{"id":1139,"date":"2025-12-26T10:00:00","date_gmt":"2025-12-26T02:00:00","guid":{"rendered":"https:\/\/smartaiunion.com\/?p=1139"},"modified":"2025-12-25T14:50:39","modified_gmt":"2025-12-25T06:50:39","slug":"%e5%a4%a7%e6%a8%a1%e5%9e%8bllm%e5%85%a5%e9%97%a8%e7%af%87%ef%bc%9a%e5%b0%8f%e7%99%bd%e5%85%a5%e9%97%a8%e4%b8%80%e6%96%87%e5%bf%ab%e9%80%9f%e4%ba%86%e8%a7%a3%e5%a4%a7%e6%a8%a1%e5%9e%8b%ef%bc%88","status":"publish","type":"post","link":"https:\/\/smartaiunion.com\/index.php\/2025\/12\/26\/1139\/","title":{"rendered":"\u5927\u6a21\u578bLLM\u5165\u95e8\u7bc7\uff1a\u5c0f\u767d\u5165\u95e8\u4e00\u6587\u5feb\u901f\u4e86\u89e3\u5927\u6a21\u578b\uff08\u9644\u6559\u7a0b\uff09"},"content":{"rendered":"\n<p>\u5927\u6a21\u578b\u5e2d\u5377\u5168\u7403\uff0c\u5f77\u4f5b\u5f97\u6a21\u578b\u8005\u5f97\u5929\u4e0b\u3002\u5bf9\u4e8eIT\u884c\u4e1a\u6765\u8bf4\uff0c\u4ee5\u540e\u53ef\u80fd\u6ca1\u6709\u5404\u79cd\u8f6f\u4ef6\u4e86\uff0c\u53ea\u6709\u5404\u79cd\u5404\u6837\u7684\u667a\u4f53\uff08Agent\uff09\u8c03\u7528\u5404\u79cd\u5404\u6837\u7684API\u3002\u5728\u8fd9\u79cd\u5927\u52bf\u4e0b\uff0c\u7b14\u8005\u4e5f\u9605\u8bfb\u4e86\u5f88\u591a\u5927\u6a21\u578b\u76f8\u5173\u7684\u8d44\u6599\uff0c\u548c\u5f88\u591a\u65b0\u624b\u4e00\u6837\uff0c\u5f00\u59cb\u8111\u5b50\u91cc\u90fd\u662f\u4e00\u56e2\u4e71\u9ebb\uff0c\u968f\u7740\u76f8\u5173\u6587\u7ae0\u8d8a\u8bfb\u8d8a\u591a\uff0c\u518d\u8fdb\u884c\u5185\u5bb9\u68b3\u7406\uff0c\u7ec8\u4e8e\u7406\u6e05\u4e86\u4e00\u6761\u6e05\u6670\u7684\u8109\u7edc\u3002<\/p>\n\n\n\n<p>\u7b14\u8005\u5e0c\u671b\u901a\u8fc7\u4e09\u7bc7\u6587\u7ae0\u603b\u7ed3\uff08\u5165\u95e8\u7bc7\u3001\u539f\u7406\u7bc7\u548c\u5e94\u7528\u7bc7\uff09\u5c06\u601d\u8def\u5199\u4e0b\u6765\uff0c\u4ee5\u4fbf\u8ddf\u6211\u4e00\u6837\u7684\u65b0\u624b\u8bfb\u8005\u5feb\u901f\u4e86\u89e3\u5927\u6a21\u578b\u7684\u65b9\u65b9\u9762\u9762\u3002\u5728\u8fd9\u91cc\uff0c\u7b14\u8005\u5148\u5f3a\u8c03\u4e00\u4e0b\uff0c\u672c\u7cfb\u5217\u6587\u7ae0\u7684\u6df1\u5ea6\u6709\u9650\uff0c\u53ea\u662f\u4e2a\u4eba\u5bf9\u5927\u6a21\u578b\u77e5\u8bc6\u8109\u7edc\u7684\u68b3\u7406\uff0c\u540c\u65f6\u4e5f\u4f1a\u501f\u9274\u4e00\u4e0b\u540c\u884c\u7684\u535a\u5ba2\u5185\u5bb9\u5145\u5b9e\u672c\u6587\uff0c\u6587\u672b\u5c06\u4f1a\u6ce8\u660e\u53c2\u8003\u6765\u6e90\u3002<\/p>\n\n\n\n<p>\u5728\u5f00\u59cb\u9605\u8bfb\u6587\u7ae0\u4e4b\u524d\uff0c\u6709\u51e0\u4e2a\u95ee\u9898\u8bfb\u8005\u53ef\u4ee5\u5148\u601d\u8003\u4e00\u4e0b\uff1a<\/p>\n\n\n\n<ul 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noopener\"><\/a>\u5927\u6a21\u578bLLM\u4e0e\u4eba\u5de5\u667a\u80fdAI<\/h4>\n\n\n\n<p>\u63d0\u5230\u5927\u6a21\u578b\uff08\u5168\u540d\uff0c\u5927\u8bed\u8a00\u6a21\u578b\uff0cLLM\uff0cLarge Language Model\uff09\uff0c\u7ed5\u4e0d\u5f00\u4eba\u5de5\u667a\u80fd\uff08AI\uff0cArtificial 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class=\"wp-block-list\">\n<li>\u9605\u8bfb\uff1a\u673a\u5668\u80fd\u591f\u50cf\u4eba\u4e00\u6837\u63a5\u6536\u5404\u79cd\u5404\u6837\u7684\u8f93\u5165\uff0c\u5e76\u80fd\u591f\u7406\u89e3\u8fd9\u4e9b\u8f93\u5165\uff1b<\/li>\n\n\n\n<li>\u521b\u4f5c\uff1a\u673a\u5668\u80fd\u591f\u50cf\u4eba\u4e00\u6837\u8fdb\u884c\u521b\u4f5c\u8f93\u51fa\uff0c\u4e0d\u4ec5\u4ec5\u53ea\u662f\u5199\u4f5c\uff0c\u8fd8\u5305\u62ec\uff1a\u7ed8\u753b\u3001\u89c6\u9891\u521b\u4f5c\u7b49\u7b49\uff1b<\/li>\n\n\n\n<li>\u4ea4\u6d41\uff1a\u5728\u4e0a\u8ff0\u7406\u89e3\u8f93\u5165\u548c\u521b\u4f5c\u8f93\u51fa\u7684\u57fa\u7840\u4e0a\uff0c\u5c31\u81ea\u7136\u800c\u7136\u53ef\u4ee5\u5b9e\u73b0\u673a\u5668\u50cf\u4eba\u4e00\u6837\u4ea4\u6d41\uff0c\u5e76\u4e14\u5728\u521b\u4f5c\u8f93\u51fa\u80fd\u529b\u4e0a\uff0c\u53ef\u80fd\u6bd4\u81ea\u7136\u4eba\u66f4\u52a0\u4f18\u52bf\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8981\u5b9e\u73b0\u4e0a\u8ff0\u63cf\u8ff0\u7684\u4eba\u5de5\u667a\u80fd\uff0c\u9996\u5148\u5c31\u9700\u8981\u8ba9\u673a\u5668\u7406\u89e3\u4eba\u7c7b\u7684\u8f93\u5165\uff0c\u4eba\u7c7b\u7684\u8f93\u5165\u65b9\u5f0f\u6bd4\u8f83\u591a\uff0c\u8bed\u8a00\u548c\u6587\u5b57\u9996\u5f53\u5176\u51b2\u3002\u8981\u8ba9\u673a\u5668\u7406\u89e3\u8bed\u8a00\u548c\u6587\u5b57\uff0c\u5c31\u9700\u8981\u8fdb\u884c\u8bed\u8a00\u5efa\u6a21\uff0c\u8bed\u8a00\u5efa\u6a21\u7684\u8f93\u51fa\u5c31\u662f\u8bed\u8a00\u6a21\u578bLM\uff08Language 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href=\"https:\/\/link.juejin.cn\/?target=https%3A%2F%2Fblog.csdn.net%2FDEVELOPERAA%2Farticle%2Fdetails%2F146979848%3Fops_request_misc%3D%25257B%252522request%25255Fid%252522%25253A%252522b89c918c549e0aaad7cb340126a05c42%252522%25252C%252522scm%252522%25253A%25252220140713.130102334.pc%25255Fblog.%252522%25257D%26request_id%3Db89c918c549e0aaad7cb340126a05c42%26biz_id%3D0%26utm_medium%3Ddistribute.pc_search_result.none-task-blog-2~blog~first_rank_ecpm_v1~rank_v31_ecpm-28-146979848-null-null.nonecase%26utm_term%3D%25E5%25A4%25A7%25E6%25A8%25A1%25E5%259E%258B%25E5%25AD%25A6%25E4%25B9%25A0%25E8%25B7%25AF%25E7%25BA%25BF%26spm%3D1018.2226.3001.4450\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a>\u5927\u6a21\u578bLLM\u7684\u53d1\u5c55\u4e0e\u5b9a\u4e49<\/h4>\n\n\n\n<p>\u548c\u5f88\u591a\u6709\u6545\u4e8b\u7684\u4eba\u7684\u540d\u5b57\u4e00\u6837\uff0c\u5927\u6a21\u578b\u4e00\u5f00\u59cb\u5e76\u4e0d\u53eb\u5927\u6a21\u578b\u3002<\/p>\n\n\n\n<p>\u5927\u6a21\u578b\u7684\u53d1\u5c55\u7ecf\u5386\u4e864\u4e2a\u9636\u6bb5\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7edf\u8ba1\u8bed\u8a00\u6a21\u578b SLM\uff0cStatistical Language Model\uff0c\u7edf\u8ba1\u8bed\u8a00\u6a21\u578b\uff0c\u57fa\u4e8e\u7edf\u8ba1\u5b66\u4e60\u65b9\u6cd5\u5f00\u53d1\uff0c\u5176\u57fa\u672c\u601d\u60f3\u662f\u57fa\u4e8e\u9a6c\u5c14\u53ef\u592b\u5047\u8bbe\u5efa\u7acb\u8bcd\u9884\u6d4b\u6a21\u578b\u3002\u8fd9\u79cd\u6a21\u578b\u5e38\u89c1\u4e8e\u6211\u4eec\u7684\u5168\u6587\u68c0\u7d22\u548c\u63a8\u8350\u7cfb\u7edf\u4e2d\uff0c\u901a\u8fc7\u7edf\u8ba1\u8bcd\u9891\u7b49\u4fe1\u606f\u6765\u505a\u7edf\u8ba1\u9884\u6d4b\uff0c\u8fd9\u79cd\u6a21\u578b\u901a\u5e38\u53d7\u5230\u7ef4\u6570\u707e\u96be\u7684\u56f0\u6270\u3002<\/li>\n\n\n\n<li>\u795e\u7ecf\u8bed\u8a00\u6a21\u578b NLM\uff0cNeutral Language Model\uff0c\u901a\u8fc7\u795e\u7ecf\u7f51\u7edc\uff0c\u5982\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\uff0c\u6765\u63cf\u8ff0\u5355\u8bcd\u5e8f\u5217\u7684\u6982\u7387\u3002\u8be5\u6a21\u578b\u5f15\u5165\u4e86\u8bcd\u7684\u5206\u5e03\u5f0f\u8868\u793a\u8fd9\u4e00\u6982\u5ff5\uff0c\u5e76\u5728\u805a\u5408\u4e0a\u4e0b\u6587\u7279\u5f81\uff08\u5373\u5206\u5e03\u5f0f\u8bcd\u5411\u91cf\uff09\u7684\u6761\u4ef6\u4e0b\u6784\u5efa\u8bcd\u9884\u6d4b\u51fd\u6570\u3002word2vec\u63d0\u51fa\u4e86\u6784\u5efa\u7b80\u5316\u7684\u6d45\u5c42\u795e\u7ecf\u7f51\u7edc\u6765\u5b66\u4e60\u5206\u5e03\u5f0f\u5355\u8bcd\u8868\u793a\u7684\u65b9\u6cd5\uff0c\u8fd9\u4e9b\u8868\u793a\u5728\u5404\u79cdNLP\u4efb\u52a1\u4e2d\u88ab\u8bc1\u660e\u975e\u5e38\u6709\u6548\u3002<\/li>\n\n\n\n<li>\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b PLM\uff0cPre-training Language Model\uff0c\u57fa\u4e8e\u81ea\u6ce8\u610f\u529b\u673a\u5236\u7684\u9ad8\u5ea6\u5e76\u884c\u5316Transformer\u67b6\u6784\uff0c\u5728\u5927\u89c4\u6a21\u65e0\u6807\u7b7e\u8bed\u6599\u5e93\u4e0a\u4f7f\u7528\u4e13\u95e8\u8bbe\u8ba1\u7684\u9884\u8bad\u7ec3\u4efb\u52a1\u3002\u8be5\u6a21\u578b\u786e\u7acb\u4e86\u201c\u9884\u8bad\u7ec3\u548c\u5fae\u8c03\u201d\u5b66\u4e60\u8303\u5f0f\u3002\u5728\u8fd9\u4e2a\u8303\u5f0f\u4e0b\uff0c\u901a\u5e38\u9700\u8981\u5bf9PLM\u8fdb\u884c\u5fae\u8c03\u4ee5\u9002\u914d\u4e0d\u540c\u7684\u4e0b\u6e38\u4efb\u52a1\u3002<\/li>\n\n\n\n<li>\u5927\u8bed\u8a00\u6a21\u578b LLM\uff0cLarge Language Model\u3002\u7814\u7a76\u4eba\u5458\u53d1\u73b0\uff0c\u6269\u5c55PLM\uff08\u6269\u5c55\u6a21\u578b\u5927\u5c0f\u6216\u6570\u636e\u5927\u5c0f\uff09\u901a\u5e38\u4f1a\u63d0\u9ad8\u4e0b\u6e38\u4efb\u52a1\u7684\u6a21\u578b\u6027\u80fd\uff0c\u8bb8\u591a\u7814\u7a76\u901a\u8fc7\u8bad\u7ec3\u8d8a\u6765\u8d8a\u5927\u7684PLM\u6765\u63a2\u7d22\u6027\u80fd\u6781\u9650\u3002\u968f\u540e\u53d1\u73b0\uff0c\u5f53\u6a21\u578b\u53c2\u6570\u8fbe\u5230\u67d0\u4e00\u6781\u9650\u4e4b\u540e\uff0c\u6a21\u578b\u5728\u89e3\u51b3\u4e00\u7cfb\u5217\u590d\u6742\u4efb\u52a1\u4e2d\u5c55\u793a\u4e86\u60ca\u4eba\u7684\u80fd\u529b\uff0c\u8fd9\u79cd\u80fd\u529b\u88ab\u79f0\u4e3a\u3010<strong>\u6d8c\u73b0\u80fd\u529b<\/strong>\u3011\u3002 \u5173\u4e8e\u6d8c\u73b0\u80fd\u529b\uff0c\u4e1a\u754c\u76ee\u524d\u8fd8\u6709\u5f88\u591a\u95ee\u9898\u5f85\u7814\u7a76\u89e3\u51b3\u3002\u6bd4\u5982\uff1a\u6a21\u578b\u53c2\u6570\u5177\u4f53\u8fbe\u5230\u591a\u5c11\u6d8c\u73b0\u80fd\u529b\u4f1a\u51fa\u73b0\uff1f\u5927\u6a21\u578b\u4e3a\u4ec0\u4e48\u4f1a\u7a81\u7136\u51fa\u73b0\u6d8c\u73b0\u80fd\u529b\u7b49\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u901a\u8fc7\u5927\u6a21\u578b\u7684\u53d1\u5c55\u9636\u6bb5\u63cf\u8ff0\uff0c\u672c\u8282\u6700\u540e\u603b\u7ed3\u4e00\u4e0b\u5927\u6a21\u578bLLM\u7684\u5b9a\u4e49\u3002&nbsp;<strong>\u5927\u6a21\u578b\u662f\u4e00\u79cd\u91c7\u7528Transformer\u67b6\u6784\uff0c\u6a21\u578b\u53c2\u6570\u8fbe\u5230\u767e\u4ebf\u6216\u5343\u4ebf\u7ea7\u7684\u9884\u8bad\u7ec3\u6a21\u578b\u3002<\/strong><\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><a href=\"https:\/\/link.juejin.cn\/?target=\"><\/a><a href=\"https:\/\/link.juejin.cn\/?target=https%3A%2F%2Fblog.csdn.net%2FDEVELOPERAA%2Farticle%2Fdetails%2F146979848%3Fops_request_misc%3D%25257B%252522request%25255Fid%252522%25253A%252522b89c918c549e0aaad7cb340126a05c42%252522%25252C%252522scm%252522%25253A%25252220140713.130102334.pc%25255Fblog.%252522%25257D%26request_id%3Db89c918c549e0aaad7cb340126a05c42%26biz_id%3D0%26utm_medium%3Ddistribute.pc_search_result.none-task-blog-2~blog~first_rank_ecpm_v1~rank_v31_ecpm-28-146979848-null-null.nonecase%26utm_term%3D%25E5%25A4%25A7%25E6%25A8%25A1%25E5%259E%258B%25E5%25AD%25A6%25E4%25B9%25A0%25E8%25B7%25AF%25E7%25BA%25BF%26spm%3D1018.2226.3001.4450\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a>\u5927\u6a21\u578bLLM\u7684\u5206\u7c7b<\/h4>\n\n\n\n<p>\u76ee\u524d\u4e1a\u754c\u6d8c\u73b0\u4e86\u975e\u5e38\u591a\u7684\u5927\u6a21\u578b\uff0c\u4e5f\u770b\u4e86\u7f51\u4e0a\u4e00\u4e9b\u5173\u4e8e\u5bf9\u5927\u6a21\u578b\u5206\u7c7b\u5f52\u7eb3\u7684\u6587\u7ae0\uff0c\u90fd\u975e\u5e38\u4e0d\u9519\uff0c\u672c\u8282\u4e3b\u8981\u662f\u5bf9\u7f51\u4e0a\u7684\u5206\u7c7b\u4fe1\u606f\u8fdb\u884c\u603b\u7ed3\u3002<\/p>\n\n\n\n<p>\u672c\u8282\u5c06\u4ece\u4ee5\u4e0b\u4e09\u4e2a\u65b9\u9762\u6765\u5bf9\u5927\u6a21\u578b\u8fdb\u884c\u5206\u7c7b\uff1a<\/p>\n\n\n\n<h5 class=\"wp-block-heading\"><a href=\"https:\/\/link.juejin.cn\/?target=\"><\/a><a href=\"https:\/\/link.juejin.cn\/?target=https%3A%2F%2Fblog.csdn.net%2FDEVELOPERAA%2Farticle%2Fdetails%2F146979848%3Fops_request_misc%3D%25257B%252522request%25255Fid%252522%25253A%252522b89c918c549e0aaad7cb340126a05c42%252522%25252C%252522scm%252522%25253A%25252220140713.130102334.pc%25255Fblog.%252522%25257D%26request_id%3Db89c918c549e0aaad7cb340126a05c42%26biz_id%3D0%26utm_medium%3Ddistribute.pc_search_result.none-task-blog-2~blog~first_rank_ecpm_v1~rank_v31_ecpm-28-146979848-null-null.nonecase%26utm_term%3D%25E5%25A4%25A7%25E6%25A8%25A1%25E5%259E%258B%25E5%25AD%25A6%25E4%25B9%25A0%25E8%25B7%25AF%25E7%25BA%25BF%26spm%3D1018.2226.3001.4450\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a>\u6839\u636e\u7b97\u6cd5\u539f\u7406\u5206\u7c7b<\/h5>\n\n\n\n<p>\u5927\u6a21\u578b\u7684\u67b6\u6784\u57fa\u672c\u90fd\u662fTransformer\uff0c\u800cTransformer\u8be6\u7ec6\u7684\u7ed3\u6784\u5728google\u53d1\u5e03\u7684\u8bba\u6587\u300aAttention Is All You Need\u300b\u4e2d\u8fdb\u884c\u4e86\u63cf\u8ff0\uff0cTransformer\u7ed3\u6784\u4e2d\u6709\u4e24\u4e2a\u975e\u5e38\u91cd\u8981\u7684\u90e8\u4ef6\uff1aEncoder\u548cDecoder\uff0c\u5982\u4e0b\u56fe\u6240\u793a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p9-xtjj-sign.byteimg.com\/tos-cn-i-73owjymdk6\/af58ee3a7a574c46b61eecce34429b8c~tplv-73owjymdk6-jj-mark-v1:0:0:0:0:5o6Y6YeR5oqA5pyv56S-5Yy6IEAg5aSn5qih5Z6L5pWZ56iL:q75.awebp?rk3s=f64ab15b&amp;x-expires=1767161000&amp;x-signature=onWZHqmLkTo6OqMMs5oE5e8xBS8%3D\" alt=\"transformer\u67b6\u6784.webp\"\/><\/figure>\n\n\n\n<p>\u6839\u636e\u5bf9Transformer\u7ed3\u6784\u7684\u88c1\u526a\uff0c\u53ef\u4ee5\u5c06\u76ee\u524d\u7684\u5927\u6a21\u578b\u5206\u4e3a\u4e09\u7c7b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Encoder-Only\uff1a\u88c1\u526a\u4e86Decoder\u90e8\u4ef6\uff0c\u4ee3\u8868\u6a21\u578bBERT\uff0c\u5230\u4e862020\u5e74\u4e4b\u540e\uff0c\u8fd9\u7c7b\u6280\u672f\u57fa\u672c\u5df2\u7ecf\u4e0d\u518d\u53d1\u5c55\u3002<\/li>\n\n\n\n<li>Encoder-Decoder\uff1a\u6ca1\u6709\u88c1\u526a\u4efb\u4f55\u90e8\u4ef6\uff0c\u4ee3\u8868\u6a21\u578bT5\u3002<\/li>\n\n\n\n<li>Decoder-Only\uff1a\u88c1\u526a\u4e86Encoder\u90e8\u4ef6\uff0c\u4ee3\u8868\u6a21\u578bGPT\uff0c\u76ee\u524d\u4e3b\u5bfcLLM\u9886\u57df\u7684\u53d1\u5c55\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u4e0b\u9762\u662f\u4e00\u5f20\u7ed3\u5408\u4e86\u5927\u6a21\u578b\u51fa\u73b0\u65f6\u95f4\u4ee5\u53ca\u6240\u5c5e\u67b6\u6784\u5206\u7c7b\u7684\u56fe\u7247\uff0c\u5206\u522b\u8be6\u7ec6\u9610\u8ff0\u4e86\u5404\u4e2a\u5206\u7c7b\u6709\u54ea\u4e9b\u4ee3\u8868\u6a21\u578b\uff0c\u4ee5\u53ca\u6a21\u578b\u51fa\u73b0\u7684\u65f6\u95f4\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p9-xtjj-sign.byteimg.com\/tos-cn-i-73owjymdk6\/baa636f5d459496cae65718a99af5797~tplv-73owjymdk6-jj-mark-v1:0:0:0:0:5o6Y6YeR5oqA5pyv56S-5Yy6IEAg5aSn5qih5Z6L5pWZ56iL:q75.awebp?rk3s=f64ab15b&amp;x-expires=1767161000&amp;x-signature=yfsxTDv6Iw7Np4cWN1g5DpyyjDo%3D\" alt=\"llm-evolutionary-tree.png\"\/><\/figure>\n\n\n\n<h5 class=\"wp-block-heading\"><a href=\"https:\/\/link.juejin.cn\/?target=\"><\/a><a href=\"https:\/\/link.juejin.cn\/?target=https%3A%2F%2Fblog.csdn.net%2FDEVELOPERAA%2Farticle%2Fdetails%2F146979848%3Fops_request_misc%3D%25257B%252522request%25255Fid%252522%25253A%252522b89c918c549e0aaad7cb340126a05c42%252522%25252C%252522scm%252522%25253A%25252220140713.130102334.pc%25255Fblog.%252522%25257D%26request_id%3Db89c918c549e0aaad7cb340126a05c42%26biz_id%3D0%26utm_medium%3Ddistribute.pc_search_result.none-task-blog-2~blog~first_rank_ecpm_v1~rank_v31_ecpm-28-146979848-null-null.nonecase%26utm_term%3D%25E5%25A4%25A7%25E6%25A8%25A1%25E5%259E%258B%25E5%25AD%25A6%25E4%25B9%25A0%25E8%25B7%25AF%25E7%25BA%25BF%26spm%3D1018.2226.3001.4450\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a>\u6839\u636e\u8f93\u5165\u5185\u5bb9\u5206\u7c7b<\/h5>\n\n\n\n<p>\u6839\u636e\u8f93\u5165\u5185\u5bb9\u4e0d\u540c\uff0c\u53ef\u4ee5\u5206\u4e3a\u4ee5\u4e0b\u4e09\u7c7b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bed\u8a00\u5927\u6a21\u578b<\/li>\n<\/ul>\n\n\n\n<p>\u6307\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08Natural Language Processing\uff0cNLP\uff09\u9886\u57df\u4e2d\u7684\u4e00\u7c7b\u5927\u6a21\u578b\uff0c\u901a\u5e38\u7528\u4e8e\u5904\u7406\u6587\u672c\u6570\u636e\u548c\u7406\u89e3\u81ea\u7136\u8bed\u8a00\u3002 \u8fd9\u7c7b\u5927\u6a21\u578b\u7684\u4e3b\u8981\u7279\u70b9\u662f\u5b83\u4eec\u5728\u5927\u89c4\u6a21\u8bed\u6599\u5e93\u4e0a\u8fdb\u884c\u4e86\u8bad\u7ec3\uff0c\u4ee5\u5b66\u4e60\u81ea\u7136\u8bed\u8a00\u7684\u5404\u79cd\u8bed\u6cd5\u3001\u8bed\u4e49\u548c\u8bed\u5883\u89c4\u5219\u3002 \u4f8b\u5982\uff1aGPT \u7cfb\u5217\uff08OpenAI\uff09\u3001Bard\uff08Google\uff09\u3001\u6587\u5fc3\u4e00\u8a00\uff08\u767e\u5ea6\uff09\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u89c6\u89c9\u5927\u6a21\u578b<\/li>\n<\/ul>\n\n\n\n<p>\u6307\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\uff08Computer Vision\uff0cCV\uff09\u9886\u57df\u4e2d\u4f7f\u7528\u7684\u5927\u6a21\u578b\uff0c\u901a\u5e38\u7528\u4e8e\u56fe\u50cf\u5904\u7406\u548c\u5206\u6790\u3002 \u8fd9\u7c7b\u6a21\u578b\u901a\u8fc7\u5728\u5927\u89c4\u6a21\u56fe\u50cf\u6570\u636e\u4e0a\u8fdb\u884c\u8bad\u7ec3\uff0c\u53ef\u4ee5\u5b9e\u73b0\u5404\u79cd\u89c6\u89c9\u4efb\u52a1\uff0c\u5982\u56fe\u50cf\u5206\u7c7b\u3001\u76ee\u6807\u68c0\u6d4b\u3001\u56fe\u50cf\u5206\u5272\u3001\u59ff\u6001\u4f30\u8ba1\u3001\u4eba\u8138\u8bc6\u522b\u7b49\u3002 \u4f8b\u5982\uff1aVIT \u7cfb\u5217\uff08Google\uff09\u3001\u6587\u5fc3UFO\u3001\u534e\u4e3a\u76d8\u53e4 CV\u3001INTERN\uff08\u5546\u6c64\uff09\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u591a\u6a21\u6001\u5927\u6a21\u578b<\/li>\n<\/ul>\n\n\n\n<p>\u6307\u80fd\u591f\u5904\u7406\u591a\u79cd\u4e0d\u540c\u7c7b\u578b\u6570\u636e\u7684\u5927\u6a21\u578b\uff0c\u4f8b\u5982\u6587\u672c\u3001\u56fe\u50cf\u3001\u97f3\u9891\u7b49\u591a\u6a21\u6001\u6570\u636e\u3002 \u8fd9\u7c7b\u6a21\u578b\u7ed3\u5408\u4e86 NLP \u548c CV \u7684\u80fd\u529b\uff0c\u4ee5\u5b9e\u73b0\u5bf9\u591a\u6a21\u6001\u4fe1\u606f\u7684\u7efc\u5408\u7406\u89e3\u548c\u5206\u6790\uff0c\u4ece\u800c\u80fd\u591f\u66f4\u5168\u9762\u5730\u7406\u89e3\u548c\u5904\u7406\u590d\u6742\u7684\u6570\u636e\u3002 \u4f8b\u5982\uff1aDingoDB \u591a\u6a21\u5411\u91cf\u6570\u636e\u5e93\uff08\u4e5d\u7ae0\u4e91\u6781 DataCanvas\uff09\u3001DALL-E(OpenAI)\u3001\u609f\u7a7a\u753b\u753b\uff08\u534e\u4e3a\uff09\u3001midjourney\u3002<\/p>\n\n\n\n<h5 class=\"wp-block-heading\"><a href=\"https:\/\/link.juejin.cn\/?target=\"><\/a><a href=\"https:\/\/link.juejin.cn\/?target=https%3A%2F%2Fblog.csdn.net%2FDEVELOPERAA%2Farticle%2Fdetails%2F146979848%3Fops_request_misc%3D%25257B%252522request%25255Fid%252522%25253A%252522b89c918c549e0aaad7cb340126a05c42%252522%25252C%252522scm%252522%25253A%25252220140713.130102334.pc%25255Fblog.%252522%25257D%26request_id%3Db89c918c549e0aaad7cb340126a05c42%26biz_id%3D0%26utm_medium%3Ddistribute.pc_search_result.none-task-blog-2~blog~first_rank_ecpm_v1~rank_v31_ecpm-28-146979848-null-null.nonecase%26utm_term%3D%25E5%25A4%25A7%25E6%25A8%25A1%25E5%259E%258B%25E5%25AD%25A6%25E4%25B9%25A0%25E8%25B7%25AF%25E7%25BA%25BF%26spm%3D1018.2226.3001.4450\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a>\u6839\u636e\u5e94\u7528\u9886\u57df\u5206\u7c7b<\/h5>\n\n\n\n<p>\u6309\u7167\u5e94\u7528\u9886\u57df\uff0c\u5927\u6a21\u578b\u4e3b\u8981\u53ef\u4ee5\u5206\u4e3a L0\u3001L1\u3001L2 \u4e09\u4e2a\u5c42\u7ea7\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u901a\u7528\u5927\u6a21\u578b L0\uff1a 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