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\u3002\u4e0d\u8fc7&#xff0c;\u7531\u4e8e\u5f53\u65f6\u8ba1\u7b97\u80fd\u529b\u548c\u6570\u636e\u91cf\u7684\u9650\u5236&#xff0c;\u6a21\u578b\u89c4\u6a21\u76f8\u5bf9\u8f83\u5c0f&#xff0c;\u6027\u80fd\u4e5f\u8f83\u4e3a\u6709\u9650 \u3002<\/p>\n<\/li>\n<li>\n<p>\u6c89\u6dc0\u671f&#xff08;2006 &#8211; 2019 \u5e74&#xff09;&#xff1a;\u968f\u7740\u8ba1\u7b97\u673a\u6280\u672f\u548c\u4e92\u8054\u7f51\u7684\u98de\u901f\u53d1\u5c55&#xff0c;\u6570\u636e\u91cf\u5448\u7206\u70b8\u5f0f\u589e\u957f&#xff0c;\u8ba1\u7b97\u80fd\u529b\u4e5f\u5927\u5e45\u63d0\u5347&#xff0c;\u8fd9\u4e3a\u5927\u6a21\u578b\u7684\u53d1\u5c55\u63d0\u4f9b\u4e86\u80a5\u6c83\u7684\u571f\u58e4 \u30022013 \u5e74&#xff0c;\u81ea\u7136\u8bed\u8a00\u5904\u7406\u6a21\u578b Word2Vec \u8bde\u751f&#xff0c;\u5b83\u9996\u6b21\u63d0\u51fa\u5c06\u5355\u8bcd\u8f6c\u6362\u4e3a\u5411\u91cf\u7684 \u201c\u8bcd\u5411\u91cf\u6a21\u578b\u201d&#xff0c;\u4f7f\u5f97\u8ba1\u7b97\u673a\u80fd\u591f\u66f4\u597d\u5730\u7406\u89e3\u548c\u5904\u7406\u6587\u672c\u6570\u636e&#xff0c;\u4e3a\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\u5e26\u6765\u4e86\u65b0\u7684\u601d\u8def \u30022014 \u5e74&#xff0c;\u88ab\u8a89\u4e3a 21 \u4e16\u7eaa\u6700\u5f3a\u5927\u7b97\u6cd5\u6a21\u578b\u4e4b\u4e00\u7684\u751f\u6210\u5bf9\u6297\u7f51\u7edc&#xff08;GAN&#xff09;\u8bde\u751f&#xff0c;\u5b83\u901a\u8fc7\u751f\u6210\u5668\u548c\u5224\u522b\u5668\u7684\u5bf9\u6297\u8bad\u7ec3&#xff0c;\u80fd\u591f\u751f\u6210\u903c\u771f\u7684\u56fe\u50cf\u3001\u6587\u672c\u7b49\u6570\u636e&#xff0c;\u6807\u5fd7\u7740\u6df1\u5ea6\u5b66\u4e60\u8fdb\u5165\u4e86\u751f\u6210\u6a21\u578b\u7814\u7a76\u7684\u65b0\u9636\u6bb5 \u30022017 \u5e74&#xff0c;Google \u63d0\u51fa\u4e86\u57fa\u4e8e\u81ea\u6ce8\u610f\u529b\u673a\u5236\u7684 Transformer \u67b6\u6784&#xff0c;\u8fd9\u4e00\u67b6\u6784\u6452\u5f03\u4e86\u4f20\u7edf\u5faa\u73af\u795e\u7ecf\u7f51\u7edc&#xff08;RNN&#xff09;\u7684\u987a\u5e8f\u5904\u7406\u65b9\u5f0f&#xff0c;\u80fd\u591f\u5e76\u884c\u5904\u7406\u5e8f\u5217\u6570\u636e&#xff0c;\u6781\u5927\u5730\u63d0\u9ad8\u4e86\u8bad\u7ec3\u6548\u7387\u548c\u6a21\u578b\u6027\u80fd&#xff0c;\u5960\u5b9a\u4e86\u5927\u6a21\u578b\u9884\u8bad\u7ec3\u7b97\u6cd5\u67b6\u6784\u7684\u57fa\u7840 &#xff0c;\u6210\u4e3a\u5927\u6a21\u578b\u53d1\u5c55\u5386\u7a0b\u4e2d\u7684\u4e00\u4e2a\u91cd\u8981\u91cc\u7a0b\u7891 \u30022018 \u5e74&#xff0c;OpenAI \u57fa\u4e8e Transformer \u67b6\u6784\u53d1\u5e03\u4e86 GPT &#8211; 1 \u5927\u6a21\u578b&#xff0c;\u610f\u5473\u7740\u9884\u8bad\u7ec3\u5927\u6a21\u578b\u6210\u4e3a\u81ea\u7136\u8bed\u8a00\u5904\u7406\u9886\u57df\u7684\u4e3b\u6d41 \u3002\u6b64\u540e&#xff0c;OpenAI \u53c8\u5728 2019 \u5e74\u53d1\u5e03\u4e86 GPT &#8211; 2&#xff0c;\u8fdb\u4e00\u6b65\u63d0\u5347\u4e86\u6a21\u578b\u7684\u6027\u80fd\u548c\u751f\u6210\u80fd\u529b \u3002\u5728\u8fd9\u4e00\u9636\u6bb5&#xff0c;\u4ee5 Transformer \u4e3a\u4ee3\u8868\u7684\u5168\u65b0\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u4e0d\u65ad\u53d1\u5c55\u548c\u5b8c\u5584&#xff0c;\u4e3a\u5927\u6a21\u578b\u7684\u7206\u53d1\u5960\u5b9a\u4e86\u575a\u5b9e\u7684\u6280\u672f\u57fa\u7840 \u3002<\/p>\n<\/li>\n<li>\n<p>\u7206\u53d1\u671f&#xff08;2020 \u5e74 &#8211; \u81f3\u4eca&#xff09;&#xff1a;2020 \u5e74&#xff0c;OpenAI \u63a8\u51fa\u4e86 GPT &#8211; 3&#xff0c;\u5176\u53c2\u6570\u89c4\u6a21\u8fbe\u5230\u4e86\u60ca\u4eba\u7684 1750 \u4ebf&#xff0c;\u6210\u4e3a\u5f53\u65f6\u6700\u5927\u7684\u8bed\u8a00\u6a21\u578b \u3002GPT &#8211; 3 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\u6a2a\u7a7a\u51fa\u4e16&#xff0c;\u5b83\u51ed\u501f\u903c\u771f\u7684\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92\u4e0e\u591a\u573a\u666f\u5185\u5bb9\u751f\u6210\u80fd\u529b&#xff0c;\u8fc5\u901f\u5f15\u7206\u4e92\u8054\u7f51&#xff0c;\u5728\u5168\u7403\u8303\u56f4\u5185\u5f15\u8d77\u8f70\u52a8&#xff0c;\u4f7f\u5f97\u5927\u6a21\u578b\u7684\u6982\u5ff5\u8fc5\u901f\u8fdb\u5165\u666e\u901a\u5927\u4f17\u7684\u89c6\u91ce \u3002\u4eba\u4eec\u60ca\u8bb6\u5730\u53d1\u73b0&#xff0c;ChatGPT \u4e0d\u4ec5\u53ef\u4ee5\u6d41\u7545\u5730\u4e0e\u4eba\u5bf9\u8bdd&#xff0c;\u8fd8\u80fd\u5b8c\u6210\u64b0\u5199\u90ae\u4ef6\u3001\u89c6\u9891\u811a\u672c\u3001\u6587\u6848\u3001\u7ffb\u8bd1\u3001\u4ee3\u7801\u7b49\u5404\u79cd\u4efb\u52a1&#xff0c;\u4eff\u4f5b\u62e5\u6709\u4e86\u4e00\u4e2a\u65e0\u6240\u4e0d\u80fd\u7684\u667a\u80fd\u52a9\u624b \u30022023 \u5e74 3 \u6708&#xff0c;OpenAI \u53d1\u5e03\u4e86 GPT &#8211; 4&#xff0c;\u5b83\u662f\u4e00\u4e2a\u591a\u6a21\u6001\u5927\u6a21\u578b&#xff0c;\u4e0d\u4ec5\u80fd\u591f\u5904\u7406\u6587\u672c&#xff0c;\u8fd8\u80fd\u63a5\u53d7\u56fe\u50cf\u8f93\u5165&#xff0c;\u5728\u5404\u79cd\u590d\u6742\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u66f4\u52a0\u51fa\u8272 \u3002\u540c\u5e74 12 \u6708&#xff0c;\u8c37\u6b4c\u53d1\u5e03\u5927\u6a21\u578b Gemini&#xff0c;\u5b83\u53ef\u4ee5\u540c\u65f6\u8bc6\u522b\u6587\u672c\u3001\u56fe\u50cf\u3001\u97f3\u9891\u3001\u89c6\u9891\u548c\u4ee3\u7801\u4e94\u79cd\u7c7b\u578b\u4fe1\u606f&#xff0c;\u5c55\u73b0\u51fa\u5f3a\u5927\u7684\u591a\u6a21\u6001\u5904\u7406\u80fd\u529b \u30022024 \u5e74 12 \u6708&#xff0c;DeepSeek \u8fc5\u901f\u5d1b\u8d77&#xff0c;\u8fdb\u4e00\u6b65\u63a8\u52a8\u4e86\u5927\u6a21\u578b\u7684\u53d1\u5c55\u548c\u666e\u53ca&#xff0c;\u4f7f\u5f97\u4eba\u5de5\u667a\u80fd\u8fdb\u5165 \u201c\u666e\u60e0\u201d \u65f6\u4ee3 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