765\u4e00\u76f4\u90fd\u8fdb\u5c55\u7f13\u6162\u3002LLM \u53ef\u4ee5\u901a\u8fc7\u5408\u6210\u6570\u636e\u6216\u6267\u884c\u65e0\u5fae\u8c03\u81ea\u52a8\u5f62\u5f0f\u5316\u6765\u7f13\u89e3\u6b64\u95ee\u9898\u3002\u56e0\u6b64\uff0c\u4eba\u4eec\u5f00\u59cb\u8ba4\u8bc6\u5230\u81ea\u52a8\u5f62\u5f0f\u5316\u5728\u5f15\u5bfc\u795e\u7ecf\u5b9a\u7406\u8bc1\u660e\u5668\u65b9\u9762\u7684\u6f5c\u529b\u3002LLM \u4e5f\u662f\u5b9a\u7406\u8bc1\u660e\u7684\u5f3a\u5927\u5de5\u5177\uff1b\u4e8b\u5b9e\u4e0a\uff0c\u6700\u8fd1\u5df2\u6709\u65b9\u6cd5\u5229\u7528 LLM \u6765\u9884\u6d4b\u8bc1\u660e\u6b65\u9aa4\u5e76\u4fee\u590d\u6709\u7f3a\u9677\u7684\u8bc1\u660e\uff0c\u540c\u65f6\u8fd8\u65e0\u9700\u57fa\u4e8e\u5f62\u5f0f\u5316\u8bc1\u660e\u6570\u636e\u8fdb\u884c\u660e\u786e\u8bad\u7ec3\u3002<\/section>\n<section><\/section>\n<section>\u56f4\u7ed5 LLM \u548c\u5f62\u5f0f\u5316\u63a8\u7406\u7684\u7814\u7a76\u57fa\u7840\u8bbe\u65bd\u6b63\u5728\u8fc5\u901f\u6210\u719f\u3002Lean \u8fd9\u79cd\u7528\u4e8e\u7f16\u5199\u5f62\u5f0f\u5316\u8bc1\u660e\u7684\u8bed\u8a00\u5728\u6570\u5b66\u5bb6\u4e2d\u8d8a\u6765\u8d8a\u53d7\u6b22\u8fce\uff0c\u5e76\u50ac\u751f\u4e86\u5f62\u5f0f\u5316\u7814\u7a76\u6570\u5b66\u548c\u901a\u7528\u6570\u5b66\u5e93\u3002\u73b0\u5728\u5df2\u6709\u591a\u4e2a\u6846\u67b6\u53ef\u652f\u6301 LLM \u548c Lean \u4e4b\u95f4\u7684\u4ea4\u4e92\u3002\u8fd9\u4e9b\u6846\u67b6\u652f\u6301\u57fa\u4e8e\u4eba\u5de5\u7f16\u5199\u7684\u5f62\u5f0f\u5316\u8bc1\u660e\u63d0\u53d6\u8bad\u7ec3\u6570\u636e\uff0c\u4ee5\u53ca\u901a\u8fc7\u4e0e\u5f62\u5f0f\u5316\u73af\u5883\u7684\u4ea4\u4e92\u8fdb\u884c\u5b9a\u7406\u8bc1\u660e\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-85a2428868ce2d8103ca456b7ecf98af.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-85a2428868ce2d8103ca456b7ecf98af.png\"><\/a><\/section>\n<section>\u9664\u4e86 Lean \u4e4b\u5916\uff0cCoq \u548c Isabelle \u7b49\u8bc1\u660e\u8bed\u8a00\u7684\u591a\u8bed\u8a00\u57fa\u7840\u8bbe\u65bd\u4e5f\u5df2\u5728\u6784\u5efa\u4e2d \u3002<\/section>\n<section><\/section>\n<section>\u6700\u540e\uff0cLLM \u5df2\u88ab\u7528\u4e8e\u534f\u52a9\u4eba\u7c7b\u6570\u5b66\u5bb6\u7f16\u5199\u5f62\u5f0f\u5316\u8bc1\u660e \uff0c\u8fd9\u53ef\u80fd\u4f1a\u542f\u52a8\u4e00\u4e2a\u6570\u636e\u98de\u8f6e\uff0c\u5176\u4e2d\u4e0d\u65ad\u589e\u957f\u7684\u4eba\u7c7b\u7f16\u5199\u7684\u5f62\u5f0f\u5316\u6570\u5b66\u6570\u636e\u4f1a\u4ea7\u751f\u66f4\u5f3a\u5927\u7684 LLM\uff0c\u4ece\u800c\u8ba9\u4eba\u53ef\u4ee5\u66f4\u8f7b\u677e\u5730\u521b\u5efa\u66f4\u591a\u6570\u636e\u3002<\/section>\n<section><\/section>\n<section>AI \u5728\u5f62\u5f0f\u5316\u6570\u5b66\u63a8\u7406\u65b9\u9762\u5927\u6709\u673a\u4f1a\uff0c\u56e0\u800c\u7814\u7a76\u7e41\u76db\u3002AI \u5728\u5f62\u5f0f\u5316\u6570\u5b66\u63a8\u7406\u65b9\u9762\u7684\u65b0\u5174\u673a\u4f1a\u5bfc\u81f4\u4e86\u7814\u7a76\u6d3b\u52a8\u7684\u84ec\u52c3\u53d1\u5c55\u3002\u6b63\u5982\u6700\u8fd1\u7684\u4e00\u9879\u8c03\u67e5\u7ed9\u51fa\u7684\u90a3\u6837\uff0c\u8be5\u9886\u57df\u7684\u53d1\u8868\u6587\u732e\u6570\u91cf\u5728 2023 \u5e74\u51e0\u4e4e\u7ffb\u4e86\u4e00\u756a\uff0c\u5e76\u4e14\u5f88\u53ef\u80fd\u5728 2024 \u5e74\u518d\u7ffb\u4e00\u756a\u3002\u901a\u8fc7\u5c06\u81ea\u52a8\u5f62\u5f0f\u5316\u4e0e\u5f3a\u5316\u5b66\u4e60\u76f8\u7ed3\u5408\uff0cAlphaProof \u6210\u4e3a\u7b2c\u4e00\u4e2a\u5728 IMO \u4e2d\u83b7\u5f97\u94f6\u724c\u7684\u4eba\u5de5\u667a\u80fd\u3002<\/section>\n<section><\/section>\n<section>\u8be5\u9886\u57df\u7684\u8fdb\u5c55\u4e5f\u53ef\u76f4\u63a5\u5e94\u7528\u4e8e\u5f62\u5f0f\u5316\u9a8c\u8bc1\uff08formal verification\uff09 \uff0c\u8fd9\u662f\u4e00\u4e2a\u6838\u5fc3\u7684\u8ba1\u7b97\u673a\u79d1\u5b66\u95ee\u9898\uff0c\u4f20\u7edf\u4e0a\u4e00\u76f4\u662f\u5f62\u5f0f\u5316\u6570\u5b66\u6700\u91cd\u8981\u7684\u5e94\u7528\u4e4b\u4e00\u3002\u867d\u7136\u5f62\u5f0f\u5316\u9a8c\u8bc1\u53ef\u4ee5\u5f97\u5230\u6781\u5176\u7a33\u5065\u548c\u5b89\u5168\u7684\u8f6f\u4ef6\u548c\u786c\u4ef6\u7cfb\u7edf\uff0c\u4f46\u4ece\u5386\u53f2\u4e0a\u770b\uff0c\u9664\u4e86\u5b89\u5168\u6027\u81f3\u5173\u91cd\u8981\u7684\u5e94\u7528\u4e4b\u5916\uff0c\u5f62\u5f0f\u5316\u9a8c\u8bc1\u5176\u5b9e\u5f88\u5c11\u7528\uff0c\u56e0\u4e3a\u5176\u90e8\u7f72\u6210\u672c\u592a\u9ad8\u3002AI \u53ef\u4ee5\u901a\u8fc7\u81ea\u52a8\u5316\u5f62\u5f0f\u5316\u548c\u8bc1\u660e\u5de5\u4f5c\u6765\u5927\u5e45\u964d\u4f4e\u8fd9\u4e00\u6210\u672c\u3002\u8fd9\u53ef\u80fd\u5bfc\u81f4\u672a\u6765\u5927\u89c4\u6a21\u751f\u4ea7\u7684\u8f6f\u4ef6\u548c\u786c\u4ef6\u7cfb\u7edf\u6bd4\u73b0\u5728\u66f4\u52a0\u7a33\u5065\u3002<\/section>\n<section><\/section>\n<section>\u8be5\u56e2\u961f\u8868\u793a\uff1a\u300c\u51fa\u4e8e\u6240\u6709\u8fd9\u4e9b\u539f\u56e0\uff0c\u6211\u4eec\u76f8\u4fe1\u57fa\u4e8e AI \u7684\u5f62\u5f0f\u5316\u6570\u5b66\u63a8\u7406\u5df2\u7ecf\u5230\u8fbe\u4e86\u4e00\u4e2a\u8f6c\u6298\u70b9\uff0c\u672a\u6765\u51e0\u5e74\u5c06\u53d6\u5f97\u91cd\u5927\u8fdb\u5c55\u3002\u7136\u800c\uff0c\u4ecd\u6709\u5927\u91cf\u5de5\u4f5c\u8981\u505a\u3002\u300d<\/section>\n<section><\/section>\n<section>\u672c\u7acb\u573a\u8bba\u6587\u6982\u8ff0\u4e86\u8be5\u9886\u57df\u5728\u6570\u636e\u548c\u7b97\u6cd5\u65b9\u9762\u9762\u4e34\u7684\u96be\u9898\uff0c\u4ee5\u53ca\u672a\u6765\u8fdb\u6b65\u7684\u53ef\u80fd\u8def\u7ebf\u3002<\/section>\n<section><\/section>\n<section><strong>AI4Math \u4e0e\u5f62\u5f0f\u5316\u6570\u5b66\u63a8\u7406<\/strong><\/section>\n<section><\/section>\n<section>\u6570\u5b66\u63a8\u7406\u662f AI \u9886\u57df\u7684\u524d\u6cbf\u7814\u7a76\u65b9\u5411\u3002\u672c\u8282\u9996\u5148\u5c06\u4ecb\u7ecd AI4Math \u7684\u975e\u5f62\u5f0f\u5316\u65b9\u6cd5\u53ca\u5176\u5c40\u9650\u6027\u3002\u7136\u540e\u5c06\u4ecb\u7ecd\u5728\u63a8\u8fdb AI4Math \u65b9\u9762\uff0c\u5f62\u5f0f\u5316\u6570\u5b66\u63a8\u7406\u662f\u4e00\u6761\u6709\u5e0c\u671b\u7684\u9053\u8def\u3002\u8fd9\u4e00\u8282\u6db5\u76d6\u7684\u5185\u5bb9\u5305\u62ec\uff1a<\/section>\n<section><\/section>\n<section>\u5f53\u524d\u6700\u4f73\u7684\u6570\u5b66 LLM \u4ee5\u53ca\u5b83\u4eec\u7684\u5c40\u9650\u6027\uff0c\u76ee\u524d\u7684\u96be\u9898\u5305\u62ec\u6570\u636e\u7a00\u7f3a\u3001\u7f3a\u4e4f\u9a8c\u8bc1\u6b63\u786e\u6027\u7684\u624b\u6bb5\u3002<\/section>\n<section><\/section>\n<section>\u7528\u4e8e\u5f62\u5f0f\u5316\u6570\u5b66\u63a8\u7406\u7684 AI\uff1a\u8fd9\u4e00\u8282\u5c06\u4ecb\u7ecd\u4ece\u975e\u5f62\u5f0f\u5316\u5230\u5f62\u5f0f\u5316\u7684\u8f6c\u5411\u3001\u8bc1\u660e\u52a9\u7406\u548c Lean \u7b49\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-0a053037e7393fd51c6056520e039431.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-0a053037e7393fd51c6056520e039431.png\"><\/a><\/section>\n<section>\u6570\u5b66 AI \u7684\u5176\u5b83\u65b9\u5411\uff1aAI4Math \u8303\u56f4\u5f88\u5e7f\uff0c\u8fd8\u5305\u542b\u5176\u5b83\u8bb8\u591a\u7814\u7a76\u65b9\u5411\uff0c\u6bd4\u5982\u4f7f\u7528\u795e\u7ecf\u7f51\u7edc\u6765\u8fd1\u4f3c\u51fd\u6570\u7b49\u7b49\u3002<\/section>\n<section><\/section>\n<section><strong>\u7528\u4e8e\u5f62\u5f0f\u5316\u6570\u5b66\u63a8\u7406\u7684 AI \u7684\u6700\u65b0\u8fdb\u5c55<\/strong><\/section>\n<section><\/section>\n<section>AI \u5df2\u5728\u5f62\u5f0f\u6570\u5b66\u63a8\u7406\u65b9\u9762\u53d6\u5f97\u4e86\u5b9e\u8d28\u6027\u8fdb\u5c55\u3002\u672c\u8282\u9996\u5148\u5c06\u8ba8\u8bba\u4e24\u4e2a\u5173\u952e\u4efb\u52a1\u7684\u8fdb\u5c55\uff1a\u81ea\u52a8\u5f62\u5f0f\u5316\u548c\u5b9a\u7406\u8bc1\u660e\u3002\u7136\u540e\u5c06\u62bd\u6837\u4e24\u4e2a\u76f8\u90bb\u9886\u57df \u2014\u2014 \u81ea\u7136\u8bed\u8a00\u548c\u4ee3\u7801\u751f\u6210 \u2014\u2014 \u5b83\u4eec\u53ef\u53d7\u76ca\u4e8e\u5f62\u5f0f\u5316\u65b9\u6cd5\u5b9e\u73b0\u7684\u53ef\u9a8c\u8bc1\u63a8\u7406\u3002<\/section>\n<section><\/section>\n<section>\u5728\u81ea\u52a8\u5f62\u5f0f\u5316\u65b9\u9762\uff0c\u672c\u6587\u4ecb\u7ecd\u4e86\u57fa\u4e8e\u89c4\u5219\u7684\u81ea\u52a8\u5f62\u5f0f\u5316\u3001\u57fa\u4e8e\u795e\u7ecf\u548c LLM \u7684\u81ea\u52a8\u5f62\u5f0f\u5316\u3001\u81ea\u52a8\u5f62\u5f0f\u5316\u7684\u5e94\u7528\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-6765431aeedb8c2dd4fe4fe7d52dd3a5.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-6765431aeedb8c2dd4fe4fe7d52dd3a5.png\"><\/a><\/section>\n<section>\u5728\u795e\u7ecf\u5b9a\u7406\u8bc1\u660e\u65b9\u9762\uff0c\u672c\u6587\u4ecb\u7ecd\u4e86\u4e13\u5bb6\u8fed\u4ee3\u3001\u4ece\u9519\u8bef\u4e2d\u5b66\u4e60\u3001\u975e\u6b63\u5f0f\u8bc1\u660e\u8349\u56fe\u3001\u5e93\u5b66\u4e60\u3001\u524d\u63d0\u9009\u62e9\u548c\u68c0\u7d22\u7b49\u4e3b\u9898\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-805d74c8dccecef9b6380a4c73a88f74.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-805d74c8dccecef9b6380a4c73a88f74.png\"><\/a><\/section>\n<section>\u6b64\u5916\uff0c\u8fd9\u4e00\u8282\u8fd8\u4ecb\u7ecd\u4e86\u81ea\u7136\u8bed\u8a00\u4e2d\u7684\u9a8c\u8bc1\u63a8\u7406\u3001\u5f62\u5f0f\u7cfb\u7edf\u9a8c\u8bc1\u548c\u9a8c\u8bc1\u751f\u6210\u3002<\/section>\n<section><\/section>\n<section><strong>\u6311\u6218\u4e0e\u672a\u6765\u7684\u65b9\u5411<\/strong><\/section>\n<section><\/section>\n<section>\u8fd9\u4e00\u8282\uff0c\u8be5\u56e2\u961f\u5206\u4eab\u4e86\u51e0\u4e2a\u4ecd\u5f85\u89e3\u51b3\u7684\u6311\u6218\u548c\u6709\u5e0c\u671b\u7684\u7814\u7a76\u65b9\u5411\uff0c\u5305\u62ec\u5f62\u5f0f\u5316\u6570\u5b66\u63a8\u7406\u7684\u6570\u636e\u548c\u7b97\u6cd5\u3001\u534f\u52a9\u4eba\u7c7b\u6570\u5b66\u5bb6\u548c\u8bc1\u660e\u5de5\u7a0b\u5e08\u7684 AI \u5de5\u5177\uff0c\u4ee5\u53ca\u96c6\u6210 AI \u548c\u5f62\u5f0f\u5316\u65b9\u6cd5\u6765\u751f\u6210\u53ef\u9a8c\u8bc1\u4ee3\u7801\u3002<\/section>\n<section><\/section>\n<section><strong>\u6570\u636e<\/strong><\/section>\n<section><\/section>\n<section>\u6570\u636e\u7a00\u7f3a\u662f\u9996\u8981\u95ee\u9898\u3002\u6f5c\u5728\u7684\u89e3\u51b3\u65b9\u6848\u5305\u62ec:<\/section>\n<section><\/section>\n<ul>\n<li>\n<p>\u4ece\u6559\u79d1\u4e66\u3001\u8bba\u6587\u548c\u8bb2\u4e49\u4e2d\u81ea\u52a8\u5f62\u5f0f\u5316\u975e\u5f62\u5f0f\u5316\u6570\u5b66\u5185\u5bb9<\/p>\n<\/li>\n<li>\n<p>\u57fa\u4e8e\u6570\u5b66\u516c\u7406\u751f\u6210\u5408\u6210\u7684\u731c\u60f3\u548c\u8bc1\u660e<\/p>\n<\/li>\n<li>\n<p>\u4ece\u4e0d\u540c\u7684\u8bc1\u660e\u6846\u67b6\u548c\u4ee3\u7801\u7b49\u6570\u636e\u4e30\u5bcc\u7684\u9886\u57df\u8fc1\u79fb\u77e5\u8bc6<\/p>\n<\/li>\n<\/ul>\n<section><strong>\u7b97\u6cd5<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u8fd9\u4e2a\u65b9\u9762\uff0c\u53c8\u6709\u8bb8\u591a\u4e9f\u5f85\u89e3\u51b3\u7684\u95ee\u9898\uff0c\u8be5\u56e2\u961f\u4e5f\u63d0\u51fa\u4e86\u4e00\u4e9b\u89e3\u51b3\u7684\u8bbe\u60f3\uff1a<\/section>\n<section><\/section>\n<section>\u95ee\u9898 1\uff1a\u5982\u4f55\u8ba9 AI \u80fd\u591f\u81ea\u52a8\u5730\u5c06\u975e\u5f62\u5f0f\u5316\u7684\u5185\u5bb9\u8f6c\u6362\u6210\u5f62\u5f0f\u5316\u7684\u6570\u5b66\u8bed\u8a00\uff1f<\/section>\n<ul>\n<li>\n<p>\u5efa\u7acb\u81ea\u52a8\u5f62\u5f0f\u5316\u8bed\u53e5\u7684\u8bc4\u4f30\u6307\u6807<\/p>\n<\/li>\n<li>\n<p>\u5c06\u5f62\u5f0f\u5316\u8fc7\u7a0b\u5206\u89e3\u4e3a\u5c0f\u6b65\u9aa4<\/p>\n<\/li>\n<li>\n<p>\u52a0\u5f3a\u4e0e\u5f62\u5f0f\u7cfb\u7edf\u7684\u4ea4\u4e92<\/p>\n<\/li>\n<\/ul>\n<section>\u95ee\u9898 2\uff1a\u5982\u4f55\u6539\u8fdb\u6570\u5b66\u63a8\u7406\u7684\u6a21\u578b\u67b6\u6784\uff1f<\/section>\n<ul>\n<li>\n<p>\u589e\u5f3a\u591a\u6b65\u63a8\u7406\u3001\u957f\u6587\u672c\u5904\u7406\u3001\u62bd\u8c61\u548c\u5206\u5c42\u89c4\u5212\u80fd\u529b<\/p>\n<\/li>\n<li>\n<p>\u901a\u8fc7\u5408\u6210\u57fa\u51c6\u8bca\u65ad\u63a8\u7406\u5931\u8d25\u4e4b\u5904<\/p>\n<\/li>\n<li>\n<p>\u5229\u7528\u68c0\u7d22\u548c\u641c\u7d22\u7b49\u63a8\u7406\u6280\u672f\u8f85\u52a9\u6a21\u578b<\/p>\n<\/li>\n<\/ul>\n<section>\u95ee\u9898 3\uff1a\u5982\u4f55\u6709\u6548\u5730\u641c\u7d22\u8bc1\u660e\uff1f<\/section>\n<ul>\n<li>\n<p>\u5bf9\u641c\u7d22\u8fdb\u884c\u6269\u5c55\u4ee5\u5229\u7528\u66f4\u591a\u7684\u6d4b\u8bd5\u65f6\u95f4\u8ba1\u7b97\uff1b<\/p>\n<\/li>\n<li>\n<p>\u5bf9\u6a21\u578b\u3001\u641c\u7d22\u7b97\u6cd5\u548c\u8d85\u53c2\u6570\u8fdb\u884c\u7cfb\u7edf\u6027\u8bc4\u4f30\uff1b<\/p>\n<\/li>\n<li>\n<p>\u7528\u4e8e\u8bc4\u4f30\u8bc1\u660e\u76ee\u6807\u5e76\u4e3a\u5176\u8bbe\u5b9a\u4f18\u5148\u7ea7\u7684\u4ef7\u503c\u6a21\u578b\u3002<\/p>\n<\/li>\n<\/ul>\n<section>\u95ee\u9898 4\uff1a\u5982\u4f55\u5229\u7528\u5b9a\u7406\u8bc1\u660e\u4e2d\u7684\u5c42\u6b21\u7ed3\u6784\uff1f<\/section>\n<ul>\n<li>\n<p>\u5c06\u5927\u578b\u3001\u9ad8\u7ea7\u8bc1\u660e\u76ee\u6807\u9010\u6b65\u5206\u89e3\u4e3a\u8f83\u5c0f\u7684\u76ee\u6807\u3002<\/p>\n<\/li>\n<\/ul>\n<section>\u95ee\u9898 5\uff1a\u5982\u4f55\u5b66\u4e60\u6570\u5b66\u62bd\u8c61\uff1f<\/section>\n<ul>\n<li>\n<p>\u5b66\u4e60\u5728\u6210\u719f\u7684\u8bc1\u660e\u52a9\u624b\u4e2d\u6784\u5efa\u65b0\u7684\u5b9a\u4e49\u3001\u5f15\u7406\u548c\u7b56\u7565\u3002<\/p>\n<\/li>\n<\/ul>\n<section>\u95ee\u9898 6\uff1a\u5982\u4f55\u5229\u7528\u73b0\u6709\u7684\u6570\u5b66\u77e5\u8bc6\uff1f<\/section>\n<ul>\n<li>\n<p>\u4e3a\u5f62\u5f0f\u6570\u5b66\u63a8\u7406\u91cf\u8eab\u5b9a\u5236\u7684\u68c0\u7d22\u5668\uff1b<\/p>\n<\/li>\n<li>\n<p>\u5904\u7406\u52a8\u6001\u589e\u957f\u7684\u77e5\u8bc6\u5e93\u3002<\/p>\n<\/li>\n<\/ul>\n<section>\u95ee\u9898 7\uff1a\u5982\u4f55\u534f\u8c03\u4e13\u5bb6\u65b9\u6cd5\u548c\u901a\u7528\u65b9\u6cd5\uff1f<\/section>\n<ul>\n<li>\n<p>\u8bc6\u522b\u8de8\u9886\u57df\u8054\u7cfb\u7684\u901a\u7528\u65b9\u6cd5\uff1b<\/p>\n<\/li>\n<li>\n<p>\u9488\u5bf9\u5404\u4e2a\u9886\u57df\u7684\u6709\u6548\u6027\u7684\u4e13\u5bb6\u65b9\u6cd5\u4ee5\u53ca\u4e0e\u6570\u5b66\u5bb6\u5408\u4f5c\u7684\u4e13\u5bb6\u65b9\u6cd5\uff1b<\/p>\n<\/li>\n<li>\n<p>\u5c06\u901a\u7528\u65b9\u6cd5\u548c\u4e13\u5bb6\u65b9\u6cd5\u7ed3\u5408\u8d77\u6765\uff0c\u4f8b\u5982\u4e3a LLM \u914d\u5907\u7279\u5b9a\u9886\u57df\u7684\u5de5\u5177\u3002<\/p>\n<\/li>\n<\/ul>\n<section><strong>\u7528\u4e8e\u8f85\u52a9\u4eba\u7c7b\u6570\u5b66\u5bb6\u7684\u5de5\u5177<\/strong><\/section>\n<section><\/section>\n<section>\u8fd9\u65b9\u9762\u7684\u4e3b\u8981\u95ee\u9898\u662f\uff1aAI \u5982\u4f55\u66f4\u597d\u5730\u534f\u52a9\u4eba\u7c7b\u7814\u7a76\u5f62\u5f0f\u5316\u6570\u5b66\uff1f<\/section>\n<section><\/section>\n<section>\u8fd9\u4e2a\u65b9\u9762\u7684\u96be\u9898\u548c\u6f5c\u5728\u7814\u7a76\u65b9\u5411\u5305\u62ec\uff1a<\/section>\n<ul>\n<li>\n<p>\u8d44\u6e90\u3001\u6fc0\u52b1\u63aa\u65bd\u548c\u5de5\u7a0b\u5f00\u53d1\uff0c\u4ee5\u63d0\u9ad8\u53ef\u7528\u6027\u548c\u7528\u6237\u53cb\u597d\u6027\uff1b<\/p>\n<\/li>\n<li>\n<p>\u7814\u7a76\u6570\u5b66\u5bb6\u5982\u4f55\u4f7f\u7528\u5f62\u5f0f\u5316\u5de5\u5177\u7684\u884c\u4e3a\uff1b<\/p>\n<\/li>\n<li>\n<p>\u652f\u6301\u5927\u89c4\u6a21\u5206\u5e03\u5f0f\u534f\u4f5c\u7684\u5de5\u5177\u3002<\/p>\n<\/li>\n<\/ul>\n<section><strong>\u5f62\u5f0f\u9a8c\u8bc1\u548c\u5df2\u9a8c\u8bc1\u751f\u6210<\/strong><\/section>\n<section><\/section>\n<section>\u8fd9\u65b9\u9762\u7684\u4e3b\u8981\u95ee\u9898\u662f\uff1aAI \u5982\u4f55\u8f85\u52a9\u4eba\u7c7b\u5f00\u53d1\u6b63\u786e\u548c\u5b89\u5168\u7684\u8f6f\u4ef6\uff1f<\/section>\n<section><\/section>\n<section>\u8fd9\u4e2a\u65b9\u9762\u7684\u96be\u9898\u548c\u6f5c\u5728\u7814\u7a76\u65b9\u5411\u5305\u62ec\uff1a<\/section>\n<ul>\n<li>\n<p>\u5c06\u5f62\u5f0f\u5316\u65b9\u6cd5\u7eb3\u5165 AI \u8f85\u52a9\u7684\u7cfb\u7edf\u8bbe\u8ba1\u548c\u5b9e\u73b0\u4e2d\uff1b<\/p>\n<\/li>\n<li>\n<p>\u589e\u5f3a AI \u8fdb\u884c\u5f62\u5f0f\u5316\u8f6f\u4ef6\u548c\u786c\u4ef6\u9a8c\u8bc1\u7684\u80fd\u529b\uff1b<\/p>\n<\/li>\n<li>\n<p>\u5c06\u57fa\u4e8e AI \u7684\u751f\u6210\u4e0e\u5f62\u5f0f\u5316\u9a8c\u8bc1\u7ed3\u5408\u8d77\u6765\u3002<\/p>\n<\/li>\n<\/ul>\n<section><strong>\u8bc4\u4f30\u6807\u51c6<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u89e3\u51b3\u95ee\u9898\u7684\u8fc7\u7a0b\u4e2d\uff0c\u4e00\u4e2a\u5173\u952e\u95ee\u9898\u9010\u6e10\u6d6e\u73b0\uff1a\u5982\u4f55\u6709\u6548\u8861\u91cf\u8fdb\u5c55\uff1f<\/section>\n<section><\/section>\n<section>\u53d7\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\u81ea\u52a8\u5316\u7b49\u7ea7\u7684\u542f\u53d1\uff0c\u8be5\u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u4e2a\u8bc4\u4f30 AI \u6570\u5b66\u63a8\u7406\u80fd\u529b\u7684\u5206\u7ea7\u6846\u67b6\u3002\u4ed6\u4eec\u5f3a\u8c03\uff0c\u5728\u8fd9\u4e2a\u65b0\u5174\u9886\u57df\u8fd8\u9700\u8981\u5efa\u7acb\u66f4\u591a\u65b0\u7684\u57fa\u51c6\u548c\u8bc4\u4f30\u65b9\u6cd5\u3002<\/section>\n<section><\/section>\n<section><strong>\u5b9a\u7406\u8bc1\u660e\u80fd\u529b<\/strong><\/section>\n<section><\/section>\n<section>\u76ee\u524d\uff0cAI \u5728\u5f62\u5f0f\u6570\u5b66\u9886\u57df\u7684\u4e3b\u8981\u5de5\u4f5c\u96c6\u4e2d\u5728\u81ea\u52a8\u5b9a\u7406\u8bc1\u660e\u4e0a\u3002\u50cf Lean \u8fd9\u6837\u7684\u5f62\u5f0f\u7cfb\u7edf\u63d0\u4f9b\u4e86\u5de8\u5927\u4f18\u52bf &#8211; \u4e00\u65e6\u627e\u5230\u8bc1\u660e\uff0c\u5373\u4f7f\u4eba\u53ef\u80fd\u6ca1\u5b8c\u5168\u7406\u89e3\uff0c\u5c31\u80fd\u4fdd\u8bc1\u5176\u6b63\u786e\u6027\u3002<\/section>\n<section><\/section>\n<section>\u7814\u7a76\u56e2\u961f\u6839\u636e\u8868 1 \u7ed9\u51fa\u4e86 AI \u5f62\u5f0f\u5b9a\u7406\u8bc1\u660e\u7684\u5206\u7ea7\u57fa\u51c6\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-5ae01ae6f4a98e7f27d82f7918eb6598.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-5ae01ae6f4a98e7f27d82f7918eb6598.png\"><\/a><\/section>\n<section>\u5728\u6700\u57fa\u7840\u7684 0 \u7ea7\u6c34\u5e73\uff0cAI \u80fd\u591f\u8bc6\u522b\u6b63\u786e\u7684\u5f62\u5f0f\u8bc1\u660e\u3002<\/section>\n<section><\/section>\n<section>\u5230\u4e86 1 \u7ea7\uff0cAI \u7cfb\u7edf\u53ef\u4ee5\u63d0\u4f9b\u6f5c\u5728\u6709\u7528\u7684\u6570\u636e\uff0c\u4f46\u8fd8\u4e0d\u80fd\u5199\u51fa\u8bc1\u660e\u3002<\/section>\n<section><\/section>\n<section>2 \u7ea7\u53ca\u4ee5\u4e0a\u7684\u7cfb\u7edf\u53ef\u4ee5\u751f\u6210\u5b8c\u6574\u6216\u90e8\u5206\u8bc1\u660e\u3002\u4eba\u7c7b\u4e13\u5bb6\u8bbe\u8ba1\u548c\u7f16\u5199\u7684\u56fa\u5b9a\u8bc1\u660e\u7b56\u7565\u548c\u89c4\u5219\uff0cAI \u6309\u7167\u8fd9\u4e9b\u9884\u8bbe\u7684\u7b56\u7565\u6267\u884c\u8bc1\u660e\u8fc7\u7a0b\u3002<\/section>\n<section><\/section>\n<section>\u5728 3 \u7ea7\u6c34\u5e73\uff0cAI \u7cfb\u7edf\u80fd\u591f\u5728\u4e00\u822c\u9886\u57df\u81ea\u52a8\u8bc1\u660e\u5b9a\u7406\uff0c\u4f46\u4ecd\u5c40\u9650\u4e8e\u7b80\u5355\u5b9a\u7406\u3002<\/section>\n<section><\/section>\n<section>4 \u7ea7\u7cfb\u7edf\u5e94\u8be5\u80fd\u591f\u81ea\u4e3b\u89c4\u5212\u548c\u6267\u884c\u5f62\u5f0f\u5316\u9879\u76ee\uff0c\u5206\u89e3\u5927\u578b\u7ed3\u679c\uff0c\u63d0\u51fa\u65b0\u7684\u5b9a\u4e49\u548c\u5b9a\u7406\uff0c\u5e76\u5728\u63a2\u7d22\u7684\u8fc7\u7a0b\u4e2d\u5c1d\u8bd5\u4e0d\u540c\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/section>\n<section><\/section>\n<section>5 \u7ea7\u5219\u610f\u5473\u7740\u7cfb\u7edf\u80fd\u591f\u89e3\u51b3\u8d85\u51fa\u4eba\u7c7b\u6c34\u5e73\u7684\u95ee\u9898\u3002<\/section>\n<section><\/section>\n<section><strong>\u81ea\u7136\u8bed\u8a00\u63a8\u7406\u9a8c\u8bc1\u80fd\u529b<\/strong><\/section>\n<section><\/section>\n<section>\u7814\u7a76\u56e2\u961f\u9996\u5148\u63d0\u51fa\u4e86\u4e00\u4e2a\u95ee\u9898\uff1a\u5982\u4f55\u5728\u4e0d\u5b8c\u5168\u5f62\u5f0f\u5316\u7684\u60c5\u51b5\u4e0b\u5b9e\u73b0\u4e25\u8c28\u7684\u63a8\u7406\uff1f<\/section>\n<section><\/section>\n<section>\u4ed6\u4eec\u53d1\u73b0\uff0c\u8ba9 AI \u5728\u5f62\u5f0f\u7cfb\u7edf\u548c\u81ea\u7136\u8bed\u8a00\u4e4b\u95f4\u5207\u6362\u662f\u4e00\u4e2a\u5f88\u6709\u524d\u666f\u7684\u65b9\u5411\u3002\u8fd9\u6837\u7684 AI \u7cfb\u7edf\u5e94\u8be5\u80fd\u591f\u8fdb\u884c\u903b\u8f91\u63a8\u7406\u3001\u6570\u503c\u8ba1\u7b97\uff0c\u5e76\u4ee5\u4e25\u8c28\u4e14\u6613\u61c2\u7684\u65b9\u5f0f\u751f\u6210\u7b54\u6848\u3002<\/section>\n<section><\/section>\n<section>\u867d\u7136\u63a8\u7406\u8fc7\u7a0b\u53ef\u80fd\u4e0d\u662f\u4e25\u683c\u7684\u5f62\u5f0f\u5316\u8bc1\u660e\uff0c\u4f46\u5176\u4e2d\u7684\u90e8\u5206\u5185\u5bb9\u4ecd\u53ef\u4ee5\u5728\u4eba\u5de5\u7684\u76d1\u7763\u4e0b\u4ee5\u534a\u81ea\u52a8\u5316\u7684\u5f62\u5f0f\u9a8c\u8bc1\u3002\u8be5\u56e2\u961f\u5c06\u8fd9\u79cd\u80fd\u529b\u79f0\u4e3a\u300c\u81ea\u7136\u8bed\u8a00\u9a8c\u8bc1\u63a8\u7406\u300d\uff0c\u5e76\u63d0\u51fa\u4e86\u4e00\u4e2a\u5206\u7ea7\u6846\u67b6 (\u8868 2)\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-475fa6bb13488ba6a4255250bca9bafc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-475fa6bb13488ba6a4255250bca9bafc.png\"><\/a><\/section>\n<section>\u5728 0 \u7ea7\u6c34\u5e73\uff0cAI \u80fd\u591f\u7528\u81ea\u7136\u8bed\u8a00\u751f\u6210\u9010\u6b65\u63a8\u7406\u8fc7\u7a0b\uff0c\u4f46\u4e0d\u6d89\u53ca\u9a8c\u8bc1\u3002<\/section>\n<section><\/section>\n<section>\u5230\u4e86 1 \u7ea7\uff0cAI \u7cfb\u7edf\u5728\u751f\u6210\u63a8\u7406\u7684\u540c\u65f6\u5177\u5907\u4e86\u9a8c\u8bc1\u80fd\u529b\uff0c\u53ef\u4ee5\u8bc4\u4f30\u6bcf\u4e2a\u63a8\u7406\u6b65\u9aa4\u7684\u6b63\u786e\u6027\u3002<\/section>\n<section><\/section>\n<section>\u5728 2 \u7ea7\uff0cAI \u7cfb\u7edf\u80fd\u591f\u5229\u7528\u5916\u90e8\u5de5\u5177\uff0c\u6267\u884c\u5355\u9760\u795e\u7ecf\u7f51\u7edc\u96be\u4ee5\u5b66\u4f1a\u7684\u8ba1\u7b97\u4efb\u52a1\u3002<\/section>\n<section><\/section>\n<section>\u7b2c 3 \u7ea7\u7684 AI \u7cfb\u7edf\u5c06\u53ef\u4ee5\u4f7f\u7528\u5916\u90e8\u5de5\u5177\u8fdb\u884c\u4e25\u683c\u7684\u903b\u8f91\u63a8\u7406\u3002<\/section>\n<section><\/section>\n<section>\u5728\u7b2c 4 \u7ea7\uff0cAI \u7cfb\u7edf\u80fd\u591f\u8bc6\u522b\u65e5\u5e38\u4efb\u52a1\u4e2d\u7684\u6570\u5b66\u95ee\u9898\u5e76\u4f7f\u7528\u4e25\u8c28\u7684\u65b9\u6cd5\u3002\u5bf9\u5176\u8fdb\u884c\u63a8\u7406<\/section>\n<section><\/section>\n<section><strong>\u81ea\u52a8\u5f62\u5f0f\u5316\u7684\u80fd\u529b<\/strong><\/section>\n<section><\/section>\n<section>\u8be5\u56e2\u961f\u63d0\u51fa\u4e86\u4e00\u4e2a\u81ea\u52a8\u5f62\u5f0f\u5316\u80fd\u529b\u8bc4\u4f30\u4f53\u7cfb\uff0c\u8bc4\u4f30 AI \u5982\u4f55\u5728\u6570\u5b66\u77e5\u8bc6\u7684\u975e\u5f62\u5f0f\u5316\u8868\u8ff0\u548c\u5f62\u5f0f\u5316\u8868\u8ff0\u4e4b\u95f4\u81ea\u52a8\u8f6c\u6362\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-2183818a7476eb1438fa10e0066ca68e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/12\/frc-2183818a7476eb1438fa10e0066ca68e.png\"><\/a><\/section>\n<section>\u6839\u636e\u8868 3\uff0c\u5728\u6700\u57fa\u7840\u7684 0 \u7ea7\u6c34\u5e73\uff0cAI \u7cfb\u7edf\u80fd\u591f\u5b58\u50a8\u548c\u68c0\u9a8c\u5f62\u5f0f\u5316\u77e5\u8bc6\uff0c\u65b9\u4fbf\u4eba\u5de5\u5f62\u5f0f\u5316\u3002<\/section>\n<section><\/section>\n<section>\u5728\u7b2c 1 \u7ea7\uff0cAI 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\u5c06\u5177\u5907\u9047\u5230\u9519\u8bef\u6216\u5bf9\u4e0d\u4e0a\u7684\u8f93\u5165\u65f6\u81ea\u6211\u7ea0\u6b63\u7684\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section>\u6700\u540e\u5728\u7b2c 5 \u7ea7\uff0c\u8be5\u56e2\u961f\u9884\u8ba1 AI \u5c06\u80fd\u591f\u521b\u9020\u65b0\u7684\u6570\u5b66\u5b9a\u4e49\uff0c\u6709\u671b\u964d\u4f4e\u8bc1\u660e\u7684\u590d\u6742\u5ea6\u3002<\/section>\n<section><\/section>\n<section><strong>\u731c\u60f3\u80fd\u529b<\/strong><\/section>\n<section><\/section>\n<section>\u7814\u7a76\u56e2\u961f\u53d1\u73b0\uff0c\u5728\u6570\u5b66\u7814\u7a76\u4e2d\uff0c\u63d0\u51fa\u5b9a\u7406\u8bc1\u660e\u4e4b\u524d\u7684\u731c\u60f3\u9636\u6bb5\u540c\u6837\u91cd\u8981\u3002\u8be5\u56e2\u961f\u8ba4\u4e3a\uff0cAI \u6709\u671b\u81ea\u4e3b\u63d0\u51fa\u6570\u5b66\u731c\u60f3\u3002<\/section>\n<section><\/section>\n<section>\u6839\u636e\u8868 4 \u7684\u5206\u7ea7\u6807\u51c6\uff0c0 \u7ea7\u6c34\u5e73\u662f\u6307 AI 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