{"id":1858,"date":"2023-05-24T12:08:34","date_gmt":"2023-05-24T04:08:34","guid":{"rendered":"https:\/\/www.hgostand.com\/?p=1858"},"modified":"2023-05-24T12:42:19","modified_gmt":"2023-05-24T04:42:19","slug":"llms%e5%92%8cai%e4%bb%a3%e7%a0%81%e7%94%9f%e6%88%90%e5%99%a8%e7%9a%84%e4%bd%bf%e7%94%a8%e4%b8%8d%e6%96%ad%e5%a2%9e%e9%95%bf","status":"publish","type":"post","link":"https:\/\/wite.oxoooo.com\/?p=1858","title":{"rendered":"LLMs\u548cAI\u4ee3\u7801\u751f\u6210\u5668\u7684\u4f7f\u7528\u4e0d\u65ad\u589e\u957f"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u50cfGPT-4\u8fd9\u6837\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b\u548cGitHub Copilot\u8fd9\u6837\u7684\u5de5\u5177\u53ef\u4ee5\u8ba9\u4f18\u79c0\u7684\u7a0b\u5e8f\u5458\u66f4\u6709\u6548\u7387\uff0c\u4f46\u4e5f\u4f1a\u8ba9\u7cdf\u7cd5\u7684\u7a0b\u5e8f\u5458\u53d8\u5f97\u66f4\u52a0\u5371\u9669\u3002\u4f60\u51c6\u5907\u597d\u4e86\u5417\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u622a\u81f32023\u5e745\u6708\uff0c\u4ec5\u5728Visual Studio Code\u4e2d\u5c31\u6709\u6570\u767e\u4e2a\u201cAI\u201d\u6216\u201c\u4ee3\u7801\u751f\u6210\u201d\u6269\u5c55\u53ef\u7528\u3002\u5176\u4e2d\u51e0\u4e2a\u53ef\u80fd\u4f1a\u5728\u7f16\u7801\u65f6\u8282\u7701\u60a8\u4e00\u4e9b\u65f6\u95f4\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8be5\u9886\u57df\u4e2d\u4e00\u4e2a\u503c\u5f97\u671f\u5f85\u7684\u53d1\u5c55\u662f\uff0c\u6709\u51e0\u4e2a\u5de5\u5177\u53ef\u4ee5\u81ea\u52a8\u751f\u6210\u5355\u5143\u6d4b\u8bd5\u3002\u76f8\u6bd4\u751f\u6210\u901a\u7528\u4ee3\u7801\uff0c\u751f\u6210\u5355\u5143\u6d4b\u8bd5\u8981\u5bb9\u6613\u5f97\u591a\u2014\u2014\u5b9e\u9645\u4e0a\uff0c\u53ef\u4ee5\u4f7f\u7528\u7b80\u5355\u6a21\u5f0f\u6765\u5b8c\u6210\u2014\u2014\u4f46\u60a8\u4ecd\u9700\u8981\u67e5\u770b\u548c\u8fd0\u884c\u751f\u6210\u7684\u6d4b\u8bd5\uff0c\u4ee5\u786e\u5b9a\u5b83\u4eec\u662f\u5426\u6709\u610f\u4e49\u3002<\/p>\n\n\n\n<p 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Markov\u3002\u73b0\u5728\u8fd9\u4e2a\u7814\u7a76\u9886\u57df\u79f0\u4e3a\u9a6c\u5c14\u53ef\u592b\u94fe\uff0c\u662f\u9a6c\u5c14\u53ef\u592b\u6a21\u578b\u7684\u4e00\u79cd\u7279\u6b8a\u60c5\u51b5\u3002Markov\u5728\u4fc4\u8bed\u4e2d\uff0c\u7279\u522b\u662f\u5728\u666e\u5e0c\u91d1\u7684\u300a\u53f6\u752b\u6839\u5c3c\u00b7\u5965\u6d85\u91d1\u300b\u4e2d\u5c55\u793a\u4e86\u5b57\u6bcd\u51fa\u73b0\u7684\u6982\u7387\u53d6\u51b3\u4e8e\u524d\u4e00\u4e2a\u5b57\u6bcd\uff0c\u5e76\u4e14\u901a\u5e38\u8f85\u97f3\u548c\u5143\u97f3\u503e\u5411\u4e8e\u4ea4\u66ff\u51fa\u73b0\u3002\u81ea\u90a3\u65f6\u4ee5\u6765\uff0cMarkov\u7684\u65b9\u6cd5\u5df2\u7ecf\u63a8\u5e7f\u5230\u5355\u8bcd\u3001\u5176\u4ed6\u8bed\u8a00\u548c\u5176\u4ed6\u8bed\u8a00\u5e94\u7528\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">1948\u5e74\uff0cClaude Shannon\u5728\u901a\u4fe1\u7406\u8bba\u4e2d\u6269\u5c55\u4e86Markov\u7684\u5de5\u4f5c\uff0c1985\u5e74\uff0cIBM\u7684Fred Jelinek\u548cRobert 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class=\"wp-block-paragraph\">\u73b0\u5728\u5df2\u7ecf\u5f00\u59cb\u63a5\u53d7\u63d0\u540d\uff0c\u89d2\u90102024\u5e74\u5ea6IT\u6700\u4f73\u5de5\u4f5c\u573a\u6240\u30022000\u5e74\uff0cYoshua Bengio\u7b49\u4eba\u53d1\u8868\u4e86\u4e00\u7bc7\u5173\u4e8e\u795e\u7ecf\u6982\u7387\u8bed\u8a00\u6a21\u578b\u7684\u8bba\u6587\u3002\u5176\u4e2d\u795e\u7ecf\u7f51\u7edc\u4ee3\u66ff\u4e86\u7edf\u8ba1\u8bed\u8a00\u6a21\u578b\u4e2d\u7684\u6982\u7387\uff0c\u907f\u514d\u4e86\u7ef4\u5ea6\u707e\u96be\uff0c\u5e76\u5c06\u57fa\u4e8e\u524d\u9762\u5355\u8bcd\u7684\u5355\u8bcd\u9884\u6d4b\u7ed3\u679c\u6bd4\u5e73\u6ed1\u7684\u4e09\u5143\u6a21\u578b\uff08\u90a3\u65f6\u662f\u6700\u5148\u8fdb\u7684\uff09\u63d0\u9ad8\u4e8620\uff05\u81f335\uff05\u3002\u5982\u4eca\uff0c\u57fa\u4e8e\u524d\u9988\u3001\u81ea\u56de\u5f52\u7684\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u4ecd\u7136\u5728\u4f7f\u7528\uff0c\u4f46\u8fd9\u4e9b\u6a21\u578b\u73b0\u5728\u5177\u6709\u6570\u5341\u4ebf\u7684\u53c2\u6570\uff0c\u5e76\u4e14\u7ecf\u8fc7\u5927\u91cf\u7684\u8bed\u6599\u5e93\u8bad\u7ec3\uff0c\u56e0\u6b64\u88ab\u79f0\u4e3a\u201c\u5927\u578b\u8bed\u8a00\u6a21\u578b\u201d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6b63\u5982\u6211\u4eec\u5c06\u770b\u5230\u7684\u90a3\u6837\uff0c\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\uff0c\u8bed\u8a00\u6a21\u578b\u4e0d\u65ad\u53d8\u5f97\u66f4\u5927\u4ee5\u4f7f\u5176\u8fd0\u884c\u66f4\u52a0\u51fa\u8272\u3002\u7136\u800c\uff0c\u8fd9\u4e5f\u6709\u6210\u672c\u3002Emily Bender\u3001Timnit Gebru\u7b49\u4eba\u57282021\u5e74\u53d1\u8868\u7684\u8bba\u6587\u300a\u5173\u4e8e\u968f\u673a\u9e66\u9e49\u7684\u5371\u9669\uff1a\u8bed\u8a00\u6a21\u578b\u662f\u5426\u592a\u5927\uff1f\u300b\u8d28\u7591\u6211\u4eec\u662f\u5426\u5728\u8d70\u5411\u6781\u7aef\u3002\u4f5c\u8005\u6307\u51fa\uff0c\u6211\u4eec\u5e94\u8be5\u9996\u5148\u6743\u8861\u73af\u5883\u548c\u8d22\u52a1\u6210\u672c\uff0c\u5e76\u6295\u5165\u8d44\u6e90\u6765\u7b56\u5212\u548c\u7cbe\u5fc3\u8bb0\u5f55\u6570\u636e\u96c6\uff0c\u800c\u4e0d\u662f\u5c06\u4e92\u8054\u7f51\u4e0a\u7684\u6240\u6709\u5185\u5bb9\u90fd\u6444\u5165\u8fdb\u6765\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Gebru\u548cBender\u90fd\u56e0\u4e3a\u5b9e\u8d28\u4e0a\u6307\u51fa\u4e86\u201c\u88f8\u4f53\u7684\u7687\u5e1d\u201d\uff0c\u800c\u968f\u540e\u5728\u8c37\u6b4c\u5931\u53bb\u4e86\u5de5\u4f5c\u3002Bender\u73b0\u5728\u5728\u534e\u76db\u987f\u5927\u5b66\u4efb\u6559\u3002Gebru\u5219\u521b\u7acb\u4e86\u5206\u5e03\u5f0fAI\u7814\u7a76\u6240\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u6587\u672c\u751f\u6210\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578b<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd1\u5e74\u6765\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u7206\u70b8\u5f0f\u589e\u957f\u59cb\u4e8eGoogle Brain\u548cGoogle Research\u7684Ashish Vaswani\u7b49\u4eba\u4e8e2017\u5e74\u53d1\u8868\u7684\u8bba\u6587\u300aAttention is All You Need\u300b\u3002\u8be5\u8bba\u6587\u4ecb\u7ecd\u4e86\u4e00\u4e2a\u201c\u65b0\u7684\u7b80\u5355\u7f51\u7edc\u67b6\u6784Transformer\uff0c\u4ec5\u57fa\u4e8e\u6ce8\u610f\u673a\u5236\uff0c\u5b8c\u5168\u653e\u5f03\u5faa\u73af\u548c\u5377\u79ef\u201d\u3002 Transformer\u6a21\u578b\u6bd4\u9012\u5f52\u548c\u5377\u79ef\u6a21\u578b\u66f4\u7b80\u5355\uff0c\u540c\u65f6\u4e5f\u66f4\u4f18\u79c0\u3002\u5b83\u4eec\u7684\u8bad\u7ec3\u65f6\u95f4\u4e5f\u660e\u663e\u7f29\u77ed\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">ELMo<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><br>ELMo\u662fAllenNLP\uff08\u8bf7\u53c2\u9605ELMo\u8bba\u6587\uff09\u4e8e2018\u5e74\u63a8\u51fa\u7684\u4e00\u79cd\u6df1\u5ea6\u4e0a\u4e0b\u6587\u5316\u7684\u8bcd\u8868\u793a\uff0c\u5b83\u6a21\u62df\u4e86\u5355\u8bcd\u4f7f\u7528\u7684\u590d\u6742\u7279\u5f81\uff08\u4f8b\u5982\uff0c\u8bed\u6cd5\u548c\u8bed\u4e49\uff09\u4ee5\u53ca\u8fd9\u4e9b\u7528\u6cd5\u5728\u8bed\u8a00\u73af\u5883\u4e2d\u7684\u53d8\u5316\uff08\u5373\uff0c\u4e3a\u4e86\u5efa\u6a21\u591a\u4e49\u6027\uff09\u3002\u539f\u59cb\u6a21\u578b\u67099360\u4e07\u4e2a\u53c2\u6570\uff0c\u5e76\u5728\u5341\u4ebf\u5b57\u57fa\u51c6\u4e0a\u8fdb\u884c\u4e86\u8bad\u7ec3\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">BERT<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">BERT\uff08Bidirectional Encoder Representations from Transformers\uff09\u662f\u8c37\u6b4cAI\u8bed\u8a00\u4e8e2018\u5e74\u53d1\u5e03\u7684\u8bed\u8a00\u6a21\u578b\uff0c\u57fa\u4e8e\u516c\u53f8\u7684Transformer\uff082017\uff09\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\uff08\u53c2\u89c1BERT\u8bba\u6587\uff09\u3002BERT\u65e8\u5728\u901a\u8fc7\u8054\u5408\u6240\u6709\u5c42\u4e2d\u7684\u5de6\u53f3\u4e0a\u4e0b\u6587\u6765\u9884\u8bad\u7ec3\u65e0\u6807\u7b7e\u6587\u672c\u7684\u6df1\u5ea6\u53cc\u5411\u8868\u793a\u3002\u539f\u59cb\u8bba\u6587\u4e2d\u4f7f\u7528\u7684\u4e24\u4e2a\u6a21\u578b\u5927\u5c0f\u4e3a1\u4ebf\u548c3.4\u4ebf\u4e2a\u53c2\u6570\u3002BERT\u4f7f\u7528\u63a9\u7801\u8bed\u8a00\u5efa\u6a21\uff08MLM\uff09\uff0c\u5176\u4e2d\u7ea615\uff05\u7684\u4ee4\u724c\u88ab\u201c\u7834\u574f\u201d\u4ee5\u4fbf\u8fdb\u884c\u8bad\u7ec3\u3002\u5b83\u5728\u82f1\u6587\u7ef4\u57fa\u767e\u79d1\u53ca\u591a\u4f26\u591a\u4e66\u7c4d\u8bed\u6599\u5e93\u4e0a\u8fdb\u884c\u4e86\u8bad\u7ec3\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">T5<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">2020\u5e74\uff0c\u8c37\u6b4c\u63a8\u51fa\u4e86\u57fa\u4e8eGPT\u3001ULMFiT\u3001ELMo\u548cBERT\u53ca\u5176\u540e\u7ee7\u6a21\u578b\u6700\u4f73\u8fc1\u79fb\u5b66\u4e60\u6280\u672f\u7684\u65b0\u6a21\u578b\u2014\u2014Text-To-Text Transfer Transformer\uff08\u7b80\u79f0T5\uff09\u3002\u8be5\u6a21\u578b\u4f7f\u7528\u4e00\u4e2a\u540d\u4e3aColossal Clean Crawled Corpus\uff08C4\uff09\u7684\u5f00\u6e90\u9884\u8bad\u7ec3\u6570\u636e\u96c6\uff0c\u6807\u51c6\u82f1\u8bedC4\u6570\u636e\u96c6\u5927\u5c0f\u4e3a800GB\uff0c\u57fa\u4e8eCommon Crawl\u6570\u636e\u96c6\u3002T5\u5c06\u6240\u6709\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4efb\u52a1\u91cd\u65b0\u6784\u5efa\u6210\u4e00\u4e2a\u7edf\u4e00\u7684\u6587\u672c\u5230\u6587\u672c\u683c\u5f0f\uff0c\u5176\u4e2d\u8f93\u5165\u548c\u8f93\u51fa\u59cb\u7ec8\u662f\u6587\u672c\u5b57\u7b26\u4e32\uff0c\u800c\u4e0d\u50cfBERT\u98ce\u683c\u7684\u6a21\u578b\u53ea\u8f93\u51fa\u7c7b\u6807\u7b7e\u6216\u8f93\u5165\u7684\u4e00\u6bb5\u5185\u5bb9\u3002\u57fa\u7840T5\u6a21\u578b\u603b\u5171\u6709\u7ea62.2\u4ebf\u4e2a\u53c2\u6570\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">GPT\u5bb6\u65cf<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">OpenAI\u662f\u4e00\u5bb6\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u548c\u90e8\u7f72\u516c\u53f8\uff0c\u5176\u4f7f\u547d\u662f\u201c\u786e\u4fdd\u4eba\u5de5\u901a\u7528\u667a\u80fd\uff08AGI\uff09\u60e0\u53ca\u5168\u4eba\u7c7b\u201d\u3002\u5f53\u7136\uff0cOpenAI\u5c1a\u672a\u5b9e\u73b0AGI\u3002\u4e00\u4e9b\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u8005\uff0c\u5982Meta-FAIR\u7684\u673a\u5668\u5b66\u4e60\u5148\u9a71Yann LeCun\uff0c\u8ba4\u4e3aOpenAI\u76ee\u524d\u5bf9AGI\u7684\u65b9\u6cd5\u662f\u4e00\u6761\u6b7b\u80e1\u540c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">OpenAI\u8d1f\u8d23GPT\u8bed\u8a00\u6a21\u578b\u7cfb\u5217\uff0c\u53ef\u901a\u8fc7OpenAI API\u548cMicrosoft\u7684Azure OpenAI\u670d\u52a1\u83b7\u5f97\u3002\u8bf7\u6ce8\u610f\uff0c\u6574\u4e2aGPT\u5bb6\u65cf\u90fd\u57fa\u4e8e\u8c37\u6b4c2017\u5e74\u7684Transformer\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\uff0c\u8fd9\u662f\u5408\u6cd5\u7684\uff0c\u56e0\u4e3a\u8c37\u6b4c\u5df2\u5f00\u6e90\u4e86Transformer\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">GPT\uff08\u751f\u6210\u9884\u8bad\u7ec3\u53d8\u538b\u5668\uff09\u662fOpenAI\u4e8e2018\u5e74\u63a8\u51fa\u7684\u6a21\u578b\uff0c\u4f7f\u7528\u4e86\u7ea61.17\u4ebf\u4e2a\u53c2\u6570\uff08\u8bf7\u53c2\u9605GPT\u8bba\u6587\uff09\u3002GPT\u662f\u4e00\u4e2a\u5355\u5411\u53d8\u538b\u5668\uff0c\u5b83\u5728Toronto Book Corpus\u4e0a\u8fdb\u884c\u4e86\u9884\u8bad\u7ec3\uff0c\u5e76\u4f7f\u7528\u56e0\u679c\u8bed\u8a00\u5efa\u6a21\uff08CLM\uff09\u76ee\u6807\u8fdb\u884c\u4e86\u8bad\u7ec3\uff0c\u8fd9\u610f\u5473\u7740\u5b83\u88ab\u8bad\u7ec3\u6765\u9884\u6d4b\u5e8f\u5217\u4e2d\u7684\u4e0b\u4e00\u4e2a\u6807\u8bb0\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">GPT-2\u662f2019\u5e74\u63a8\u51fa\u7684\u76f4\u63a5\u5347\u7ea7\u7248\uff0c\u62e5\u670915\u4ebf\u4e2a\u53c2\u6570\uff0c\u5e76\u5728800\u4e07\u4e2a\u7f51\u9875\u6216\u7ea640GB\u7684\u6587\u672c\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u8bad\u7ec3\u3002OpenAI\u6700\u521d\u9650\u5236\u4e86\u5bf9GPT-2\u7684\u8bbf\u95ee\uff0c\u56e0\u4e3a\u5b83\u201c\u592a\u597d\u4e86\u201d\uff0c\u4f1a\u5bfc\u81f4\u201c\u865a\u5047\u65b0\u95fb\u201d\u3002\u5c3d\u7ba1\u968f\u7740GPT-3\u7684\u53d1\u5e03\uff0c\u6f5c\u5728\u7684\u793e\u4f1a\u95ee\u9898\u53d8\u5f97\u66f4\u52a0\u4e25\u91cd\uff0c\u4f46\u516c\u53f8\u6700\u7ec8\u677e\u53e3\u5141\u8bb8\u8bbf\u95ee\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">GPT-3\u662f2020\u5e74\u63a8\u51fa\u7684\u81ea\u56de\u5f52\u8bed\u8a00\u6a21\u578b\uff0c\u5177\u67091750\u4ebf\u4e2a\u53c2\u6570\uff0c\u5e76\u5728Common Crawl\u3001WebText2\u3001Books1\u3001Books2\u548c\u82f1\u6587\u7ef4\u57fa\u767e\u79d1\u7684\u8fc7\u6ee4\u7248\u672c\u7ec4\u5408\u4e0a\u8fdb\u884c\u4e86\u8bad\u7ec3\uff08\u8be6\u89c1GPT-3\u8bba\u6587\uff09\u3002GPT-3\u4f7f\u7528\u7684\u795e\u7ecf\u7f51\u7edc\u4e0eGPT-2\u7c7b\u4f3c\uff0c\u53ea\u662f\u589e\u52a0\u4e86\u4e00\u4e9b\u989d\u5916\u7684\u6a21\u5757\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">GPT-3\u6700\u5927\u7684\u7f3a\u70b9\u662f\u5bb9\u6613\u201c\u5e7b\u89c9\u201d\uff0c\u4e5f\u5c31\u662f\u7f16\u9020\u6ca1\u6709\u660e\u663e\u4f9d\u636e\u7684\u4e8b\u5b9e\u3002GPT-3.5\u548cGPT-4\u4e5f\u5b58\u5728\u8fd9\u4e2a\u95ee\u9898\uff0c\u4f46\u7a0b\u5ea6\u8f83\u8f7b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">CODEX\u662f2021\u5e74\u63a8\u51fa\u7684GPT-3\u540e\u4ee3\uff0c\u4e13\u95e8\u4e3a\u4ee3\u7801\u751f\u6210\u800c\u8fdb\u884c\u5fae\u8c03\uff0c\u4f7f\u7528\u4e865400\u4e07\u4e2a\u5f00\u6e90GitHub\u5b58\u50a8\u5e93\u4e2d\u63d0\u4f9b\u7684\u6570\u636e\u3002\u8fd9\u662fGitHub Copilot\u4f7f\u7528\u7684\u6a21\u578b\uff0c\u5728\u4e0b\u4e00\u8282\u4e2d\u8fdb\u884c\u8ba8\u8bba\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">GPT-3.5\u662f\u9488\u5bf9GPT-3\u548cCODEX\u76842022\u5e74\u66f4\u65b0\u7248\u672c\u3002gpt-3.5-turbo\u6a21\u578b\u4e13\u4e3a\u804a\u5929\u4f18\u5316\uff0c\u4f46\u5bf9\u4e8e\u4f20\u7edf\u5b8c\u6210\u4efb\u52a1\u4e5f\u8868\u73b0\u826f\u597d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">GPT-4\u662f2023\u5e74\u63a8\u51fa\u7684\u5927\u578b\u591a\u6a21\u6001\u6a21\u578b\uff08\u63a5\u53d7\u56fe\u50cf\u548c\u6587\u672c\u8f93\u5165\uff0c\u8f93\u51fa\u6587\u672c\uff09\uff0cOpenAI\u58f0\u79f0\u5728\u5404\u79cd\u4e13\u4e1a\u548c\u5b66\u672f\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u5177\u6709\u4eba\u7c7b\u6c34\u5e73\u7684\u8868\u73b0\u3002\u5728\u591a\u4e2a\u6a21\u62df\u8003\u8bd5\u4e2d\uff0c\u5305\u62ec\u7edf\u4e00\u5f8b\u5e08\u8003\u8bd5\u3001LSAT\u3001GRE\u548c\u6570\u4e2aAP\u79d1\u76ee\u8003\u8bd5\uff0cGPT-4\u7684\u8868\u73b0\u90fd\u8d85\u8fc7\u4e86GPT-3.5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">OpenAI\u672a\u516c\u5f00GPT-4\u7684\u8bad\u7ec3\u65b9\u5f0f\uff0c\u8fd9\u662f\u4e00\u4e2a\u4e25\u91cd\u7684\u95ee\u9898\u3002\u8be5\u516c\u53f8\u8868\u793a\u51fa\u4e8e\u7ade\u4e89\u539f\u56e0\u4e0d\u4fbf\u516c\u5f00\uff0c\u8003\u8651\u5230\u5fae\u8f6f\uff08\u4e00\u76f4\u8d44\u52a9OpenAI\uff09\u548c\u8c37\u6b4c\u4e4b\u95f4\u7684\u7ade\u4e89\uff0c\u8fd9\u79cd\u89e3\u91ca\u4f3c\u4e4e\u6709\u4e9b\u9053\u7406\u3002\u7136\u800c\uff0c\u7531\u4e8e\u4e0d\u77e5\u9053\u8bad\u7ec3\u8bed\u6599\u5e93\u4e2d\u7684\u504f\u89c1\uff0c\u6211\u4eec\u4e5f\u65e0\u6cd5\u5f97\u77e5\u6a21\u578b\u4e2d\u7684\u504f\u89c1\u3002Emily Bender\u5728Mastodon\u4e0a\u53d1\u8868\u4e86\u5bf9GPT-4\u7684\u770b\u6cd5\uff08\u4e8e2023\u5e743\u670816\u65e5\u53d1\u5e03\uff09\uff0c\u8ba4\u4e3a\u201c\u5728#OpenAI\u516c\u5f00\u5176\u8bad\u7ec3\u6570\u636e\u3001\u6a21\u578b\u67b6\u6784\u7b49\u4fe1\u606f\u4e4b\u524d\uff0c\u5e94\u8be5\u5047\u5b9aGPT-4\u662f\u6709\u5bb3\u5783\u573e\u3002\u201d<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">ChatGPT\u548cBingGPT\u662f\u57fa\u4e8egpt-3.5-turbo\u5f00\u53d1\u7684\u804a\u5929\u673a\u5668\u4eba\uff0c\u57282023\u5e743\u6708\u5347\u7ea7\u4e3aGPT-4\u3002\u8981\u4f7f\u7528\u57fa\u4e8eGPT-4\u7684ChatGPT\u7248\u672c\uff0c\u9700\u8ba2\u9605ChatGPT Plus\u3002\u6807\u51c6\u7248ChatGPT\u662f\u57fa\u4e8e2021\u5e749\u6708\u622a\u6b62\u7684\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\u7684\u3002\u5728Microsoft Edge\u6d4f\u89c8\u5668\u4e2d\u53ef\u7528\u7684BingGPT\u4e5f\u662f\u57fa\u4e8e2021\u5e74\u622a\u6b62\u7684\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\u7684\uff0c\u4f46\u5f53\u8be2\u95ee\u65f6\uff0c\u5b83\u4f1a\u56de\u7b54\uff1a\u201c\u6211\u6b63\u5728\u4e0d\u65ad\u5b66\u4e60\u548c\u66f4\u65b0\u6765\u81ea\u7f51\u7edc\u7684\u65b0\u4fe1\u606f\u3002\u201d<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2023\u5e743\u6708\u521d\uff0c\u9999\u6e2f\u79d1\u6280\u5927\u5b66\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u4e2d\u5fc3\u7684Pascale Fung\u5c31ChatGPT\u7684\u8bc4\u4f30\u95ee\u9898\u4f5c\u4e86\u4e00\u6b21\u6f14\u8bb2\u3002\u63a8\u8350\u82b1\u8d391\u5c0f\u65f6\u65f6\u95f4\u89c2\u770b\uff0c\u6536\u83b7\u4e0d\u5c11\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">LaMDA<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">LaMDA\uff08Language Model for Dialogue Applications\uff09\u662f\u8c37\u6b4c2021\u5e74\u7684\u201c\u7a81\u7834\u201d\u5bf9\u8bdd\u6280\u672f\uff0c\u5b83\u662f\u4e00\u6b3e2017\u5e74\u8bad\u7ec3\u6709\u7d20\u7684Transformer\u6a21\u578b\uff0c\u4e13\u95e8\u7528\u4e8e\u5bf9\u8bdd\uff0c\u5e76\u8fdb\u884c\u4e86\u5fae\u8c03\u4ee5\u663e\u8457\u63d0\u9ad8\u5176\u54cd\u5e94\u7684\u5408\u7406\u6027\u548c\u7279\u5f02\u6027\u3002 LaMDA \u7684\u4e00\u4e2a\u4f18\u70b9\u662f\u5b83\u53ef\u4ee5\u5904\u7406\u4eba\u7c7b\u5bf9\u8bdd\u4e2d\u5e38\u89c1\u7684\u4e3b\u9898\u6f02\u79fb\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e00\u79cd LaMDA \u7248\u672c\u9a71\u52a8\u7740 Bard\uff0c\u8c37\u6b4c\u7684\u4f1a\u8bdd\u5f0f AI \u670d\u52a1\u3002Bard \u4e8e2023\u5e743\u670821\u65e5\u53d1\u5e03\uff0c\u5e76\u4e8e2023\u5e745\u670810\u65e5\u6b63\u5f0f\u63a8\u51fa\u3002\u6211\u5c06\u5728\u4e0b\u9762\u8ba8\u8bba\u5b83\u7684\u4ee3\u7801\u751f\u6210\u80fd\u529b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">PaLM\uff08Pathways Language Model\uff09\u662f\u8c37\u6b4c\u7814\u7a76\u7684\u4e00\u79cd2022\u5bc6\u96c6\u89e3\u7801\u5668-\u4ec5Transformer\u6a21\u578b\uff0c\u5177\u67095400\u4ebf\u4e2a\u53c2\u6570\uff0c\u4f7f\u7528 Pathways \u7cfb\u7edf\u8fdb\u884c\u8bad\u7ec3\uff08\u8bf7\u53c2\u9605 PaLM \u8bba\u6587\uff09\u3002PaLM \u4f7f\u7528\u82f1\u8bed\u548c\u591a\u8bed\u8a00\u6570\u636e\u96c6\u7684\u7ec4\u5408\u8fdb\u884c\u8bad\u7ec3\uff0c\u5305\u62ec\u9ad8\u8d28\u91cf\u7684\u7f51\u7edc\u6587\u6863\u3001\u4e66\u7c4d\u3001\u7ef4\u57fa\u767e\u79d1\u3001\u5bf9\u8bdd\u548c GitHub \u4ee3\u7801\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8c37\u6b4c\u8fd8\u4e3a PaLM \u521b\u5efa\u4e86\u4e00\u4e2a\u201c\u65e0\u635f\u201d\u8bcd\u6c47\u8868\uff0c\u4ee5\u4fdd\u7559\u6240\u6709\u7a7a\u683c\uff08\u5bf9\u4e8e\u4ee3\u7801\u5c24\u5176\u91cd\u8981\uff09\uff0c\u5c06\u8d85\u51fa\u8bcd\u6c47\u8868\u7684 Unicode \u5b57\u7b26\u5206\u5272\u6210\u5b57\u8282\uff0c\u5e76\u5c06\u6570\u5b57\u5206\u5272\u4e3a\u5355\u72ec\u7684\u6807\u8bb0\uff0c\u6bcf\u4e2a\u6807\u8bb0\u4ee3\u8868\u4e00\u4e2a\u6570\u5b57\u3002PaLM-Coder \u662f PaLM 540B \u5728\u4ec5\u4f7f\u7528 Python \u4ee3\u7801\u6570\u636e\u96c6\u8fdb\u884c\u5fae\u8c03\u7684\u7248\u672c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">PaLM-E<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">PaLM-E\u662f\u8c37\u6b4c\u4e8e2023\u5e74\u63a8\u51fa\u7684\u4e00\u6b3e\u201c\u5177\u8eab\u5316\u201d\uff08\u9762\u5411\u673a\u5668\u4eba\uff09\u591a\u6a21\u6001\u8bed\u8a00\u6a21\u578b\u3002\u7814\u7a76\u4eba\u5458\u9996\u5148\u4f7f\u7528\u5f3a\u5927\u7684\u5927\u578b\u8bed\u8a00\u6a21\u578bPaLM\uff0c\u7136\u540e\u5c06\u5b83\u8fdb\u884c\u5177\u8eab\u5316\uff08\u5373\u201cE\u201d\u5728PaLM-E\u4e2d\u7684\u610f\u601d\uff09\uff0c\u901a\u8fc7\u8865\u5145\u673a\u5668\u4eba\u4ee3\u7406\u7684\u4f20\u611f\u5668\u6570\u636e\u4f7f\u5176\u5177\u6709\u884c\u52a8\u80fd\u529b\u3002\u9664\u4e86PaLM\u4e4b\u5916\uff0cPaLM-E\u8fd8\u662f\u4e00\u4e2a\u901a\u7528\u7684\u89c6\u89c9\u8bed\u8a00\u6a21\u578b\u3002\u9664\u4e86PaLM\u4e4b\u5916\uff0c\u5b83\u8fd8\u5305\u542bViT-22B\u89c6\u89c9\u6a21\u578b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">LLaMA<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">LLaMA\uff08Large Language Model Meta AI\uff09\u662fMeta AI\uff08\u53c8\u540dMeta-FAIR\uff09\u4e8e2023\u5e742\u6708\u53d1\u5e03\u7684\u4e00\u4e2a650\u4ebf\u53c2\u6570\u7684\u201c\u539f\u59cb\u201d\u5927\u578b\u8bed\u8a00\u6a21\u578b\u3002\u636eMeta\u79f0\uff0c\u201c\u5728\u5927\u578b\u8bed\u8a00\u6a21\u578b\u9886\u57df\u4e2d\uff0c\u8bad\u7ec3\u50cfLLaMA\u8fd9\u6837\u8f83\u5c0f\u7684\u57fa\u7840\u6a21\u578b\u662f\u53ef\u53d6\u7684\uff0c\u56e0\u4e3a\u5b83\u9700\u8981\u66f4\u5c11\u7684\u8ba1\u7b97\u8d44\u6e90\u6765\u9a8c\u8bc1\u65b0\u65b9\u6cd5\u3001\u9a8c\u8bc1\u4ed6\u4eba\u7684\u5de5\u4f5c\u5e76\u63a2\u7d22\u65b0\u7684\u7528\u4f8b\u3002\u57fa\u7840\u6a21\u578b\u8bad\u7ec3\u4e8e\u5927\u91cf\u672a\u6807\u8bb0\u7684\u6570\u636e\u96c6\u4e0a\uff0c\u8fd9\u4f7f\u5b83\u4eec\u975e\u5e38\u9002\u5408\u8c03\u6574\u5404\u79cd\u4efb\u52a1\u3002\u201d<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">LLaMA\u4ee5\u51e0\u4e2a\u4e0d\u540c\u7684\u89c4\u6a21\u53d1\u5e03\uff0c\u5e76\u9644\u6709\u4e00\u4e2a\u8bf4\u660e\u6a21\u578b\u6784\u5efa\u65b9\u5f0f\u7684\u6a21\u578b\u5361\u7247\u3002\u6700\u521d\uff0c\u4f60\u5fc5\u987b\u8bf7\u6c42\u68c0\u67e5\u70b9\u548c\u5206\u8bcd\u5668\uff0c\u4f46\u662f\u6839\u636eMeta-FAIR\u7684Yann LeCun\u6240\u8bf4\uff0c\u73b0\u5728\u5b83\u4eec\u90fd\u5df2\u7ecf\u53ef\u4f9b\u4e0b\u8f7d\uff0c\u56e0\u4e3a\u6709\u4eba\u901a\u8fc7\u8bf7\u6c42\u6b63\u786e\u83b7\u5f97\u4e86\u8fd9\u4e9b\u6a21\u578b\u5e76\u57284chan\u4e0a\u53d1\u5e03\u4e86\u4e00\u4e2a\u53ef\u4e0b\u8f7d\u7684\u79cd\u5b50\u6587\u4ef6\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e13\u4e1a\u7684\u4ee3\u7801\u751f\u6210\u4ea7\u54c1<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u867d\u7136\u5305\u62ecChatGPT\u548cBard\u5728\u5185\u7684\u51e0\u4e2a\u5927\u578b\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u7528\u4e8e\u91ca\u653e\u7684\u4ee3\u7801\u751f\u6210\uff0c\u4f46\u662f\u5982\u679c\u5b83\u4eec\u7ecf\u8fc7\u8c03\u6574\u4ee5\u9002\u5e94\u4e00\u4e9b\u4ee3\u7801\uff08\u901a\u5e38\u6765\u81ea\u514d\u8d39\u5f00\u6e90\u8f6f\u4ef6\uff09\uff0c\u5219\u4f1a\u6709\u6240\u5e2e\u52a9\uff0c\u4ee5\u907f\u514d\u660e\u663e\u7684\u7248\u6743\u4fb5\u72af\u3002\u8fd9\u4ecd\u7136\u5f15\u8d77\u4e86\u201c\u5f00\u6e90\u8f6f\u4ef6\u76d7\u7248\u201d\u7684\u95ee\u9898\uff0c\u8fd9\u662f2022\u5e74\u8054\u90a6\u96c6\u4f53\u8bc9\u8bbc\u5bf9GitHub\uff0cMicrosoft\uff08GitHub\u7684\u6240\u6709\u8005\uff09\u548cOpenAI\u5173\u4e8eGitHub Copilot\u4ea7\u54c1\u548cOpenAI GPT Codex\u6a21\u578b\u7684\u6307\u63a7\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8bf7\u6ce8\u610f\uff0c\u9664\u4e86\u4f7f\u7528\u4e3b\u8981\u57fa\u4e8e\u516c\u5f00\u53ef\u7528\u4ee3\u7801\u8fdb\u884c\u8bad\u7ec3\u7684\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u4e4b\u5916\uff0c\u4e00\u4e9b\u4ee3\u7801\u751f\u6210\u5de5\u5177\u8fd8\u4f9d\u8d56\u4e8e\u641c\u7d22\u4ee3\u7801\u5171\u4eab\u7f51\u7ad9\uff0c\u4f8b\u5982Stack Overflow\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e9a\u9a6c\u900aCodeWhisperer<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Amazon CodeWhisperer\u4e0eVisual Studio Code\u548cJetBrains IDE\u96c6\u6210\uff0c\u5728\u73b0\u6709\u4ee3\u7801\u7684\u57fa\u7840\u4e0a\u751f\u6210\u4ee3\u7801\u5efa\u8bae\u4ee5\u54cd\u5e94\u6ce8\u91ca\u548c\u4ee3\u7801\u5b8c\u6210\uff0c\u5e76\u53ef\u4ee5\u626b\u63cf\u4ee3\u7801\u4ee5\u67e5\u627e\u5b89\u5168\u95ee\u9898\u3002\u60a8\u8fd8\u53ef\u4ee5\u6fc0\u6d3bCodeWhisperer\u4ee5\u5728AWS Cloud9\u548cAWS Lambda\u4e2d\u4f7f\u7528\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">CodeWhisperer\u826f\u597d\u5730\u652f\u6301Python\u3001Java\u3001JavaScript\u3001TypeScript\u548cC#\u7f16\u7a0b\u8bed\u8a00\uff0c\u53e6\u591610\u79cd\u7f16\u7a0b\u8bed\u8a00\u7684\u652f\u6301\u7a0b\u5ea6\u8f83\u4f4e\u3002\u5b83\u53ef\u4ee5\u514d\u8d39\u63d0\u4f9b\u7ed9\u4e2a\u4eba\u5f00\u53d1\u4eba\u5458\u4f7f\u7528\uff0c\u5bf9\u4e8e\u4e13\u4e1a\u56e2\u961f\u6bcf\u4f4d\u7528\u6237\u6bcf\u6708\u6536\u8d3919\u7f8e\u5143\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">CodeWhisperer\u5e2e\u52a9\u6211\u7f16\u5199\u4e86\u4e0b\u9762\u663e\u793a\u7684Python\u4ee3\u7801\u3002\u6211\u8fdb\u884c\u4e86\u5ba1\u67e5\u3001\u6d4b\u8bd5\u548c\u8c03\u8bd5\uff0c\u5b83\u5f88\u597d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Bard<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">2023\u5e744\u670821\u65e5\uff0cBard\u7f16\u7a0b\u5e73\u53f0\u5ba3\u5e03\u652f\u6301\u8d85\u8fc720\u79cd\u7f16\u7a0b\u8bed\u8a00\uff0c\u5305\u62ecC ++\u3001Go\u3001Java\u3001JavaScript\u3001TypeScript\u548cPython\u7b49\u3002\u4e3a\u4e86\u8fc5\u901f\u6d4b\u8bd5\u5176\u529f\u80fd\uff0c\u6211\u8ba9Bard\u5199\u4e86\u4e00\u4e2aGo\u51fd\u6570\u6765\u83b7\u53d6\u5f53\u524d\u65e5\u671f\u548c\u65f6\u95f4\uff0c\u5e76\u4e14\u5b83\u5f88\u5feb\u5c31\u5b8c\u6210\u4e86\u4efb\u52a1\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">CodeT5<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">CodeT5\u662fSalesforce AI Research\u4e8e2021\u5e74\u53d1\u5e03\u7684\u4e00\u6b3e\u9488\u5bf9\u7f16\u7a0b\u7684\u7edf\u4e00\u9884\u8bad\u7ec3Encoder-Decoder Transformer\u6a21\u578b\u3002\u5b83\u57fa\u4e8e2020\u5e74\u8c37\u6b4cT5\u6a21\u578b\u67b6\u6784\uff0c\u5e76\u5728CodeSearchNet\u6570\u636e\u96c6\u4ee5\u53caBigQuery\u4e2d\u7684\u4e00\u4e9bC\/C#\u4ee3\u7801\u4e0a\u8fdb\u884c\u4e86\u5fae\u8c03\u3002CodeT5\u7684\u5b98\u65b9PyTorch\u5b9e\u73b0\u4f4d\u4e8eGitHub\u4e0a\uff0c\u540c\u65f6\u5728Hugging Face\u4e0a\u63d0\u4f9b\u4e86\u4e24\u4e2a\u68c0\u67e5\u70b9\uff0c\u94fe\u63a5\u53ef\u4ee5\u5728GitHub\u7684README\u4e2d\u627e\u5230\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">GitHub Copilot<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">GitHub Copilot\u662f\u4e00\u4e2a\u57fa\u4e8eOpenAI Codex\u5f00\u53d1\u7684\u5de5\u5177\uff0c\u5176\u6e90\u81eaGPT-3\uff0c\u5e76\u9488\u5bf95400\u4e07\u4e2a\u5f00\u6e90GitHub\u4ed3\u5e93\u8fdb\u884c\u4e86\u4ee3\u7801\u751f\u6210\u7684\u5fae\u8c03\u3002\u5f53\u6211\u57282021\u5e7411\u6708\u5ba1\u67e5\u4e86GitHub Copilot\u7684\u9884\u53d1\u5e03\u7248\u672c\u540e\uff0c\u6211\u53d1\u73b0\u5c3d\u7ba1\u5b83\u5e76\u4e0d\u603b\u662f\u80fd\u751f\u6210\u826f\u597d\u3001\u6b63\u786e\u6216\u53ef\u8fd0\u884c\u7684\u4ee3\u7801\uff0c\u4f46\u5b83\u4ecd\u7136\u6709\u4e00\u5b9a\u7684\u7528\u5904\u3002\u76ee\u524dGitHub Copilot\u7684\u4ef7\u683c\u662f\u6bcf\u670810\u7f8e\u5143\u6216\u6bcf\u5e74100\u7f8e\u5143\uff0c\u9664\u975e\u4f60\u7b26\u5408\u514d\u8d39\u7248\u672c\u7684\u6761\u4ef6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u559c\u6b22Copilot\u5728Visual Studio Code\u4e2d\u7684\u5de5\u4f5c\u65b9\u5f0f\u3002\u4f60\u53ea\u9700\u8981\u7f16\u5199\u51fd\u6570\u7684\u7b2c\u4e00\u884c\u6216\u63cf\u8ff0\u51fd\u6570\u7684\u6ce8\u91ca\uff0cCopilot\u5c06\u751f\u6210\u6700\u591a10\u4e2a\u7248\u672c\u7684\u51fd\u6570\uff0c\u4f60\u53ef\u4ee5\u76f4\u63a5\u4f7f\u7528\uff0c\u7f16\u8f91\u6216\u4e0d\u4f7f\u7528\u3002\u6b63\u5982\u6211\u4e0a\u9762\u6240\u6307\u51fa\u7684\uff0c\u4f60\u5e94\u8be5\u5e26\u7740\u6000\u7591\u7684\u6001\u5ea6\u6765\u770b\u5f85Copilot\u751f\u6210\u7684\u4efb\u4f55\u4ee3\u7801\uff0c\u56e0\u4e3a\u5b83\u503e\u5411\u4e8e\u4ea7\u751f\u5e7b\u89c9\uff0c\u4f8b\u5982\u4e0b\u9762\u793a\u4f8b\u4e2d\u7b2c8\u548c9\u884c\u7684\u4ee3\u7801\u6ce8\u91ca\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">GitHub Copilot X<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">GitHub Copilot X\u662f\u57fa\u4e8eGPT-4\u7684\u6280\u672f\u9884\u89c8\u7248\u4ea7\u54c1\u3002\u76f8\u8f83\u4e8e\u539f\u7248Copilot\uff0c\u5b83\u63d0\u4f9b\u4e86\u804a\u5929\u548c\u7ec8\u7aef\u754c\u9762\u3001\u751f\u6210\u5355\u5143\u6d4b\u8bd5\u7684\u80fd\u529b\u3001\u751f\u6210\u62c9\u53d6\u8bf7\u6c42\u8bf4\u660e\u4ee5\u53ca\u4ece\u6587\u6863\u4e2d\u63d0\u53d6\u89e3\u91ca\u7684\u529f\u80fd\uff0c\u53ef\u4ee5\u8bf4\u662f\u5bf9\u539f\u7248\u8fdb\u884c\u4e86\u5927\u5e45\u5ea6\u5347\u7ea7\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b9e\u9645\u4f7f\u7528\u4e2d\uff0cGitHub Copilot X\u5df2\u7ecf\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u51cf\u5c11\u4e86\u4f9d\u8d56\u4eba\u7c7b\u5e2e\u52a9\u7684\u60c5\u51b5\u4e0b\u751f\u6210\u6b63\u786e\u7684\u51fd\u6570\u548c\u6d4b\u8bd5\u7528\u4f8b\u7684\u6b21\u6570\uff0c\u5c3d\u7ba1\u4ecd\u4f1a\u51fa\u73b0\u9519\u8bef\u548c\u5e7b\u60f3\uff0c\u4f46\u5176\u51fa\u9519\u7387\u8981\u8fdc\u4f4e\u4e8e\u539f\u7248\u672c\u3002\u5982\u679c\u60a8\u9700\u8981\u53c2\u8003\u539f\u7248Copilot\uff0c\u8bf7\u770b\u8fd9\u91cc\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">IntelliSense\u4e0eIntelliCode<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Microsoft IntelliSense\u662fVisual Studio\u548cVisual Studio Code\u5185\u7f6e\u7684\u529f\u80fd\uff0c\u4f7f\u7528\u8bed\u8a00\u8bed\u4e49\u4e3a\u77ed\u4ee3\u7801\u5b8c\u6210\u63d0\u4f9b\u83dc\u5355\u9009\u62e9\u3002\u5b83\u901a\u5e38\u5728\u5e2e\u52a9\u60a8\u67e5\u627e\u6240\u9700API\u6216\u65b9\u6cd5\u8c03\u7528\u65b9\u9762\u8868\u73b0\u826f\u597d\uff0c\u4f46\u503e\u5411\u4e8e\u63d0\u4f9b\u8bb8\u591a\u9009\u62e9\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">IntelliCode\u662fIntelliSense\u7684\u9644\u52a0\u589e\u5f3a\u529f\u80fd\uff0c\u5b83\u4f7f\u7528\u5728\u672c\u5730\u8ba1\u7b97\u673a\u4e0a\u8fd0\u884c\u7684\u4eba\u5de5\u667a\u80fd\u6765\u68c0\u6d4b\u60a8\u7684\u4ee3\u7801\u4e0a\u4e0b\u6587-\u5305\u62ec\u53d8\u91cf\u540d\u3001\u51fd\u6570\u548c\u60a8\u7f16\u5199\u7684\u4ee3\u7801\u7c7b\u578b-\u4ee5\u7ed9\u51fa\u6700\u4f73\u5efa\u8bae\uff0c\u5e76\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\u63d0\u4f9b\u6574\u884c\u5b8c\u6210\u3002IntelliCode\u8fd8\u53ef\u4ee5\u5e2e\u52a9\u60a8\u6e05\u7406\u91cd\u590d\u7684\u4ee3\u7801\uff0c\u5e76\u4e3a\u5e38\u89c1\u7684\u7f16\u7a0b\u4efb\u52a1\u63a8\u8350\u5feb\u901f\u64cd\u4f5c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">IntelliCode\u4e0eVisual Studio 2022\u4e2d\u7684C\uff03\uff0cC ++\uff0cJava\uff0cSQL\u548cXAML\u4ee5\u53caVisual Studio Code\u4e2d\u7684TypeScript\uff0cJavaScript\u548cPython\u4e00\u8d77\u4f7f\u7528\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Kite<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Kite\u662f\u4e00\u9879\u65e9\u671f\u5c1d\u8bd5\u4f7f\u7528\u4eba\u5de5\u667a\u80fd\u5e2e\u52a9\u5f00\u53d1\u8005\u7f16\u5199\u4ee3\u7801\u7684\u9879\u76ee\uff0c\u5b83\u4ece2014\u5e74\u8fd0\u8425\u52302021\u5e74\u3002\u867d\u7136\u5438\u5f15\u4e86\u8d85\u8fc750\u4e07\u540d\u5f00\u53d1\u8005\uff0c\u4f46\u4ece\u672a\u4ea7\u751f\u4efb\u4f55\u6536\u5165\u3002Kiteco\u7684\u4ee3\u7801\u5e93\u5305\u542b\u4e86\u5927\u90e8\u5206\u6e90\u4ee3\u7801\uff0c\u4f46\u5176\u4e2d\u79c1\u6709\u90e8\u5206\u5df2\u88ab\u66ff\u6362\u4e3a\u201cXXXXX\u201d\uff0c\u56e0\u6b64\u90e8\u5206\u4ee3\u7801\u65e0\u6cd5\u8fd0\u884c\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">PolyCoder<\/h3>\n\n\n\n<p 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