{"id":40096,"date":"2025-04-13T00:02:39","date_gmt":"2025-04-12T16:02:39","guid":{"rendered":"https:\/\/17aitech.com\/?p=40096"},"modified":"2025-04-13T00:02:39","modified_gmt":"2025-04-12T16:02:39","slug":"%e7%ae%97%e6%b3%95%e4%b8%8d%e9%87%8d%e8%a6%81%ef%bc%8cai%e7%9a%84%e4%b8%8b%e4%b8%80%e4%b8%aa%e8%8c%83%e5%bc%8f%e7%aa%81%e7%a0%b4%ef%bc%8c%e3%80%8c%e8%a7%a3%e9%94%81%e3%80%8d%e6%96%b0%e6%95%b0%e6%8d%ae","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=40096","title":{"rendered":"\u7b97\u6cd5\u4e0d\u91cd\u8981\uff0cAI\u7684\u4e0b\u4e00\u4e2a\u8303\u5f0f\u7a81\u7834\uff0c\u300c\u89e3\u9501\u300d\u65b0\u6570\u636e\u6e90\u624d\u662f\u5173\u952e"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-04-12-4\" target=\"_blank\">\u7b97\u6cd5\u4e0d\u91cd\u8981\uff0cAI\u7684\u4e0b\u4e00\u4e2a\u8303\u5f0f\u7a81\u7834\uff0c\u300c\u89e3\u9501\u300d\u65b0\u6570\u636e\u6e90\u624d\u662f\u5173\u952e<\/a><\/p>\n<p>\u4f17\u6240\u5468\u77e5\uff0c\u4eba\u5de5\u667a\u80fd\u5728\u8fc7\u53bb\u5341\u4e94\u5e74\u91cc\u53d6\u5f97\u4e86\u4ee4\u4eba\u96be\u4ee5\u7f6e\u4fe1\u7684\u8fdb\u6b65\uff0c\u5c24\u5176\u662f\u5728\u6700\u8fd1\u4e94\u5e74\u3002<\/p>\n<p>\u56de\u987e\u4e00\u4e0b\u4eba\u5de5\u667a\u80fd\u7684\u300c\u56db\u5927\u53d1\u660e\u300d\u5427\uff1a\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u2192Transformer \u8bed\u8a00\u6a21\u578b\u2192RLHF\u2192\u63a8\u7406\uff0c\u57fa\u672c\u6982\u62ec\u4e86 AI \u9886\u57df\u53d1\u751f\u7684\u4e00\u5207\u3002<\/p>\n<p>\u6211\u4eec\u6709\u4e86\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\uff08\u4e3b\u8981\u662f\u56fe\u50cf\u8bc6\u522b\u7cfb\u7edf\uff09\uff0c\u7136\u540e\u662f\u6587\u672c\u5206\u7c7b\u5668\uff0c\u7136\u540e\u662f\u804a\u5929\u673a\u5668\u4eba\uff0c\u73b0\u5728\u6211\u4eec\u53c8\u6709\u4e86\u63a8\u7406\u6a21\u578b\u3002\u9886\u57df\u5185\u7684\u8fdb\u6b65\u4e00\u76f4\u5728\u6301\u7eed \u2014\u2014 \u5c3d\u7ba1\u8303\u5f0f\u8f6c\u53d8\u7ea7\u522b\u7684\u91cd\u5927\u7a81\u7834\u5e76\u4e0d\u5e38\u89c1\uff0c\u4f46\u6211\u4eec\u575a\u4fe1\u80fd\u5728\u7f13\u6162\u800c\u7a33\u5b9a\u7684\u53d1\u5c55\u4e2d\u524d\u8fdb\u3002<\/p>\n<p>\u503c\u5f97\u6df1\u601d\u7684\u95ee\u9898\u6765\u4e86\uff1a\u4e0b\u4e00\u4e2a\u91cd\u5927\u7a81\u7834\u4f1a\u662f\u4ec0\u4e48\uff1f\u53d6\u51b3\u4e8e\u4ec0\u4e48\uff1f<\/p>\n<p>\u5eb7\u5948\u5c14\u5927\u5b66 (\u79d1\u6280\u6821\u533a) \u535a\u58eb\u751f JACK MORRIS \u53d1\u8868\u4e86\u4e00\u4e2a\u65b0\u9896\u7684\u89c2\u70b9\uff1a\u4ece 2012 \u5e74\u5230\u73b0\u5728\uff0cAI \u7684\u6839\u672c\u6027\u7a81\u7834\u5e76\u975e\u6765\u81ea\u5168\u65b0\u7684\u7b97\u6cd5\u521b\u65b0\uff0c\u800c\u662f\u6765\u81ea\u6211\u4eec\u80fd\u591f\u5229\u7528\u7684\u65b0\u6570\u636e\u6e90\u548c\u66f4\u597d\u7684\u6570\u636e\u5229\u7528\u65b9\u5f0f\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-4d29205ae4bc89598686a4d5c1b5cd9a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-4d29205ae4bc89598686a4d5c1b5cd9a.png\"><\/a><\/p>\n<p>\u535a\u5ba2\u5730\u5740\uff1ahttps:\/\/substack.com\/home\/post\/p-160974493<\/p>\n<p>\u6240\u4ee5\u4ed6\u8ba4\u4e3a\u4eba\u5de5\u667a\u80fd\u7684\u4e0b\u4e00\u4e2a\u8303\u5f0f\u7a81\u7834\u53ef\u80fd\u8981\u4f9d\u9760\u89c6\u9891\u6570\u636e\uff08\u5c24\u5176\u662f YouTube\uff09\u548c\u5b9e\u4f53\u4e16\u754c\u6570\u636e\uff08\u673a\u5668\u4eba\uff09\u3002<\/p>\n<p>\u8ba9\u6211\u4eec\u770b\u770b\u4f5c\u8005\u662f\u5982\u4f55\u5206\u6790\u7684\uff1a<\/p>\n<p>\u4e8b\u5b9e\u4e0a\uff0c\u4e00\u4e9b\u7814\u7a76\u4eba\u5458\u6700\u8fd1\u63d0\u51fa\u4e86\u300c\u4eba\u5de5\u667a\u80fd\u7684\u6469\u5c14\u5b9a\u5f8b\u300d\uff0c\u5373\u8ba1\u7b97\u673a\u6267\u884c\u67d0\u4e9b\u4efb\u52a1\uff08\u5728\u8fd9\u91cc\u6307\u7684\u662f\u67d0\u4e9b\u7c7b\u578b\u7684\u7f16\u7801\u4efb\u52a1\uff09\u7684\u80fd\u529b\u5c06\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u5448\u6307\u6570\u7ea7\u589e\u957f\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-f0980b19f483f1f95553bf341f15d2b2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-f0980b19f483f1f95553bf341f15d2b2.png\"><\/a><\/p>\n<p><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u300c\u4eba\u5de5\u667a\u80fd\u6469\u5c14\u5b9a\u5f8b\u300d\u3002\uff08\u987a\u4fbf\u8bf4\u4e00\u53e5\uff0c\u4efb\u4f55\u8ba4\u4e3a\u5230 2025 \u5e74 4 \u6708\u5c31\u80fd\u5728\u65e0\u4eba\u5e72\u9884\u7684\u60c5\u51b5\u4e0b\u8fd0\u884c\u81ea\u4e3b\u667a\u80fd\u4f53\u4e00\u5c0f\u65f6\u7684\u4eba\u90fd\u662f\u5728\u81ea\u6b3a\u6b3a\u4eba\u3002\uff09<\/sup><\/p>\n<p>\u867d\u7136\u51fa\u4e8e\u79cd\u79cd\u539f\u56e0\uff0c\u6211\u5e76\u4e0d\u8ba4\u540c\u8fd9\u79cd\u8bf4\u6cd5\uff0c\u4f46\u6211\u65e0\u6cd5\u5426\u8ba4\u4eba\u5de5\u667a\u80fd\u7684\u8fdb\u6b65\u8d8b\u52bf\u3002\u6bcf\u5e74\uff0c\u6211\u4eec\u7684\u4eba\u5de5\u667a\u80fd\u90fd\u4f1a\u53d8\u5f97\u66f4\u667a\u80fd\u3001\u66f4\u5feb\u901f\u3001\u66f4\u4fbf\u5b9c\uff0c\u800c\u4e14\u8fd9\u79cd\u8d8b\u52bf\u5c1a\u672a\u770b\u5230\u5c3d\u5934\u3002<\/p>\n<p>\u5927\u591a\u6570\u4eba\u8ba4\u4e3a\uff0c\u8fd9\u79cd\u6301\u7eed\u7684\u8fdb\u6b65\u6765\u81ea\u4e8e\u5b66\u672f\u754c\uff08\u4e3b\u8981\u662f\u9ebb\u7701\u7406\u5de5\u5b66\u9662\u3001\u65af\u5766\u798f\u5927\u5b66\u3001\u5361\u5185\u57fa\u6885\u9686\u5927\u5b66\uff09\u548c\u5de5\u4e1a\u754c\uff08\u4e3b\u8981\u662f Meta\u3001\u8c37\u6b4c\u548c\u5c11\u6570\u4e2d\u56fd\u5b9e\u9a8c\u5ba4\uff09\u7814\u7a76\u754c\u7684\u7a33\u5b9a idea \u4f9b\u7ed9\uff0c\u540c\u65f6\u8fd8\u6709\u5f88\u591a\u5728\u5176\u4ed6\u5730\u65b9\u8fdb\u884c\u7684\u7814\u7a76\u662f\u6211\u4eec\u6c38\u8fdc\u65e0\u6cd5\u4e86\u89e3\u7684\u3002<\/p>\n<p>\u7814\u7a76\u65b9\u9762\u786e\u5b9e\u53d6\u5f97\u4e86\u5f88\u5927\u8fdb\u5c55\uff0c\u5c24\u5176\u662f\u5728\u7cfb\u7edf\u65b9\u9762\u3002\u8fd9\u5c24\u5176\u4f53\u73b0\u5728\u5982\u4f55\u964d\u4f4e\u6a21\u578b\u6210\u672c\u3002\u8fd9\u91cc\u6311\u9009\u51e0\u4e2a\u503c\u5f97\u5173\u6ce8\u7684\u4f8b\u5b50\uff1a<\/p>\n<ul>\n<li>\n<p>2022 \u5e74\uff0c\u65af\u5766\u798f\u5927\u5b66\u7684\u7814\u7a76\u4eba\u5458\u63d0\u51fa\u4e86 FlashAttention \uff0c\u8fd9\u662f\u4e00\u79cd\u5728\u8bed\u8a00\u6a21\u578b\u4e2d\u66f4\u597d\u5730\u5229\u7528\u8bb0\u5fc6\u7684\u65b9\u6cd5\uff0c\u8fd9\u79cd\u65b9\u6cd5\u51e0\u4e4e\u5728\u4efb\u4f55\u5730\u65b9\u90fd\u6709\u4f7f\u7528\uff1b<\/p>\n<\/li>\n<li>\n<p>2023 \u5e74\uff0c\u8c37\u6b4c\u7684\u7814\u7a76\u4eba\u5458\u5f00\u53d1\u4e86\u63a8\u6d4b\u89e3\u7801\uff0c\u6240\u6709\u6a21\u578b\u63d0\u4f9b\u5546\u90fd\u4f7f\u7528\u5b83\u6765\u52a0\u901f\u63a8\u7406\uff08\u4e5f\u662f DeepMind \u5f00\u53d1\u7684\uff0c\u8c8c\u4f3c\u662f\u540c\u65f6\u8fdb\u884c\u7684\uff09\uff1b<\/p>\n<\/li>\n<li>\n<p>2024 \u5e74\uff0c\u4e00\u7fa4\u4e92\u8054\u7f51\u72c2\u70ed\u5206\u5b50\u5f00\u53d1\u4e86 Muon \uff0c\u5b83\u4f3c\u4e4e\u662f\u4e00\u4e2a\u6bd4 SGD \u6216 Adam \u66f4\u597d\u7684\u4f18\u5316\u5668\uff0c\u5e76\u53ef\u80fd\u6210\u4e3a\u672a\u6765\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u7684\u65b9\u5f0f\uff1b<\/p>\n<\/li>\n<li>\n<p>2025 \u5e74\uff0cDeepSeek \u53d1\u5e03\u4e86 DeepSeek-R1 \uff0c\u8fd9\u662f\u4e00\u4e2a\u5f00\u6e90\u6a21\u578b\uff0c\u5176\u63a8\u7406\u80fd\u529b\u4e0e\u4eba\u5de5\u667a\u80fd\u5b9e\u9a8c\u5ba4\uff08\u7279\u522b\u662f\u8c37\u6b4c\u548c OpenAI\uff09\u7684\u7c7b\u4f3c\u95ed\u6e90\u6a21\u578b\u76f8\u5f53\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u4eba\u4eec\u5728\u4e0d\u65ad\u63a2\u7d22\uff0c\u73b0\u5b9e\u4e5f\u5f88\u9177\uff1a\u5927\u5bb6\u53c2\u4e0e\u7684\u662f\u53bb\u4e2d\u5fc3\u5316\u7684\u5168\u7403\u5316\u79d1\u5b66\u7814\u7a76\uff0c\u7814\u7a76\u6210\u679c\u4f1a\u5728 arXiv \u3001\u5b66\u672f\u4f1a\u8bae\u548c\u793e\u4ea4\u5a92\u4f53\u4e0a\u516c\u5f00\u5206\u4eab\u3002<\/p>\n<p>\u5982\u679c\u6211\u4eec\u6b63\u5728\u8fdb\u884c\u5982\u6b64\u591a\u91cd\u8981\u7684\u7814\u7a76\uff0c\u4e3a\u4ec0\u4e48\u6709\u4e9b\u4eba\u8ba4\u4e3a\u8fdb\u5c55\u6b63\u5728\u653e\u7f13\uff1f\u5f15\u8d77\u4eba\u4eec\u62b1\u6028\u7684\u662f\uff0c\u6700\u65b0\u7684\u4e24\u4e2a\u5927\u6a21\u578b Grok 3 \u548c GPT-4.5 \uff0c\u5728\u6b64\u524d\u7684\u57fa\u7840\u4e0a\u4ec5\u53d6\u5f97\u4e86\u5fae\u5c0f\u7684\u6539\u8fdb\u3002\u4e00\u4e2a\u5c24\u4e3a\u7a81\u51fa\u7684\u4f8b\u5b50\u662f\uff0c<a data-itemshowtype=\"0\" data-linktype=\"2\" href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650963122&amp;idx=2&amp;sn=d2517725e43f87b2f70fd980288f4b75&amp;scene=21#wechat_redirect\" target=\"_blank\">\u5728\u6700\u65b0\u7684\u6570\u5b66\u5965\u6797\u5339\u514b\u8003\u8bd5\u4e2d\uff0c\u8bed\u8a00\u6a21\u578b\u7684\u5f97\u5206\u4ec5\u4e3a 5%<\/a>\uff0c\u8fd9\u8868\u660e\u6700\u8fd1\u7684\u58f0\u660e\u5728\u62a5\u544a\u7cfb\u7edf\u80fd\u529b\u65f6\u53ef\u80fd\u88ab\u5938\u5927\u4e86\u3002<\/p>\n<p><strong>\u4eba\u5de5\u667a\u80fd\u300c\u56db\u5927\u53d1\u660e\u300d<\/strong><\/p>\n<p>\u5982\u679c\u6211\u4eec\u8bd5\u56fe\u8bb0\u5f55\u90a3\u4e9b\u300c\u91cd\u5927\u300d\u7684\u7a81\u7834\uff0c\u90a3\u4e9b\u771f\u6b63\u7684\u8303\u5f0f\u8f6c\u53d8\uff0c\u5b83\u4eec\u4f3c\u4e4e\u6b63\u5728\u4ee5\u4e0d\u540c\u7684\u901f\u5ea6\u53d1\u751f\u3002<\/p>\n<p>1. \u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\uff1a\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u5728 2012 \u5e74 AlexNet \u6a21\u578b\u8d62\u5f97\u56fe\u50cf\u8bc6\u522b\u7ade\u8d5b\u540e\u5f00\u59cb\u8d77\u98de\uff1b<\/p>\n<p>2. Transformer + \u5927\u8bed\u8a00\u6a21\u578b\uff1a2017 \u5e74\u8c37\u6b4c\u5728\u300aAttention Is All You Need\u300b\u4e2d\u63d0\u51fa\u4e86 Transformer\uff0c\u5bfc\u81f4\u4e86 BERT\uff08\u8c37\u6b4c\uff0c2018\uff09\u548c\u539f\u59cb GPT\uff08OpenAI\uff0c2018\uff09\u7684\u8bde\u751f\uff1b<\/p>\n<p>3. RLHF\uff08\u57fa\u4e8e\u4eba\u7c7b\u53cd\u9988\u7684\u5f3a\u5316\u5b66\u4e60\uff09\uff1a\u636e\u6211\u6240\u77e5\uff0c\u6700\u65e9\u5728 OpenAI 2022 \u5e74\u7684 InstructGPT \u8bba\u6587\u4e2d\u63d0\u51fa\uff1b<\/p>\n<p>4. \u63a8\u7406\uff1a2024 \u5e74 OpenAI \u53d1\u5e03\u4e86 o1\uff0c\u968f\u540e DeepSeek \u53d1\u5e03\u4e86 R1\u3002<\/p>\n<p>\u5176\u5b9e\uff0c\u8fd9\u56db\u4ef6\u4e8b\uff08\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u2192Transformer \u8bed\u8a00\u6a21\u578b\u2192RLHF\u2192\u63a8\u7406\uff09\u5c31\u6982\u62ec\u4e86 AI \u9886\u57df\u53d1\u751f\u7684\u4e00\u5207\uff1a\u6211\u4eec\u6709\u4e86\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\uff08\u4e3b\u8981\u662f\u56fe\u50cf\u8bc6\u522b\u7cfb\u7edf\uff09\uff0c\u7136\u540e\u662f\u6587\u672c\u5206\u7c7b\u5668\uff0c\u7136\u540e\u662f\u804a\u5929\u673a\u5668\u4eba\uff0c\u73b0\u5728\u6211\u4eec\u6709\u4e86\u63a8\u7406\u6a21\u578b\uff08\u4e0d\u7ba1\u90a3\u662f\u4ec0\u4e48\uff09\u3002<\/p>\n<p>\u5047\u8bbe\u60f3\u8981\u5b9e\u73b0\u7b2c\u4e94\u6b21\u8fd9\u6837\u7684\u7a81\u7834\uff0c\u7814\u7a76\u4e00\u4e0b\u5df2\u6709\u7684\u8fd9\u56db\u4e2a\u6848\u4f8b\u53ef\u80fd\u4f1a\u6709\u6240\u5e2e\u52a9\u3002<\/p>\n<p>\u662f\u4ec0\u4e48\u65b0\u7684\u7814\u7a76 idea \u5bfc\u81f4\u4e86\u8fd9\u4e9b\u7a81\u7834\u6027\u4e8b\u4ef6\uff1f\u6240\u6709\u8fd9\u4e9b\u7a81\u7834\u7684\u57fa\u7840\u673a\u5236\u5728 1990 \u5e74\u4ee3\u751a\u81f3\u66f4\u65e9\u5c31\u5df2\u5b58\u5728\uff0c\u8fd9\u5e76\u4e0d\u8352\u8c2c\u3002\u6211\u4eec\u6b63\u5728\u5e94\u7528\u76f8\u5bf9\u7b80\u5355\u7684\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\uff0c\u8fdb\u884c\u6709\u76d1\u7763\u5b66\u4e60\uff081 \u548c 2\uff09\u6216\u5f3a\u5316\u5b66\u4e60\uff083 \u548c 4\uff09\u3002<\/p>\n<p>\u4ea4\u53c9\u71b5\u7684\u6709\u76d1\u7763\u5b66\u4e60\uff0c\u5373\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\u7684\u4e3b\u8981\u65b9\u5f0f\uff0c\u6e90\u81ea 1940 \u5e74\u4ee3 Claude Shannon \u7684\u5de5\u4f5c\u3002\u5f3a\u5316\u5b66\u4e60\u662f\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u9ad8\u9891\u8bad\u7ec3\uff08RLHF\uff09\u548c\u63a8\u7406\u8bad\u7ec3\u5bf9\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u540e\u671f\u8bad\u7ec3\u7684\u4e3b\u8981\u65b9\u6cd5\uff0c\u5b83\u51fa\u73b0\u5f97\u7a0d\u5fae\u665a\u4e00\u4e9b\u3002\u5b83\u7684\u51fa\u73b0\u53ef\u4ee5\u8ffd\u6eaf\u5230 1992 \u5e74\u7b56\u7565\u68af\u5ea6\u65b9\u6cd5\u7684\u5f15\u5165\uff08\u8fd9\u4e9b idea \u5728 1998 \u5e74 Sutton &amp; Barto \u51fa\u7248\u7684\u300a\u5f3a\u5316\u5b66\u4e60\u300b\u6559\u79d1\u4e66\u7b2c\u4e00\u7248\u65f6\u5c31\u5df2\u7ecf\u5b58\u5728\u4e86\uff09\u3002<\/p>\n<p><strong>\u5982\u679c idea \u4e0d\u662f\u65b0\u7684\uff1f\u90a3\u4ec0\u4e48\u662f\uff1f<\/strong><\/p>\n<p>\u8fd9\u4e9b\u300c\u91cd\u5927\u7a81\u7834\u300d\u53ef\u4ee5\u8bf4\u662f\u6211\u4eec\u5df2\u77e5\u4e00\u6bb5\u65f6\u95f4\u7684\u4e1c\u897f\u7684\u65b0\u5e94\u7528\u3002\u9996\u5148\uff0c\u8fd9\u610f\u5473\u7740\u300c\u4e0b\u4e00\u4e2a\u91cd\u5927\u7a81\u7834\u300d\u53ef\u80fd\u4e0d\u4f1a\u6765\u81ea\u4e00\u4e2a\u5168\u65b0\u7684 idea\uff0c\u800c\u662f\u6211\u4eec\u5df2\u7ecf\u77e5\u9053\u4e00\u6bb5\u65f6\u95f4\u7684\u4e1c\u897f\u7684\u91cd\u65b0\u6d6e\u73b0\u3002<\/p>\n<p>\u4f46\u8fd9\u91cc\u7f3a\u5931\u4e00\u4e2a\u90e8\u5206 \u2014\u2014 \u8fd9\u56db\u6b21\u7a81\u7834\u4e2d\u7684\u6bcf\u4e00\u6b21\u90fd\u4f7f\u6211\u4eec\u80fd\u591f\u4ece\u65b0\u7684\u6570\u636e\u6e90\u5b66\u4e60\uff1a<\/p>\n<p>1. AlexNet \u53ca\u5176\u540e\u7eed\u5de5\u4f5c\u89e3\u9501\u4e86 ImageNet\uff0c\u4e00\u4e2a\u5927\u578b\u7684\u5206\u7c7b\u6807\u7b7e\u56fe\u50cf\u6570\u636e\u5e93\uff0c\u63a8\u52a8\u4e86\u8ba1\u7b97\u673a\u89c6\u89c9\u5341\u4e94\u5e74\u6765\u7684\u8fdb\u6b65 \uff1b<\/p>\n<p>2. Transformer \u89e3\u9501\u4e86\u5728\u300c\u4e92\u8054\u7f51\u300d\u4e0a\u7684\u8bad\u7ec3\uff0c\u4ee5\u53ca\u4e0b\u8f7d\u3001\u5206\u7c7b\u548c\u89e3\u6790\u7f51\u7edc\u4e0a\u6240\u6709\u6587\u672c\u7684\u7ade\u8d5b\uff08\u73b0\u5728\u770b\u6765\u6211\u4eec\u5927\u90e8\u5206\u5df2\u7ecf\u5b8c\u6210\uff09\uff1b<\/p>\n<p>3. RLHF \u8ba9\u6211\u4eec\u53ef\u4ee5\u4ece\u8868\u660e\u4ec0\u4e48\u662f\u300c\u597d\u6587\u672c\u300d\u7684\u4eba\u7c7b\u6807\u7b7e\u4e2d\u5b66\u4e60\uff08\u4e3b\u8981\u662f\u4e00\u79cd\u611f\u89c9\uff09\uff1b<\/p>\n<p>4. \u63a8\u7406\u4f3c\u4e4e\u8ba9\u6211\u4eec\u4ece\u300c\u9a8c\u8bc1\u5668\u300d\u4e2d\u5b66\u4e60\uff0c\u6bd4\u5982\u8ba1\u7b97\u5668\u548c\u7f16\u8bd1\u5668\uff0c\u5b83\u4eec\u53ef\u4ee5\u8bc4\u4f30\u8bed\u8a00\u6a21\u578b\u7684\u8f93\u51fa\u3002<\/p>\n<p>\u63d0\u9192\u81ea\u5df1\uff0c\u8fd9\u4e9b\u91cc\u7a0b\u7891\u4e2d\u7684\u6bcf\u4e00\u4e2a\u90fd\u6807\u5fd7\u7740\u5404\u81ea\u7684\u6570\u636e\u6e90\uff08ImageNet\u3001\u7f51\u7edc\u3001\u4eba\u7c7b\u3001\u9a8c\u8bc1\u5668\uff09\u9996\u6b21\u5927\u89c4\u6a21\u4f7f\u7528\u3002\u6bcf\u4e2a\u91cc\u7a0b\u7891\u4e4b\u540e\u90fd\u7d27\u968f\u7740\u4e00\u9635\u75af\u72c2\u7684\u6d3b\u52a8\uff1a\u7814\u7a76\u4eba\u5458\u7ade\u4e89 (a) \u4ece\u4efb\u4f55\u53ef\u7528\u6765\u6e90\u6c72\u53d6\u5269\u4f59\u7684\u6709\u7528\u6570\u636e\u548c (b) \u901a\u8fc7\u65b0\u6280\u5de7\u66f4\u597d\u5730\u5229\u7528\u5df2\u6709\u6570\u636e\uff0c\u4f7f\u6211\u4eec\u7684\u7cfb\u7edf\u66f4\u9ad8\u6548\u3001\u5bf9\u6570\u636e\u9700\u6c42\u66f4\u5c11\u3002<\/p>\n<p>\u9884\u8ba1\u6211\u4eec\u5c06\u5728 2025 \u5e74\u548c 2026 \u5e74\u770b\u5230\u8fd9\u79cd\u8d8b\u52bf\u5728\u63a8\u7406\u6a21\u578b\u4e2d\u51fa\u73b0\uff0c\u56e0\u4e3a\u7814\u7a76\u4eba\u5458\u6b63\u7ade\u76f8\u5bfb\u627e\u3001\u5206\u7c7b\u548c\u9a8c\u8bc1\u4e00\u5207\u53ef\u80fd\u88ab\u9a8c\u8bc1\u7684\u4e1c\u897f\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-e3b7b92d63b7c0e345be69f569db48e2.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-e3b7b92d63b7c0e345be69f569db48e2.png\"><\/a><\/p>\n<p><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u7814\u7a76\u8005\u521b\u5efa\u4e86 ImageNet \uff08\u5f53\u65f6\u6700\u5927\u7684\u7f51\u7edc\u516c\u5171\u56fe\u50cf\u96c6\uff09\uff0c\u4eba\u5de5\u667a\u80fd\u7684\u8fdb\u6b65\u53ef\u80fd\u662f\u4e0d\u53ef\u907f\u514d\u7684\u3002<\/sup><\/p>\n<p><strong>\u65b0 idea \u6709\u591a\u91cd\u8981\uff1f<\/strong><\/p>\n<p>\u5728\u8fd9\u4e9b\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u5b9e\u9645\u7684\u6280\u672f\u521b\u65b0\u53ef\u80fd\u4e0d\u4f1a\u4ea7\u751f\u5de8\u5927\u5dee\u5f02\uff0c\u8fd9\u4e00\u70b9\u503c\u5f97\u4e00\u63d0\u3002\u68c0\u89c6\u4e00\u4e0b\u53cd\u4e8b\u5b9e\u3002\u5982\u679c\u6211\u4eec\u6ca1\u6709\u53d1\u660e AlexNet\uff0c\u4e5f\u8bb8\u53e6\u4e00\u79cd\u80fd\u5904\u7406 ImageNet \u7684\u67b6\u6784\u4f1a\u51fa\u73b0\u3002\u5982\u679c\u6211\u4eec\u4ece\u672a\u53d1\u73b0 Transformer\uff0c\u4e5f\u8bb8\u6211\u4eec\u4f1a\u91c7\u7528 LSTM \u6216 SSM\uff0c\u6216\u8005\u627e\u5230\u5176\u4ed6\u5168\u65b0\u7684\u65b9\u5f0f\u6765\u4ece\u6211\u4eec\u5728\u7f51\u7edc\u4e0a\u53ef\u7528\u7684\u5927\u91cf\u6709\u7528\u8bad\u7ec3\u6570\u636e\u4e2d\u5b66\u4e60\u3002<\/p>\n<p>\u8fd9\u4e0e\u4e00\u4e9b\u4eba\u8ba4\u4e3a\u300c\u9664\u4e86\u6570\u636e\u4e4b\u5916\u4ec0\u4e48\u90fd\u4e0d\u91cd\u8981\u300d\u7684\u7406\u8bba\u4e00\u81f4\u3002\u4e00\u4e9b\u7814\u7a76\u4eba\u5458\u89c2\u5bdf\u5230\uff0c\u5bf9\u4e8e\u6211\u4eec\u6240\u505a\u7684\u6240\u6709\u8bad\u7ec3\u6280\u672f\u3001\u5efa\u6a21\u6280\u5de7\u548c\u8d85\u53c2\u6570\u8c03\u6574\uff0c\u603b\u4f53\u4e0a\u4ea7\u751f\u6700\u5927\u5dee\u5f02\u7684\u662f\u6539\u53d8\u6570\u636e\u3002<\/p>\n<p>\u4e00\u4e2a\u6709\u8da3\u7684\u4f8b\u5b50\u662f\uff0c\u4e00\u4e9b\u7814\u7a76\u4eba\u5458\u81f4\u529b\u4e8e\u4f7f\u7528 Transformer \u4ee5\u5916\u7684\u67b6\u6784\u5f00\u53d1\u4e00\u79cd\u65b0\u7684\u7c7b BERT \u6a21\u578b\u3002\u4ed6\u4eec\u82b1\u4e86\u5927\u7ea6\u4e00\u5e74\u65f6\u95f4\u4ee5\u6570\u767e\u79cd\u4e0d\u540c\u65b9\u5f0f\u8c03\u6574\u67b6\u6784\uff0c\u5e76\u8bbe\u6cd5\u521b\u9020\u51fa\u4e00\u79cd\u4e0d\u540c\u7c7b\u578b\u7684\u6a21\u578b\uff08\u8fd9\u662f\u4e00\u79cd\u72b6\u6001\u7a7a\u95f4\u6a21\u578b\u6216 SSM\uff09\uff0c\u5f53\u5728\u76f8\u540c\u6570\u636e\u4e0a\u8bad\u7ec3\u65f6\uff0c\u5176\u6027\u80fd\u4e0e\u539f\u59cb Transformer 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