{"id":10020166,"date":"2024-06-11T00:00:00","date_gmt":"2024-06-11T00:00:00","guid":{"rendered":"https:\/\/itmax.cn\/?p=10020166"},"modified":"-0001-11-30T00:00:00","modified_gmt":"-0001-11-29T16:00:00","slug":"","status":"publish","type":"post","link":"https:\/\/itmax.cn\/?p=10020166","title":{"rendered":"\u4eba\u5de5\u667a\u80fd\u7684\u8d1f\u6548\u5e94\uff1a\u6ca1\u6709\u5927\u8bed\u8a00\u6a21\u578b\u7684\u8bed\u79cd\u672a\u6765\u4f1a\u6d88\u4ea1"},"content":{"rendered":"<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/06\/03\/95684c38-2157-11ef-a1b5-00163e142b65.png\"><\/p>\n<p>\u201c en-US \u201d\u4e00\u76f4\u662f\u7f8e\u5f0f\u82f1\u8bed\u7684\u8bed\u8a00\u6807\u8bc6\u7b26\uff0c\u5728ChatGPT\u6a2a\u7a7a\u51fa\u4e16\u4e4b\u540e\uff0c\u6709\u4e86\u65b0\u7684\u542b\u4e49\uff1a\u82f1\u8bed\/\u7f8e\u56fd\u4f5c\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\uff08Large Language 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 id=\"toc-1\" class=\"jltoc--item\">01 \u4f60\u8bb2\u7684\u8bed\u8a00\u662f\u9ad8\u8d44\u6e90\u8fd8\u662f\u4f4e\u8d44\u6e90<\/h2>\n<p>\u4f20\u7edf\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP, Natural Language Processing\uff09\u7814\u7a76\u4f1a\u628a\u8bed\u8a00\u5206\u7c7b\u6210\u9ad8\u8d44\u6e90\uff08high resource\uff09\u8bed\u8a00\u548c\u4f4e\u8d44\u6e90\uff08low resource\uff09\u8bed\u8a00\u3002\u524d\u8005\u6db5\u76d6\u7ea620\u79cd\u8bed\u8a00\uff0c\u5305\u62ec\u82f1\u8bed\u3001\u4e2d\u6587\u3001\u897f\u73ed\u7259\u8bed\u3001\u6cd5\u8bed\u3001\u5fb7\u8bed\u3001\u65e5\u8bed\u3001\u4fc4\u8bed\u3001\u8461\u8404\u7259\u8bed\u3001\u963f\u62c9\u4f2f\u8bed\u3001\u5370\u5730\u8bed\u3001\u610f\u5927\u5229\u8bed\u3001\u97e9\u8bed\u3001\u8377\u5170\u8bed\u3001\u571f\u8033\u5176\u8bed\u3001\u6ce2\u65af\u8bed\u3001\u745e\u5178\u8bed\u3001\u6ce2\u5170\u8bed\u3001\u5370\u5ea6\u5c3c\u897f\u4e9a\u8bed\u3001\u8d8a\u5357\u8bed\u3001\u5e0c\u4f2f\u6765\u8bed\u3002<\/p>\n<p>\u8fd9\u4e9b\u9ad8\u8d44\u6e90\u8bed\u8a00\u6709\u7740\u4e30\u5bcc\u7684\u8bed\u8a00\u8d44\u6e90\uff0c\u4f8b\u5982\u5e7f\u6cdb\u7684\u6587\u672c\u3001\u7528\u4e8e\u673a\u5668\u7ffb\u8bd1\u7684\u5e73\u884c\u8bed\u6599\u5e93\u3001\u7efc\u5408\u8bcd\u6c47\u8bcd\u5178\u3001\u53e5\u6cd5\u6ce8\u91ca\u548c\u7528\u4e8e\u76d1\u7763\u5b66\u4e60\u7684\u6807\u8bb0\u8bed\u6599\u5e93\u3002<\/p>\n<p>\u4e5f\u6709\u4e00\u4e9b\u9ad8\u8d44\u6e90\u8bed\u8a00\uff0c\u5982\u8377\u5170\u8bed\uff0c\u53ef\u80fd\u6ca1\u6709\u5927\u91cf\u7684\u4f7f\u7528\u8005\uff0c\u4f46\u6709\u7740\u5f3a\u5927\u7684\u8bed\u8a00\u7814\u7a76\u5b66\u8005\u548c\u6210\u679c\uff0c\u4ea7\u51fa\u4e86\u91cd\u8981\u7684\u8bed\u8a00\u8bed\u6599\u5e93\u548c\u5de5\u5177\uff0c\u4e8e\u662f\u4e5f\u6210\u4e86\u9ad8\u8d44\u6e90\u8bed\u8a00\u3002<\/p>\n<p>\u76f8\u53cd\uff0c\u67d0\u4e9b\u4f4e\u8d44\u6e90\u8bed\u8a00\uff0c\u4f8b\u5982\u5c3c\u65e5\u5229\u4e9a\u76ae\u94a6\u8bed\uff08Nigerian Pidgin\uff09\uff0c\u6709\u8d85\u8fc7 1 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GPT-3.5\uff09\u7b49\u540e\u7eed\u6a21\u578b\u5ef6\u7eed\u4e86\u8fd9\u4e00\u8d8b\u52bf\u3002<\/li>\n<li>\u6709\u9650\u4ee3\u8868\u7684\u8bed\u8a00(\u5206\u6790\u4ec5\u9650\u4e8eGPT-3\u8bed\u6599\u5e93)\uff1a<\/li>\n<li>\u53ea\u6709\u4e24\u79cd\u8bed\u8a00\u5360GPT-3\u8bed\u6599\u5e93\u76841%\u4ee5\u4e0a\uff0c\u5373\u6cd5\u8bed (1.8%) \u548c\u5fb7\u8bed (1.5%)\u3002<\/li>\n<li>\u53e6\u591614\u79cd\u8bed\u8a00\u843d\u57280.1%\u52301%\u7684\u8303\u56f4\u5185\uff0c\u5305\u62ec\u897f\u73ed\u7259\u8bed\u3001\u610f\u5927\u5229\u8bed\u3001\u8461\u8404\u7259\u8bed\u3001\u8377\u5170\u8bed\u3001\u4fc4\u8bed\u3001\u7f57\u9a6c\u5c3c\u4e9a\u8bed\u3001\u6ce2\u5170\u8bed\u3001\u82ac\u5170\u8bed\u3001\u4e39\u9ea6\u8bed\u3001\u745e\u5178\u8bed\u3001\u65e5\u8bed\u3001\u632a\u5a01\u8bed\u3002<\/li>\n<li>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u50cf\u4e2d\u6587\u548c\u5370\u5730\u8bed\u8fd9\u6837\u7684\u8bed\u8a00\uff0c\u603b\u5171\u6709\u8d85\u8fc720\u4ebf\u4eba\u4f7f\u7528\uff0c\u751a\u81f3\u6ca1\u6709\u8fbe\u5230\u8bed\u6599\u5e930.1% \u7684\u95e8\u69db\u3002<\/li>\n<li>\u8bad\u7ec3\u6570\u636e\u96c6\u4e2d\u5ea6\uff1aGPT-3\u8bad\u7ec3\u8bed\u6599\u5e93\u4e2d\u6392\u540d\u524d16\u4f4d\u7684\u8bed\u8a00\u6709\u660e\u663e\u7684\u5934\u90e8\u6548\u5e94\uff1a\u52a0\u8d77\u6765\u4e00\u5171\u536099.24%\u3002<\/li>\n<li>\u5355\u8bcd\u8986\u76d6\u8303\u56f4\u6709\u9650\uff1aGPT-3\u8bad\u7ec3\u8bed\u6599\u5e93\u4e2d\u53ea\u670965\u79cd\u8bed\u8a00\u7684\u5355\u8bcd\u6570\u8d85\u8fc7100\u4e07\uff0c\u5176\u4e2d\u7b2c65\u79cd\u8bed\u8a00\u662f\u9ad8\u68c9\u8bed\u3002\u867d\u7136\u5728\u67ec\u57d4\u5be8\u67091700\u4e07\u4eba\u4f7f\u7528\u9ad8\u68c9\u8bed\uff0c\u4f46\u5b83\u5728GPT-3\u7684\u8bad\u7ec3\u8bed\u6599\u5e93\u4e2d\u53ea\u6709\u533a\u533a100\u4e07\u4e2a\u8bcd\u3002<\/li>\n<\/ul>\n<p>ChatGPT\u5bf9\u82f1\u8bed\u548c\u7cbe\u9009\u9ad8\u8d44\u6e90\u8bed\u8a00\u7684\u504f\u5411\u5e76\u975eOpenAI\uff08ChatGPT\u7684\u6bcd\u516c\u53f8\uff09\u6709\u610f\u4e3a\u4e4b\uff1b\u56e0\u4e3a\u8bed\u6599\u5927\u90e8\u5206\u6765\u81ea\u4e92\u8054\u7f51\uff0c\u800c\u4e92\u8054\u7f51\u53cd\u6620\u7684\u662f\u4e00\u4e2a\u56fd\u5bb6\u548c\u8bed\u79cd\u7684\u5bcc\u88d5\u3001\u5f00\u653e\u3001\u548c\u6d3b\u8dc3\u7a0b\u5ea6\u3002<\/p>\n<p>\u5927\u8bed\u8a00\u6a21\u578b\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u5ffd\u7565\u4e86\u4e16\u754c\u4e0a7,000 \u79cd\u73b0\u5b58\u8bed\u8a00\u4e2d\u7684\u5927\u591a\u6570\u3002\u4f8b\u5982\uff0c\u4ee5\u4e0b\u4f7f\u7528\u4eba\u6570\u4f17\u591a\u7684\u8bed\u8a00\u8d21\u732e\u4e86\u4e0d\u5230 1\uff05 \u7684\u4e92\u8054\u7f51\u6587\u672c\u5185\u5bb9\uff0c\u56e0\u6b64\u5f88\u96be\u6536\u96c6\u8db3\u591f\u7684\u6570\u636e\u6765\u8bad\u7ec3\u4e00\u4e2a\u4e13\u95e8\u9488\u5bf9\u8fd9\u95e8\u8bed\u8a00\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff1a<\/p>\n<p>1.\u5370\u5730\u8bed\uff1a6.02 \u4ebf\u4f7f\u7528\u8005<\/p>\n<p>2.\u963f\u62c9\u4f2f\u8bed\uff1a2.74\u4ebf\u4f7f\u7528\u8005<\/p>\n<p>3.\u5b5f\u52a0\u62c9\u8bed\uff1a2.73\u4ebf\u4f7f\u7528\u8005<\/p>\n<p>4.\u4e4c\u5c14\u90fd\u8bed\uff1a3.21\u4ebf\u4f7f\u7528\u8005<\/p>\n<p>\u8bed\u8a00\u4f7f\u7528\u8005\u548c\u53ef\u7528\u6587\u672c\u6570\u636e\u4e4b\u95f4\u7684\u5dee\u5f02\u5bfc\u81f4\u4e86\u8bed\u8a00\u591a\u6837\u6027\u4e4b\u95f4\u7684\u4e0d\u5e73\u8861\u3002\u8fd9\u4e2a\u95ee\u9898\u7684\u6e90\u5934\u66f4\u591a\u7684\u662f\u4e00\u4e2a\u56fd\u5bb6\u7684\u53d1\u5c55\u60c5\u51b5\u548c\u6295\u8d44\u529b\u5ea6\uff0c\u6211\u4eec\u4f1a\u5728\u4e0b\u7bc7\u535a\u6587\u4e2d\u8be6\u8ff0\u3002<\/p>\n<p>\u5bf9\u4e8e\u65e8\u5728\u652f\u6301\u66f4\u5e7f\u6cdb\u8bed\u8a00\u7684\u5927\u8bed\u8a00\u6a21\u578b\u6765\u8bf4\uff0c\u8fd9\u4e5f\u662f\u4e00\u4e2a\u6839\u672c\u6027\u7684\u6311\u6218\uff1a\u5982\u679c\u4e00\u79cd\u8bed\u8a00\u5728\u7f51\u7edc\u4e0a\u53ea\u6709\u5c11\u91cf\u6587\u672c\uff0c\u90a3\u5c31\u6ca1\u6709\u9002\u5408\u8fd9\u95e8\u8bed\u8a00\u7684\u5927\u8bed\u8a00\u6a21\u578b\u3002\u5982\u679c\u4e00\u79cd\u8bed\u8a00\u5728\u7f51\u7edc\u6709\u5927\u91cf\u6587\u672c\uff0c\u4e5f\u9700\u8981\u5176\u4ee3\u8868\u56fd\u5bb6\u52a0\u5927\u6295\u8d44\u529b\u5ea6\u624d\u80fd\u53d1\u5c55\u51fa\u6709\u672c\u8eab\u8bed\u8a00\u7279\u8272\u7684\u5927\u8bed\u8a00\u6a21\u578b\u3002<\/p>\n<p>\u4e8e\u662f\u6211\u6839\u636eChatGPT\u7684\u652f\u6301\u529b\u5ea6\u5bf9\u4e16\u754c\u8bed\u8a00\u8fdb\u884c\u4e86\u5206\u7c7b\uff1a<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/06\/11\/3858f0f0-27ac-11ef-92f3-00163e142b65.png\"><\/p>\n<p style=\"text-align: center\">ChatGPT-3.5 \u5bf9\u9ad8\u8d44\u6e90\u548c\u4f4e\u8d44\u6e90\u8bed\u79cd\u7684\u652f\u6301\u60c5\u51b5<\/p>\n<h2  id=\"toc-3\" class=\"jltoc--item\">03 \u82f1\u8bed\u662f\u5927\u8bed\u8a00\u6a21\u578b<\/h2>\n<p>\u6700\u6709\u6548\u7684\u201c\u7f16\u7a0b\u8bed\u8a00\u201d\u5927\u8bed\u8a00\u6a21\u578b\u6709\u4e00\u4e2a\u8f93\u5165\u548c\u8f93\u51fa\u7684\u9650\u5236\uff0c\u4ee5token\u6570\u76ee\u8868\u793a\u3002\u5982\u679ctoken\u6570\u592a\u5c11\uff0c\u6bd4\u5982\u53ea\u6709\u533a\u533a1000\u4e2a\uff0c\u90a3\u80fd\u505a\u7684\u4e8b\u60c5\u5c31\u5f88\u6709\u9650\u3002<\/p>\n<p>\u8fd9\u6709\u70b9\u50cf\u65e9\u671f\u7684\u4e2a\u4eba\u7535\u8111\uff0c\u53ea\u670916KB\u7684\u5185\u5b58\uff0c\u8dd1\u4e0d\u4e86\u201c\u5927\u7a0b\u5e8f\u201d\u3002\u800c\u5982\u4eca\u6709\u4e00\u4e9b\u667a\u80fd\u624b\u673a\u90fd\u6709\u4e8616GB\u7684\u5185\u5b58\uff0c\u662f\u4ee5\u524d\u76841000\u500d\u3002\u81f3\u4e8e\u4e00\u4e2atoken\u662f\u591a\u5c11\u4e2a\u82f1\u6587\u5355\u8bcd\u6216\u8005\u6c49\u5b57\uff0c\u6211\u4eec\u5728\u540e\u6587\u89e3\u91ca\u3002<\/p>\n<p>GPT-3.5-turbo\u548cGPT-4-turbo\u7b49\u8bed\u8a00\u6a21\u578b\u7684token\u957f\u5ea6\u4e00\u76f4\u5728\u589e\u957f\u3002\u622a\u81f3 2024\u5e745\u6708\uff0c GPT-4-turbo\u5df2\u7ecf\u652f\u6301\u591a\u8fbe128K\u4e2atoken \u3002\u8fd9\u91ccK\u4ee3\u8868\u4e00\u5343\uff08Kilo\uff09\u3002128K\u4e5f\u5c31\u662f12\u4e078\u5343\u4e2atoken\u3002\u5982\u4f55\u53bb\u4f18\u96c5\u53c8\u8282\u7701\u5730\u7ed9\u5927\u8bed\u8a00\u6a21\u578b\u5199\u63d0\u793a\u8bed\u5df2\u6210\u4e3a\u4e00\u95e8\u624b\u827a\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/06\/11\/389d646a-27ac-11ef-92f3-00163e142b65.png\"><\/p>\n<p>\u622a\u81f32024\u5e745\u6708\u7684GPT Turbo\u6a21\u578b\u53ca\u5176\u4e0a\u4e0b\u6587\u957f\u5ea6\u9650\u5236\u7ed9\u5927\u8bed\u8a00\u6a21\u578b\u4e0b\u6307\u4ee4\u6709\u70b9\u50cf\u5f80\u65e9\u671f\u8ba1\u7b97\u673a\u91cc\u8f93\u5165\u6307\u4ee4\uff0c\u5728\u952e\u76d8\u53d1\u660e\u4e4b\u524d\uff0c\u9700\u8981\u5728\u4e00\u6761\u7a7f\u5b54\u7eb8\u5e26(punched cards)\u4e0a\u4e00\u70b9\u4e00\u70b9\u628a\u6307\u4ee4\u5582\u7ed9\u8ba1\u7b97\u673a\u3002\u6bd4\u5c14\u76d6\u8328\u548c\u4fdd\u7f57\u963f\u5170\u6700\u65e9\u5f00\u59cb\u5408\u4f5c\u7f16\u7a0b\u7684\u65f6\u5019\u5c31\u662f\u8fd9\u4e48\u64cd\u4f5c\u8ba1\u7b97\u673a\u7684\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/06\/11\/38f366c6-27ac-11ef-92f3-00163e142b65.png\"><\/p>\n<p style=\"text-align: center\">\u65e9\u671fIBM\u7a7f\u5b54\u7eb8\u5e26\uff1a12\u884c80\u5217\uff0c\u5927\u81f4\u80fd\u8f93\u516580\u5b57\u8282\u7684\u6307\u4ee4\u3002<\/p>\n<p>GPT-4\u53ef\u4ee5\u8f93\u5165128K\u5b57\u8282\u7684\u6307\u4ee4\u90a3\u4e48\u95ee\u9898\u6765\u4e86\uff1a\u54ea\u79cd\u8bed\u8a00\u80fd\u591f\u7528\u6700\u5c11\u7684token\u8868\u8fbe\u6700\u591a\u7684\u610f\u601d\uff1f\u4e2d\u6587\u5417\uff1f\u54b1\u4eec\u8001\u7956\u5b97\u7559\u7ed9\u6211\u4eec\u7684\u7470\u5b9d\u4e00\u5411\u8a00\u7b80\u610f\u8d45\u5440\u3002\u8fd9\u662f\u5426\u610f\u5473\u7740\u53ef\u4ee5\u4f7f\u7528\u4e2d\u6587\u4f5c\u4e3a ChatGPT\u7684\u6307\u4ee4\u63d0\u793a\u8bed\u8a00\uff1f<\/p>\n<p>\u5982\u679c\u518d\u6df1\u5165\u4e00\u6b65\uff0c\u8fd9\u4e2a\u4e16\u754c\u4e0a\u8fd8\u6709\u6bd4\u4e2d\u6587\u66f4\u201c\u7b80\u6d01\u201d\u7684\u8bed\u8a00\u5417\uff1f<\/p>\n<p>\u8bed\u8a00\u7b80\u6d01\u5ea6\u6392\u540d\uff1a<\/p>\n<p>\u4ece\u4e2d\u6587\u5230\u82f1\u8bed\u5230\u897f\u73ed\u7259\u8bed\u5230\u65e5\u8bed<\/p>\n<p>\u6709\u5f88\u591a\u7814\u7a76\u4ece\u4e0d\u540c\u89d2\u5ea6\u63a2\u8ba8\u4e86\u5982\u4f55\u786e\u5b9a\u4e16\u754c\u4e0a\u5404\u79cd\u8bed\u8a00\u7684\u7b80\u6d01\u5ea6\u3002\u5728\u8fd9\u91cc\u6211\u4eec\u5f15\u7528\u4e24\u4e2a\u7814\u7a76\u4f9b\u5927\u5bb6\u53c2\u8003\u3002<\/p>\n<p>\u7ffb\u8bd1\u540c\u4e00\u6587\u672c\u540e\u7684\u957f\u77ed\u6709\u4eba\u5bf9\u516c\u5171\u4e92\u8054\u7f51\u4e0a\u8c37\u6b4c\u9690\u79c1\u653f\u7b56\u7684\u4e0d\u540c\u8bed\u8a00\u7ffb\u8bd1\u8fdb\u884c\u4e86\u8bc4\u4f30\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f\u6309\u5b57\u7b26\u603b\u6570\u6392\u540d\u7684\u8bed\u8a00\u793a\u4f8b\uff1a<\/p>\n<p>1.\u7e41\u4f53\u4e2d\u6587\uff1a101\u4e2a\u5b57\u7b26<\/p>\n<p>2.\u7b80\u4f53\u4e2d\u6587\uff1a124\u4e2a\u5b57\u7b26<\/p>\n<p>3.\u65e5\u8bed\uff1a215 \u4e2a\u5b57\u7b26<\/p>\n<p>4.\u82f1\u8bed\uff1a345 \u4e2a\u5b57\u7b26<\/p>\n<p>5.\u897f\u73ed\u7259\u8bed\uff1a376 \u4e2a\u5b57\u7b26<\/p>\n<p>6.\u6cd5\u8bed\uff1a417 \u4e2a\u5b57\u7b26<\/p>\n<p>7.\u8d8a\u5357\u8bed\uff1a403 \u4e2a\u5b57\u7b26<\/p>\n<p>8.\u5370\u5730\u8bed\uff1a500 \u4e2a\u5b57\u7b26<\/p>\n<p>\u8fd9\u6837\u53ef\u4ee5\u628a\u5404\u4e2a\u8bed\u79cd\u7684\u4fe1\u606f\u5bc6\u5ea6\u91cf\u5316\uff1a\u7e41\u4f53\u548c\u7b80\u4f53\u4e2d\u6587\u786e\u5b9e\u662f\u975e\u5e38\u7b80\u6d01\u7684\u8bed\u8a00\uff01\uff08\u4f46ChatGPT\u4e0d\u8fd9\u4e48\u8ba4\u4e3a\u3002\uff09<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/06\/11\/39409d56-27ac-11ef-92f3-00163e142b65.png\"><\/p>\n<p style=\"text-align: center\">\u6700\u6709\u6548\u7684\u8bed\u8a00\u662f\u4ec0\u4e48\uff1f\u8fd9\u5f20\u8868\u5c55\u793a\u4e86\u5bf9\u8c37\u6b4c\u9690\u79c1\u653f\u7b56\u7247\u6bb5\u7684\u4e0d\u540c\u8bed\u8a00\u7684\u7ffb\u8bd1\u3002<\/p>\n<p>\u8bed\u901f\u548c\u7b80\u6d01\u5ea6\u53e6\u4e00\u9879\u7814\u7a76\u6d4b\u91cf\u4e86\u8bf4\u8bdd\u7684\u901f\u5ea6\uff0c\u57fa\u672c\u5047\u8bbe\u662f\u201c\u4e0d\u7b80\u6d01\u7684\u8bed\u8a00\u8981\u66f4\u5feb\u7684\u8bf4\u201d\u3002<\/p>\n<p>\u7814\u7a76\u53d1\u73b0\uff0c\u8bf4\u897f\u73ed\u7259\u8bed\u548c\u65e5\u8bed\u7684\u4eba\u8bed\u901f\u5f88\u5feb\uff0c\u800c\u8bf4\u6c49\u8bed\u548c\u8d8a\u5357\u8bed\u7684\u4eba\u8bed\u901f\u5f88\u6162\u3002<\/p>\n<p>\u5982\u679c\u4ee5\u8d8a\u5357\u8bed\u7684\u7b80\u6d01\u5ea6\u4e3a1\uff0c\u90a3\u8bed\u8a00\u7b80\u6d01\u5ea6\u6709\u4ee5\u4e0b\u6392\u540d\uff1a<\/p>\n<p>1.\u8d8a\u5357\u8bed\uff1a1<\/p>\n<p>2.\u4e2d\u6587\uff1a0.94<\/p>\n<p>3.\u82f1\u8bed\uff1a0.91<\/p>\n<p>4.\u897f\u73ed\u7259\u8bed\uff1a0.63<\/p>\n<p>5.\u65e5\u8bed\uff1a0.49<\/p>\n<p>\u5f53\u7136\uff0c\u8fd9\u9879\u7814\u7a76\u5e76\u4e0d\u4e00\u5b9a\u51c6\u786e\u3002\u56e0\u4e3a\u4e00\u79cd\u8bed\u8a00\u7684\u8bed\u901f\u5feb\u6162\u4e5f\u548c\u5f53\u5730\u4eba\u7684\u751f\u6d3b\u8282\u594f\u6709\u5173\u3002<\/p>\n<p>\u7ed3\u5408\u8fd9\u4e2a\u6392\u540d\u548c\u4e0a\u9762\u7684\u8868\u770b\uff0c\u8fd9\u4e5f\u53ef\u4ee5\u4ece\u4fa7\u9762\u89e3\u91ca\u4e3a\u4ec0\u4e48\u897f\u73ed\u7259\u8bed\u542c\u8d77\u6765\u66f4\u5feb\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/06\/11\/39c4964c-27ac-11ef-92f3-00163e142b65.png\"><\/p>\n<p>\u57fa\u4e8e\u4ee5\u4e0a\u7ed3\u679c\uff0c\u662f\u4e0d\u662f\u8bf4\u6211\u4eec\u53ea\u8981\u7528\u4e2d\u6587\u5199\u5927\u8bed\u8a00\u6a21\u578b\u7684\u6307\u4ee4\u63d0\u793a\u5c31\u53ef\u4ee5\u4e86\uff1f\u6839\u672c\u4e0d\u662f\u3002<\/p>\n<h2  id=\"toc-4\" class=\"jltoc--item\">04 ChatGPT\u7684\u8bcd\u6c47\u4e3b\u8981\u662f\u82f1\u8bed<\/h2>\n<p>\u5c3d\u7ba1\u82f1\u8bed\u5f62\u6001\u590d\u6742\uff0c\u4f46\u7531\u4e8e\u4ee5\u4e0b\u51e0\u4e2a\u5173\u952e\u56e0\u7d20\uff0c\u82f1\u8bed\u4ecd\u7136\u662f\u5927\u8bed\u8a00\u6a21\u578b\u6700\u9752\u7750\u7684\u201c\u7f16\u7a0b\u201d\u8bed\u8a00\uff1a<\/p>\n<ul>\n<li>\u8bcd\u6c47\u4f18\u52bf\uff1a\u50cfChatGPT\u8fd9\u6837\u7684\u5927\u8bed\u8a00\u6a21\u578b\u4e3b\u8981\u63a5\u53d7\u82f1\u8bed\u6587\u672c\u7684\u8bad\u7ec3\uff0c\u5177\u5907\u5f3a\u5927\u7684\u82f1\u8bed\u8bcd\u6c47\u548c\u5e76\u80fd\u7406\u89e3\u5230\u8bed\u8a00\u4e2d\u7528\u8bcd\u7684\u7ec6\u5fae\u5dee\u522b\u3002<\/li>\n<li>\u63d0\u793a\u6548\u7387\uff1a\u82f1\u8bed\u901a\u5e38\u4e5f\u662f\u6548\u7387\u6700\u9ad8\u7684\u63d0\u793a\u8bed\u8a00\u3002<\/li>\n<li>\u6587\u5316\u548c\u8bed\u4e49\u4e30\u5bcc\u6027\uff1a\u82f1\u8bed\u5728\u8bb8\u591a\u9886\u57df\u90fd\u662f\u4e00\u79cd\u901a\u7528\u8bed\uff0c\u63d0\u4f9b\u4e86\u5e7f\u6cdb\u7684\u6587\u5316\u53c2\u8003\u548c\u8bed\u4e49\u6df1\u5ea6\u3002<\/li>\n<\/ul>\n<p>\u5bf9\u4e8e\u5927\u591a\u6570\u5927\u8bed\u8a00\u6a21\u578b\u6765\u8bf4\uff0c\u82f1\u8bed\u662f\u6700\u6709\u6548\u7684\u63d0\u793a\u8bed\u8a00\uff0c\u539f\u56e0\u6765\u81eaOpenAI \u5982\u4f55\u7ed9\u6bcf\u79cd\u8bed\u8a00\u7f16\u7801\u7684\u3002<\/p>\n<p>\u4e00\u822c\u7684\u89c4\u5219\u662f\uff1a<\/p>\n<p>1.\u5bf9\u82f1\u8bed\u539f\u751f\u652f\u6301\uff1a\u82f1\u8bed\u5728ChatGPT\u4e2d\u88ab\u8ba4\u4e3a\u662f\u201c\u4e00\u7b49\u516c\u6c11\u201d\u5e76\u6709\u6df1\u5ea6\u4f18\u5316\u3002<\/p>\n<p>2.Unicode\u7f16\u7801\u652f\u6301\uff1aUnicode\u8bed\u8a00\u5171\u6709161\u79cd\uff0c\u4f7f\u7528\u4e86\u5b57\u8282\u5bf9\u7f16\u7801\uff08byte pair encoding\uff09\uff0c\u4ee5\u786e\u4fdd\u4e0eChatGPT\u5904\u7406\u6846\u67b6\u7684\u517c\u5bb9\u6027\u3002<\/p>\n<p>3.\u975eUnicode\u65e0\u6cd5\u7f16\u7801\uff1a\u9057\u61be\u7684\u662f\uff0cChatGPT\u548c\u4f17\u591a\u5927\u8bed\u8a00\u6a21\u578b\u90fd\u4e0d\u652f\u6301\u975e Unicode\u8bed\u8a00\uff0c\u56e0\u4e3a\u8fd9\u4e9b\u8bed\u8a00\u65e0\u6cd5\u7528\u8ba1\u7b97\u673a\u901a\u7528\u7684\u5b57\u8282\uff08byte\uff09\u4ee3\u8868\u3002<\/p>\n<p>\u60a8\u542c\u8bf4\u8fc7ChatGPT-3.5\u8bcd\u6c47\u8868\u5417\uff1f\u5b83\u5305\u542b100,261\u4e2a\u8bcd\uff0c\u5927\u90e8\u5206\u6765\u81ea\u82f1\u8bed\u3002<\/p>\n<p>\u4e0b\u9762\u662f\u8be5\u8bcd\u6c47\u8868\u7684\u8282\u9009\uff1a<\/p>\n<p><strong>1.Token\u4e3e\u4f8b<\/strong><\/p>\n<p>a.token 0 \u662f\u611f\u53f9\u53f7\uff01<\/p>\n<p>b.\u7b2c32\u81f357\u4e2atoken\u662f\u5927\u5199\u5b57\u6bcd A &#8230; Z<\/p>\n<p>c.token 67853 \u662f\u5355\u8bcd\u540e\u7f00 \u201c-ish\u201d<\/p>\n<p>d.token 75459 \u662f\u201cbattery\u201d<\/p>\n<p>e.\u4e0d\u5e78\u7684\u662f\uff0c\u201cGPT\u201d\u8fd9\u4e2a\u8bcd\u5e76\u4e0d\u5728\u8bcd\u6c47\u8868\u4e2d<\/p>\n<p><strong>2.\u53d8\u4f53\u548c\u540c\u4e49\u8bcd<\/strong><\/p>\n<p>a.\u82f1\u6587\u4e8c\u6708\u7684\u5404\u79cdtoken\u4ee3\u8868\uff1a\u201cFebruary\u201d\uff08token 7552\uff09\u3001\u201cFeb\u201d\uff08token \u00a013806\uff09\u3001\u201cFebruary\u201d\uff08token 33877\uff09\u3001\u201cFeb\u201d\uff08token 41691\uff09\u3001\u201cfeb\u201d\uff08token 78471\uff09\u201c-Feb\u201d\uff08token 94871\uff09\u3002<\/p>\n<p>\u8bf7\u6ce8\u610f\uff0c\u6709\u4e9btoken\u5e26\u6709\u7a7a\u683c\u524d\u7f00\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/06\/11\/3a32173a-27ac-11ef-92f3-00163e142b65.png\"><\/p>\n<p>ChatGPT \u8bcd\u6c47\u6982\u89c8ChatGPT\u8bcd\u6c47\u8868\u4e13\u95e8\u7528\u4e8e\u82f1\u8bed\uff0c\u4ee5\u81f3\u4e8e\u5b83\u67099\u4e2a\u4e13\u7528\u4e8e\u201cTwitter\u201d\u7684token\uff01\u9057\u61be\u7684\u662f\uff0c\u5176\u4ed6\u8bed\u8a00\u5728\u8fd9\u4e2a100K\u5927\u5c0f\u7684\u8bcd\u6c47\u8868\u4e2d\u6ca1\u6709\u83b7\u5f97\u5e94\u6709\u7684token\u4efd\u989d\u3002\u8fd9\u81f3\u5c11\u8868\u660e\u82f1\u8bed\u5bf9\u4e8eGPT\u6a21\u578b\u6765\u8bf4\u662f\u591a\u4e48\u5360\u4e3b\u5bfc\u5730\u4f4d\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/06\/11\/3a92159a-27ac-11ef-92f3-00163e142b65.png\"><\/p>\n<p style=\"text-align: center\">ChatGPT\u7684100,261\u4e2atoken\u8bcd\u6c47\u8868\u4e2d\u67099\u4e2atoken\u4ee3\u8868Twitter<\/p>\n<p><strong>\u5199\u4f5c\u6548\u7387 != \u63d0\u793a\u6548\u7387<\/strong><\/p>\n<p>ChatGPT\u5bf9\u8bed\u8a00\u7684\u7f16\u7801\u51f8\u663e\u5728\u4e86\u5728token\u7684\u4f7f\u7528\u6548\u7387\u4e0a\u3002\u4f8b\u5982\uff0c\u4e2d\u6587\u5b57\u7b26\u201c\u732b\u201d\u7531\u4e09\u4e2atoken\uff08\u5341\u516d\u8fdb\u5236\u503c\uff1axe7\u3001x8c\u3001xab\uff09\u8868\u793a\uff0c\u800c\u82f1\u8bed\u5355\u8bcd\u201ccat\u201d\u5219\u4ec5\u9700\u4e00\u4e2atoken\u8868\u793a\u3002<\/p>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/06\/11\/3ae3bcd8-27ac-11ef-92f3-00163e142b65.png\"><\/p>\n<p>Unicode\u5b57\u7b26\u5982\u4f55\u5206\u89e3\u4e3a\u5b57\u8282\u5e76\u8f6c\u6362\u4e3aChatGPT token\u8fd9\u79cd\u6807\u8bb0\u5316\u5dee\u5f02\u5f3a\u8c03\u4e86ChatGPT\u4e2d\u5199\u5165\u6548\u7387\u548c\u63d0\u793a\u6548\u7387\u4e4b\u95f4\u7684\u91cd\u8981\u533a\u522b\u3002<\/p>\n<p>\u5f53\u9762\u4e34token\u9650\u5236\uff08\u4f8b\u5982 GPT-3.5-turbo\u7684 16,385\u4e2atoken\u4e0a\u9650\uff09\u65f6\uff0c\u82f1\u8bed\u6210\u4e3a\u6bd4\u4e2d\u6587\u6216\u97e9\u8bed\u66f4\u6709\u6548\u7684\u63d0\u793a\u8bed\u8a00\u3002\u5404\u79cd\u8bed\u8a00\u201c\u732b\u201d\u7684token\u6548\u7387\u6bd4\u8f83\uff1a<\/p>\n<ol>\n<li>\u82f1\u8bed\uff1acat \uff08\u732b\uff09= 1 \u4e2atoken<\/li>\n<li>\u4e2d\u6587\uff1a\u732b = 3 \u4e2atoken<\/li>\n<li>\u97e9\u8bed\uff1a\uace0\uc591\uc774\uff08\u732b\uff09= 4 \u4e2atoken<\/li>\n<\/ol>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/06\/11\/3b3f3a04-27ac-11ef-92f3-00163e142b65.png\"><\/p>\n<p>\u5728\u5411ChatGPT\u8868\u8fbe\u201c\u732b\u201d\u8fd9\u4e2a\u72ed\u4e49\u7684\u4f8b\u5b50\u91cc\uff0c\u82f1\u8bed\u7684\u6548\u7387\u662f\u4e2d\u6587\u76843\u500d\uff0c\u662f\u97e9\u8bed\u7684 4 \u500d\u3002<\/p>\n<p>\u5728Unicode\u7684UTF-8\u7f16\u7801\u4e2d\uff0c\u5b57\u7b26\u901a\u5e38\u4e3a1\u52304\u4e2a\u5b57\u8282\uff0c\u800c\u4e16\u754c\u4e0a\u5927\u591a\u6570\u8bed\u8a00\u5b57\u7b26\u5360\u75282\u52303\u4e2a\u5b57\u8282\u3002\u56e0\u6b64\uff0c\u975e\u82f1\u8bed\u8bed\u8a00\u7684\u6807\u8bb0\u957f\u5ea6\u5f80\u5f80\u5e73\u5747\u6bcf\u4e2a\u5355\u8bcd\u67092\u52303\u4e2atoken\uff0c\u4e0e\u82f1\u8bed\u76f8\u6bd4\uff0c\u63d0\u793a\u6548\u7387\u8f83\u4f4e\u3002<\/p>\n<p>\u8003\u8651\u5230GPT-4-turbo\u7684\u6269\u5c55\u4e0a\u4e0b\u6587\u957f\u5ea6\u6700\u591a\u652f\u6301128,000\u4e2atoken\uff0c\u8bed\u8a00\u6548\u7387\u7684\u5dee\u5f02\u4f1a\u53d8\u5f97\u66f4\u52a0\u660e\u663e\u3002<\/p>\n<p>128k\u4e2atoken\u5927\u6982\u662f\u591a\u5c11\u4e2a\u5355\u8bcd\uff1f\u4e0b\u9762\u662f\u4e00\u4e2a\u5e73\u5747\u503c\uff1a<\/p>\n<ul>\n<li>\u82f1\u8bed\uff1a\u7ea6 96,000 \u4e2a\u5355\u8bcd<\/li>\n<li>\u7b80\u4f53\u4e2d\u6587\uff1a\u7ea654,000\u4e2a\u5b57\u7b26<\/li>\n<li>\u97e9\u8bed\uff1a\u7ea6 41,000 \u4e2a\u5b57\u7b26<\/li>\n<\/ul>\n<p><img decoding=\"async\" data-action=\"zoom\" class=\"aligncenter\" src=\"https:\/\/image.woshipm.com\/2024\/06\/11\/3be5d86e-27ac-11ef-92f3-00163e142b65.png\"><\/p>\n<p>\u82f1\u8bed\u5728\u63d0\u793a\u8bcd\u6548\u7387\u65b9\u9762\u662f\u4e2d\u6587\u76841.8\u500d\uff0c\u97e9\u8bed\u76842.3\u500d\u7efc\u4e0a\u6240\u8ff0\uff0c\u82f1\u8bed\u662fChatGPT\u6700\u9ad8\u6548\u7684\u63d0\u793a\u8bed\u8a00\uff0c\u5176\u63d0\u793a\u6548\u7387\u662fCJK\uff08\u4e2d\u3001\u65e5\u3001\u97e9\uff09\u8bed\u8a00\u7684\u7ea62\u500d\u3002<\/p>\n<p>\u4e24\u4e2a\u5176\u4ed6\u8bed\u8a00\u7684\u4f8b\u5b50\uff1a\u514b\u6797\u8d21\u8bed(Klingon)\u548c\u722a\u54c7\u8bed(Javanese)\u5927\u8bed\u8a00\u6a21\u578b\u5bf9\u4e00\u4e2a\u8bed\u79cd\u7684\u652f\u6301\u53d6\u51b3\u4e8e\u8be5\u8bed\u79cd\u662f\u5426\u88ab\u5305\u542b\u5728\u6807\u51c6\u5b57\u7b26\u7f16\u7801\u7cfb\u7edf Unicode\u4e2d\u3002<\/p>\n<p>\u5982\u679cUnicode\u7f3a\u5c11\u4e86\u67d0\u79cd\u8bed\u8a00\uff0c\u90a3\u5927\u8bed\u8a00\u6a21\u578b\u4e5f\u4e0d\u4f1a\u652f\u6301\u8fd9\u79cd\u8bed\u8a00\u3002<\/p>\n<p>\u4ee5\u4e0b\u662fUnicode\u4e0d\u652f\u6301\u7684\u8bed\u8a00\u793a\u4f8b\uff1a\u25cf\u5510\u8428\u8bed\u2014\u2014\u5370\u5ea6\u548c\u7f05\u7538\u5510\u8428\u65cf\u4f7f\u7528\u7684\u8bed\u8a00\u3002\u25cf\u6258\u6258\u8bed\u2014\u2014\u5370\u5ea6\u897f\u5b5f\u52a0\u62c9\u90a6\u6258\u6258\u90e8\u843d\u6240\u4f7f\u7528\u8bed\u8a00\u3002\u25cf\u963f\u4f0a\u52aa\u8bed &#8211; \u65e5\u672c\u963f\u4f0a\u52aa\u4eba\u4f7f\u7528\uff0c\u5bf9\u7247\u5047\u540d\u533a\u4e2d\u7684\u4e00\u4e9b\u5b57\u7b26\u7684\u652f\u6301\u6709\u9650\u3002\u25cfPahawh Hmong 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