{"id":40204,"date":"2025-04-18T04:02:51","date_gmt":"2025-04-17T20:02:51","guid":{"rendered":"https:\/\/17aitech.com\/?p=40204"},"modified":"2025-04-18T04:02:51","modified_gmt":"2025-04-17T20:02:51","slug":"%e6%b8%85%e5%8d%8e%e5%ad%a6%e9%9c%b8%e3%80%81openai%e5%a7%9a%e9%a1%ba%e9%9b%a8%ef%bc%9aai%e4%b8%8b%e5%8d%8a%e5%9c%ba%e5%bc%80%e6%88%98%ef%bc%8c%e8%af%84%e4%bc%b0%e5%b0%86%e6%af%94%e8%ae%ad%e7%bb%83","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=40204","title":{"rendered":"\u6e05\u534e\u5b66\u9738\u3001OpenAI\u59da\u987a\u96e8\uff1aAI\u4e0b\u534a\u573a\u5f00\u6218\uff0c\u8bc4\u4f30\u5c06\u6bd4\u8bad\u7ec3\u91cd\u8981"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-04-17-21\" target=\"_blank\">\u6e05\u534e\u5b66\u9738\u3001OpenAI\u59da\u987a\u96e8\uff1aAI\u4e0b\u534a\u573a\u5f00\u6218\uff0c\u8bc4\u4f30\u5c06\u6bd4\u8bad\u7ec3\u91cd\u8981<\/a><\/p>\n<p>\u6700\u8fd1\u65b0\u51fa\u7684\u300a\u9ed1\u955c\u300b\u7b2c\u4e03\u5b63\u5927\u5bb6\u90fd\u770b\u4e86\u5417\uff1f<\/p>\n<p>\u5176\u4e2d\u7b2c\u4e09\u96c6\u805a\u7126\u4e00\u4e2a\u53eb ReDream \u7684\u524d\u6cbf\u6280\u672f\uff0c\u5141\u8bb8\u73b0\u4ee3\u6f14\u5458\u901a\u8fc7 AI \u548c\u865a\u62df\u73b0\u5b9e\u4e0e\u7ecf\u5178\u9ed1\u767d\u7535\u5f71\u4e2d\u7684\u865a\u62df\u89d2\u8272\u4e92\u52a8\uff0c\u5feb\u901f\u91cd\u62cd\u7ecf\u5178\u5f71\u7247\u3002\u968f\u7740\u6545\u4e8b\u53d1\u5c55\uff0c\u4e3b\u89d2\u53d1\u73b0 AI \u89d2\u8272\u4f3c\u4e4e\u62e5\u6709\u81ea\u6211\u610f\u8bc6\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-6b469d9433d2ec7e412d71cf630966ca.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-6b469d9433d2ec7e412d71cf630966ca.png\"><\/a><\/p>\n<p>\u60f3\u8c61\u4e00\u4e0b\uff0c\u672a\u6765\u7684 AI \u4e0d\u4ec5\u80fd\u542c\u61c2\u4f60\u7684\u8bdd\uff0c\u8fd8\u80fd\u50cf\u4f60\u4e00\u6837\u601d\u8003\u3001\u51b3\u7b56 \u2014\u2014 \u8fd9\u6b63\u662f\u601d\u7ef4\u6811\uff08ToT\uff09\u4f5c\u8005\u3001OpenAI \u7814\u7a76\u5458\u59da\u987a\u96e8\u6b63\u5728\u63a2\u7d22\u7684\u4e16\u754c\uff01<\/p>\n<p>\u59da\u987a\u96e8\u6bd5\u4e1a\u4e8e\u6e05\u534e\u59da\u73ed\uff0c\u666e\u6797\u65af\u987f\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u535a\u58eb\uff0c2024 \u5e74 8 \u6708\u52a0\u5165 OpenAI\u3002\u4ed6\u4ee5\u8bed\u8a00\u667a\u80fd\u4f53\u9886\u57df\u7684\u5f00\u521b\u6027\u5de5\u4f5c\u95fb\u540d\uff1aToT \u4f7f AI \u901a\u8fc7\u591a\u8def\u5f84\u63a8\u7406\u89e3\u51b3\u590d\u6742\u95ee\u9898\uff0cReAct \u8ba9 AI \u5728\u63a8\u7406\u4e2d\u52a8\u6001\u884c\u52a8\uff0cCoALA \u5219\u4e3a AI 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\u7406\u8bba\u4e0a\u5f3a\u5316\u5b66\u4e60\u4fdd\u8bc1\u80fd\u8d62\u5f97\u6e38\u620f\uff0c\u800c\u4ece\u7ecf\u9a8c\u4e0a\u770b\uff0c\u5f88\u96be\u60f3\u8c61\u6ca1\u6709\u5f3a\u5316\u5b66\u4e60\u7684\u8d85\u4eba\u7c7b\u7cfb\u7edf\uff08\u4f8b\u5982 AlphaGo\uff09\u3002<\/p>\n<p>\u5728\u5f3a\u5316\u5b66\u4e60\u4e2d\uff0c\u6709\u4e09\u4e2a\u5173\u952e\u7ec4\u6210\u90e8\u5206\uff1a<strong>\u7b97\u6cd5\u3001\u73af\u5883\u548c\u5148\u9a8c\u77e5\u8bc6<\/strong>\u3002\u957f\u671f\u4ee5\u6765\uff0c\u5f3a\u5316\u5b66\u4e60\u7814\u7a76\u4eba\u5458\u4e3b\u8981\u5173\u6ce8\u7b97\u6cd5\uff08\u4f8b\u5982 REINFORCE\u3001DQN\u3001TD-learning\u3001actor-critic\u3001PPO\u3001TRPO \u7b49\uff09\u2014\u2014 \u667a\u80fd\u4f53\u5b66\u4e60\u7684\u667a\u529b\u6838\u5fc3 \u2014\u2014 \u540c\u65f6\u5c06\u73af\u5883\u548c\u5148\u9a8c\u77e5\u8bc6\u89c6\u4e3a\u56fa\u5b9a\u6216\u6700\u5c0f\u5316\u7684\u56e0\u7d20\u3002\u4f8b\u5982\uff0cSutton \u548c Barto \u7684\u7ecf\u5178\u6559\u79d1\u4e66\u51e0\u4e4e\u5168\u90e8\u8bb2\u8ff0\u7b97\u6cd5\uff0c\u51e0\u4e4e\u4e0d\u6d89\u53ca\u73af\u5883\u6216\u5148\u9a8c\u77e5\u8bc6\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-595c5c3f0020c8051a336c0322b5eb99.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-595c5c3f0020c8051a336c0322b5eb99.png\"><\/a><\/p>\n<p>\u7136\u800c\uff0c\u5728\u6df1\u5ea6\u5f3a\u5316\u5b66\u4e60\u65f6\u4ee3\uff0c\u73af\u5883\u7684\u91cd\u8981\u6027\u5728\u5b9e\u8df5\u4e2d\u53d8\u5f97\u6108\u53d1\u660e\u663e\uff1a\u7b97\u6cd5\u7684\u6027\u80fd\u901a\u5e38\u9ad8\u5ea6\u4f9d\u8d56\u4e8e\u5176\u5f00\u53d1\u548c\u6d4b\u8bd5\u7684\u73af\u5883\u3002\u5982\u679c\u5ffd\u89c6\u73af\u5883\u56e0\u7d20\uff0c\u7814\u7a76\u8005\u53ef\u80fd\u4f1a\u6784\u5efa\u51fa\u4e00\u4e2a\u53ea\u5728\u73a9\u5177\u573a\u666f\u4e2d\u8868\u73b0\u51fa\u8272\u7684\u300c\u6700\u4f18\u300d\u7b97\u6cd5\u3002\u90a3\u4e48\uff0c\u4e3a\u4ec0\u4e48\u4e0d\u5148\u786e\u5b9a\u771f\u6b63\u60f3\u8981\u89e3\u51b3\u7684\u73af\u5883\uff0c\u7136\u540e\u518d\u5bfb\u627e\u6700\u9002\u5408\u8be5\u73af\u5883\u7684\u7b97\u6cd5\u5462\uff1f<\/p>\n<p>\u8fd9\u6b63\u662f OpenAI \u6700\u521d\u7684\u8ba1\u5212\u3002\u8be5\u516c\u53f8\u6784\u5efa\u4e86 gym\uff0c\u4e00\u4e2a\u7528\u4e8e\u5404\u79cd\u6e38\u620f\u7684\u6807\u51c6\u5f3a\u5316\u5b66\u4e60\u73af\u5883\uff0c\u968f\u540e\u53c8\u63a8\u51fa\u4e86 World of Bits \u548c Universe \u9879\u76ee\uff0c\u8bd5\u56fe\u5c06\u4e92\u8054\u7f51\u6216\u8ba1\u7b97\u673a\u8f6c\u53d8\u4e3a\u6e38\u620f\u73af\u5883\u3002\u4e00\u65e6\u5c06\u6240\u6709\u6570\u5b57\u4e16\u754c\u8f6c\u5316\u4e3a\u73af\u5883\uff0c\u5e76\u7528\u667a\u80fd\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u89e3\u51b3\u5b83\u4eec\uff0c\u5c31\u80fd\u62e5\u6709\u6570\u5b57\u901a\u7528\u4eba\u5de5\u667a\u80fd\uff08AGI\uff09\u3002<\/p>\n<p>\u8fd9\u662f\u4e2a\u4e0d\u9519\u7684\u8ba1\u5212\uff0c\u4f46\u5e76\u672a\u5b8c\u5168\u594f\u6548\u3002OpenAI \u6cbf\u7740\u8fd9\u6761\u8def\u5f84\u53d6\u5f97\u4e86\u5de8\u5927\u8fdb\u5c55\uff0c\u4f7f\u7528\u5f3a\u5316\u5b66\u4e60\u89e3\u51b3\u4e86 Dota \u6e38\u620f\u3001\u673a\u5668\u4eba\u624b\u90e8\u63a7\u5236\u7b49\u95ee\u9898\u3002\u4f46\u8be5\u516c\u53f8\u4ece\u672a\u771f\u6b63\u63a5\u8fd1\u89e3\u51b3\u8ba1\u7b97\u673a\u4f7f\u7528\u6216\u7f51\u9875\u5bfc\u822a\u7684\u95ee\u9898\uff0c\u800c\u4e14\u5728\u4e00\u4e2a\u9886\u57df\u5de5\u4f5c\u7684\u5f3a\u5316\u5b66\u4e60\u667a\u80fd\u4f53\u65e0\u6cd5\u8fc1\u79fb\u5230\u53e6\u4e00\u4e2a\u9886\u57df\u3002\u663e\u7136\u8fd8\u7f3a\u5c11\u4e86\u5173\u952e\u8981\u7d20\u3002<\/p>\n<p>\u76f4\u5230 GPT-2 \u6216 GPT-3 \u51fa\u73b0\u540e\uff0c\u7814\u7a76\u4eba\u5458\u624d\u53d1\u73b0\u7f3a\u5931\u7684\u90e8\u5206\u662f\u5148\u9a8c\u77e5\u8bc6\u3002\u9700\u8981\u5f3a\u5927\u7684\u8bed\u8a00\u9884\u8bad\u7ec3\u6765\u5c06\u901a\u7528\u5e38\u8bc6\u548c\u8bed\u8a00\u77e5\u8bc6\u63d0\u70bc\u5230\u6a21\u578b\u4e2d\uff0c\u7136\u540e\u8fd9\u4e9b\u6a21\u578b\u624d\u80fd\u88ab\u5fae\u8c03\u6210\u4e3a\u7f51\u9875\u667a\u80fd\u4f53\uff08WebGPT\uff09\u6216\u804a\u5929\u667a\u80fd\u4f53\uff08ChatGPT\uff09\uff08\u5e76\u6539\u53d8\u4e16\u754c\uff09\u3002<strong>\u4e8b\u5b9e\u8bc1\u660e\uff0c\u5f3a\u5316\u5b66\u4e60\u4e2d\u6700\u91cd\u8981\u7684\u90e8\u5206\u53ef\u80fd\u5e76\u4e0d\u662f\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u6216\u73af\u5883\u672c\u8eab\uff0c\u800c\u662f\u5148\u9a8c\u77e5\u8bc6\uff0c\u800c\u8fd9\u4e9b\u5148\u9a8c\u77e5\u8bc6\u53ef\u4ee5\u901a\u8fc7\u4e0e\u5f3a\u5316\u5b66\u4e60\u5b8c\u5168\u65e0\u5173\u7684\u65b9\u5f0f\u83b7\u5f97\u3002<\/strong><\/p>\n<p>\u8bed\u8a00\u9884\u8bad\u7ec3\u4e3a\u804a\u5929\u63d0\u4f9b\u4e86\u826f\u597d\u7684\u57fa\u7840\uff0c\u4f46\u5728\u63a7\u5236\u8ba1\u7b97\u673a\u6216\u73a9\u89c6\u9891\u6e38\u620f\u65b9\u9762\u6548\u679c\u4e0d\u4f73\uff0c\u56e0\u4e3a\u8fd9\u4e9b\u9886\u57df\u4e0e\u4e92\u8054\u7f51\u6587\u672c\u7684\u5206\u5e03\u5dee\u5f02\u8f83\u5927\u3002\u76d1\u7763\u5fae\u8c03\uff08SFT\uff09\u6216\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u5728\u8fd9\u4e9b\u9886\u57df\u8868\u73b0\u6709\u9650\u3002<\/p>\n<p>2019 \u5e74\uff0c\u4f5c\u8005\u5c1d\u8bd5\u901a\u8fc7 GPT-2 \u89e3\u51b3\u57fa\u4e8e\u6587\u672c\u7684\u6e38\u620f\uff0c\u4f46\u667a\u80fd\u4f53\u9700\u8981\u8fdb\u884c\u6570\u767e\u4e07\u6b65\u7684\u5f3a\u5316\u5b66\u4e60\u624d\u80fd\u8fbe\u5230\u4e00\u5b9a\u6c34\u5e73\uff0c\u4e14\u96be\u4ee5\u8fc1\u79fb\u5230\u65b0\u6e38\u620f\u3002\u4eba\u7c7b\u53ef\u4ee5\u96f6\u6837\u672c\u4e0b\u73a9\u65b0\u6e38\u620f\u5e76\u4e14\u8868\u73b0\u66f4\u597d\uff0c\u56e0\u4e3a\u6211\u4eec\u80fd\u591f\u8fdb\u884c\u62bd\u8c61\u601d\u8003\uff0c\u4f8b\u5982\u300c\u5730\u4e0b\u57ce\u662f\u5371\u9669\u7684\uff0c\u9700\u8981\u6b66\u5668\u6765\u5bf9\u6297\uff0c\u53ef\u80fd\u9700\u8981\u5728\u9501\u4f4f\u7684\u7bb1\u5b50\u4e2d\u5bfb\u627e\u300d\u3002\u8fd9\u79cd\u63a8\u7406\u80fd\u529b\u4f7f\u6211\u4eec\u80fd\u591f\u7075\u6d3b\u5e94\u5bf9\u65b0\u60c5\u51b5\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-36202ea09973606991d9b913fed38504.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-36202ea09973606991d9b913fed38504.png\"><\/a><\/p>\n<p>\u601d\u8003\u6216\u63a8\u7406\u662f\u4e00\u79cd\u72ec\u7279\u7684\u884c\u52a8\uff0c\u5b83\u4e0d\u76f4\u63a5\u6539\u53d8\u5916\u90e8\u4e16\u754c\uff0c\u4f46\u5176\u7a7a\u95f4\u662f\u5f00\u653e\u548c\u65e0\u9650\u7684\u3002\u5728\u7ecf\u5178\u5f3a\u5316\u5b66\u4e60\u4e2d\uff0c\u8fd9\u6837\u7684\u65e0\u754c\u7ec4\u5408\u4f1a\u4f7f\u51b3\u7b56\u590d\u6742\u5316\u3002\u4f8b\u5982\uff0c\u5982\u679c\u4ece\u4e24\u4e2a\u76d2\u5b50\u4e2d\u9009\u62e9\u4e00\u4e2a\uff0c\u5176\u4e2d\u4e00\u4e2a\u6709 100 \u4e07\u7f8e\u5143\uff0c\u53e6\u4e00\u4e2a\u4e3a\u7a7a\uff0c\u4f60\u7684\u671f\u671b\u6536\u76ca\u662f 50 \u4e07\u7f8e\u5143\u3002\u82e5\u589e\u52a0\u65e0\u9650\u591a\u7684\u7a7a\u76d2\u5b50\uff0c\u671f\u671b\u6536\u76ca\u53d8\u4e3a\u96f6\u3002\u7136\u800c\uff0c\u901a\u8fc7\u5c06\u63a8\u7406\u5f15\u5165\u5f3a\u5316\u5b66\u4e60\u73af\u5883\u7684\u52a8\u4f5c\u7a7a\u95f4\uff0c\u6211\u4eec\u80fd\u5229\u7528\u8bed\u8a00\u9884\u8bad\u7ec3\u7684\u5148\u9a8c\u77e5\u8bc6\uff0c\u5b9e\u73b0\u6cdb\u5316\uff0c\u5e76\u5728\u51b3\u7b56\u65f6\u8fdb\u884c\u7075\u6d3b\u7684\u8ba1\u7b97\u3002\u8bfb\u8005\u53ef\u4ee5\u901a\u8fc7\u9605\u8bfb ReAct \u4ee5\u4e86\u89e3\u667a\u80fd\u4f53\u63a8\u7406\u7684\u521d\u59cb\u6545\u4e8b\u3002<\/p>\n<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2210.03629<\/p>\n<p>\u76ee\u524d\uff0c\u4f5c\u8005\u7684\u76f4\u89c2\u89e3\u91ca\u662f\uff1a\u5373\u4f7f\u4f60\u589e\u52a0\u4e86\u65e0\u5c3d\u7684\u7a7a\u7bb1\u5b50\uff0c\u4f46\u5728\u4e00\u751f\u4e2d\u4f60\u5df2\u7ecf\u5728\u5404\u79cd\u6e38\u620f\u4e2d\u770b\u5230\u4e86\u5b83\u4eec\uff0c\u9009\u62e9\u8fd9\u4e9b\u7bb1\u5b50\u51c6\u5907\u4f60\u5728\u4efb\u4f55\u7ed9\u5b9a\u6e38\u620f\u4e2d\u66f4\u597d\u5730\u9009\u62e9\u88c5\u94b1\u7684\u7bb1\u5b50\u3002\u4f5c\u8005\u7684\u62bd\u8c61\u89e3\u91ca\u662f\uff1a<strong>\u8bed\u8a00\u901a\u8fc7\u667a\u80fd\u4f53\u4e2d\u7684\u63a8\u7406\u8fdb\u884c\u6cdb\u5316\u3002<\/strong><\/p>\n<p>\u4e00\u65e6\u6211\u4eec\u638c\u63e1\u4e86\u6b63\u786e\u7684\u5f3a\u5316\u5b66\u4e60\u5148\u9a8c\uff08\u8bed\u8a00\u9884\u8bad\u7ec3\uff09\u548c\u9002\u5408\u7684\u5f3a\u5316\u5b66\u4e60\u73af\u5883\uff08\u5c06\u8bed\u8a00\u63a8\u7406\u4f5c\u4e3a\u884c\u52a8\uff09\uff0c\u5c31\u4f1a\u53d1\u73b0\u5b9e\u9645\u4e0a\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u53ef\u80fd\u662f\u6700\u7b80\u5355\u7684\u4e00\u90e8\u5206\u3002\u4e8e\u662f\uff0c\u6211\u4eec\u63a8\u51fa\u4e86 o \u7cfb\u5217\u3001R1\u3001\u6df1\u5ea6\u7814\u7a76\u3001\u5229\u7528\u8ba1\u7b97\u673a\u7684\u667a\u80fd\u4f53\uff0c\u53ca\u5176\u4ed6\u5c06\u6765\u7684\u6210\u679c\u3002\u8fd9\u79cd\u53d8\u5316\u591a\u4e48\u8bbd\u523a\uff01\u957f\u671f\u4ee5\u6765\uff0c\u5f3a\u5316\u5b66\u4e60\u7814\u7a76\u8005\u4e13\u6ce8\u4e8e\u7b97\u6cd5\uff0c\u800c\u5ffd\u89c6\u4e86\u73af\u5883\u548c\u5148\u9a8c\u77e5\u8bc6 \u2014\u2014 \u6240\u6709\u7684\u5b9e\u9a8c\u90fd\u51e0\u4e4e\u4ece\u96f6\u5f00\u59cb\u3002\u6211\u4eec\u8017\u8d39\u4e86\u51e0\u5341\u5e74\u624d\u610f\u8bc6\u5230\uff0c\u6216\u8bb8\u6211\u4eec\u7684\u4f18\u5148\u7ea7\u5e94\u8be5\u5b8c\u5168\u8c03\u6574\u8fc7\u6765\u3002<\/p>\n<p>\u4f46\u6b63\u5982 Steve Jobs \u6240\u8bf4\uff1a\u4f60\u65e0\u6cd5\u5c55\u671b\u672a\u6765\u8fde\u63a5\u70b9\uff0c\u53ea\u80fd\u5012\u56de\u6765\u770b\u65f6\u8fde\u63a5\u3002<\/p>\n<p><strong> 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5%\uff0c\u800c\u4e0b\u4e00\u4e2a o \u7cfb\u5217\u6a21\u578b\u53ef\u80fd\u5728\u6ca1\u6709\u660e\u786e\u9488\u5bf9\u7684\u60c5\u51b5\u4e0b\u63d0\u9ad8 30%\u3002<\/p>\n<\/li>\n<li>\n<p>\u5373\u4f7f\u6211\u4eec\u521b\u5efa\u66f4\u56f0\u96be\u7684\u57fa\u51c6\uff0c\u5f88\u5feb\uff08\u800c\u4e14\u8d8a\u6765\u8d8a\u5feb\uff09\u5b83\u4eec\u4e5f\u4f1a\u88ab\u8fd9\u4e2a\u914d\u65b9\u89e3\u51b3\u3002\u6211\u7684\u540c\u4e8b Jason Wei \u5236\u4f5c\u4e86\u4e00\u4e2a\u6f02\u4eae\u7684\u56fe\u6765\u5f88\u597d\u5730\u53ef\u89c6\u5316\u8fd9\u4e2a\u8d8b\u52bf\uff1a<\/p>\n<\/li>\n<\/ul>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-aac16e5d59c6dbb61da27c60d8823189.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" 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