{"id":1329,"date":"2025-06-13T20:29:00","date_gmt":"2025-06-13T12:29:00","guid":{"rendered":"http:\/\/www.applicationsofllm.com\/?p=1329"},"modified":"2025-09-17T20:31:20","modified_gmt":"2025-09-17T12:31:20","slug":"chatgpt%e5%88%b0%e5%ba%95%e5%ad%a6%e4%ba%86%e5%a4%9a%e5%b0%91%e3%80%8c%e6%b1%a1%e8%a8%80%e7%a7%bd%e8%af%ad%e3%80%8d%ef%bc%9f%e6%b8%85%e5%8d%8e%e5%9b%a2%e9%98%9f%e9%a6%96%e6%8f%90%e5%a4%a7%e8%af%ad","status":"publish","type":"post","link":"http:\/\/www.applicationsofllm.com\/index.php\/2025\/06\/13\/chatgpt%e5%88%b0%e5%ba%95%e5%ad%a6%e4%ba%86%e5%a4%9a%e5%b0%91%e3%80%8c%e6%b1%a1%e8%a8%80%e7%a7%bd%e8%af%ad%e3%80%8d%ef%bc%9f%e6%b8%85%e5%8d%8e%e5%9b%a2%e9%98%9f%e9%a6%96%e6%8f%90%e5%a4%a7%e8%af%ad\/","title":{"rendered":"ChatGPT\u5230\u5e95\u5b66\u4e86\u591a\u5c11\u300c\u6c61\u8a00\u79fd\u8bed\u300d\uff1f\u6e05\u534e\u56e2\u961f\u9996\u63d0\u5927\u8bed\u8a00\u6a21\u578b\u4e2d\u6587\u8bed\u6599\u6c61\u67d3\u6cbb\u7406\u6280\u672f"},"content":{"rendered":"\n<p>\u5982\u679c\u6211\u4eec\u7684\u6559\u79d1\u4e66\u91cc\u5305\u542b\u5927\u91cf\u7684\u6c61\u8a00\u79fd\u8bed\uff0c\u90a3\u4e48\u6211\u4eec\u80fd\u5b66\u597d\u8bed\u8a00\u5417\uff1f\u8fd9\u79cd\u8352\u5510\u7684\u95ee\u9898\u5374\u51fa\u73b0\u5728\u6700\u5148\u8fdb ChatGPT \u7cfb\u5217\u6a21\u578b\u7684\u5b66\u4e60\u8fc7\u7a0b\u4e2d\u3002<\/p>\n\n\n\n<p>\u6765\u81ea\u6e05\u534e\u5927\u5b66\u3001\u5357\u6d0b\u7406\u5de5\u5927\u5b66\u548c\u8682\u8681\u96c6\u56e2\u7684\u7814\u7a76\u4eba\u5458\u53d1\u73b0\uff0c<strong>GPT-4o\/o1\/o3\/4.5\/4.1\/o4-mini \u7684\u4e2d\u6587\u8bcd\u8868\u6c61\u67d3\u9ad8\u8fbe 46.6%\uff0c\u751a\u81f3\u540c\u65f6\u5305\u542b\u300c\u6ce2*\u91ce\u7ed3\u8863\u300d\u3001\u300c*\u91ce\u7ed3\u8863\u300d\u3001\u300c*\u91ce\u7ed3\u300d\u3001\u300c*\u91ce\u300d\u3001\u300c\u5927\u53d1\u65f6\u65f6\u5f69\u300d\u3001\u300c\u5927\u53d1\u5feb\u4e09\u300d\u3001\u300c\u5927\u53d1\u300d\u7b49\u8272\u60c5\u3001\u8d4c\u535a\u76f8\u5173\u8bcd\u5143<\/strong>\uff08\u5982\u4e0b\u56fe\u6240\u793a\uff09\u3002<\/p>\n\n\n\n<p>\u7814\u7a76\u56e2\u961f\u5bf9 OpenAI \u8fd1\u671f\u53d1\u5e03\u7684 GPT-5 \u548c GPT-oss \u7684\u8bcd\u8868\u4e5f\u8fdb\u884c\u4e86\u5206\u6790\uff0c\u5b83\u4eec\u8bcd\u8868\u7684\u4e2d\u6587 token \u6ca1\u6709\u53d8\u5316\u3002<\/p>\n\n\n\n<p>\u7814\u7a76\u56e2\u961f\u8ba4\u4e3a\uff0c\u8fd9\u79cd\u73b0\u8c61\u662f\u7531\u4e8e\u6765\u81ea\u4e92\u8054\u7f51\u6570\u636e\u7684\u5927\u6a21\u578b\u9884\u8bad\u7ec3\u8bed\u6599\u5e93\u4e0d\u53ef\u907f\u514d\u5730\u5305\u542b\u6c61\u67d3\u5185\u5bb9\uff0c\u5bfc\u81f4\u5728\u6b64\u4e4b\u4e0a\u6784\u5efa\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u8bcd\u8868\u5305\u542b\u6c61\u67d3\u8bcd\u3002\u90a3\u4e48\uff0c\u8fd9\u4e9b\u6c61\u67d3\u8bcd\u4f1a\u5982\u4f55\u5f71\u54cd LLM \u7684\u6027\u80fd\uff1f\u4e0e\u6c61\u67d3\u6570\u636e\u7684\u5173\u7cfb\u5982\u4f55\u5462\uff1f<\/p>\n\n\n\n<p>\u4e3a\u4e86\u7cfb\u7edf\u6027\u7814\u7a76 LLM \u7684\u4e2d\u6587\u8bcd\u8868\u548c\u6570\u636e\u6c61\u67d3\u95ee\u9898\uff0c\u7814\u7a76\u56e2\u961f\u9996\u5148<strong>\u5b9a\u4e49\u548c\u5206\u7c7b\u4e86\u4e2d\u6587\u6c61\u67d3\u8bcd<\/strong>\uff08Polluted Chinese tokens, PoC tokens\uff09\uff0c\u5206\u6790\u4e86\u5b83\u4eec\u5bf9 LLM \u6027\u80fd\u7684\u5f71\u54cd\uff1b\u5176\u6b21\uff0c\u4e3a\u4e86\u9ad8\u6548\u8bc6\u522b\u4e0d\u540c LLM \u8bcd\u8868\u91cc\u7684 PoC tokens\uff0c\u7814\u7a76\u56e2\u961f\u8bbe\u8ba1\u4e86\u4e00\u4e2a<strong>\u4e2d\u6587\u6c61\u67d3\u8bcd\u68c0\u6d4b\u6a21\u578b<\/strong>\uff1b\u6700\u540e\uff0c<strong>\u901a\u8fc7\u4e2d\u6587\u8bcd\u8868\u6c61\u67d3\u6709\u6548\u4f30\u8ba1\u6570\u636e\u6c61\u67d3<\/strong>\uff0c\u4e3a\u6c61\u67d3\u6570\u636e\u6cbb\u7406\u63d0\u4f9b\u8f7b\u91cf\u5316\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"222\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-516-1024x222.jpg\" alt=\"\" class=\"wp-image-1330\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-516-1024x222.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-516-300x65.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-516-768x166.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-516.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bba\u6587\u6807\u9898\uff1aSpeculating LLMs\u2019 Chinese Training Data Pollution from Their Tokens<\/li>\n\n\n\n<li>\u5f55\u7528\u4f1a\u8bae\uff1aEMNLP 2025 Main<\/li>\n\n\n\n<li>\u9879\u76ee\u7f51\u7ad9\uff1ahttps:\/\/pollutedtokens.site\/<\/li>\n<\/ul>\n\n\n\n<p>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u672c\u9879\u7814\u7a76\u5de5\u4f5c\u4e8e 2025 \u5e74 5 \u6708 29 \u65e5\u5728\u6e05\u534e\u5927\u5b66\u57fa\u7840\u6a21\u578b\u5b66\u672f\u5e74\u4f1a\u4e0a\u7531\u90b1\u5bd2\u8001\u5e08\u9996\u6b21\u5206\u4eab\uff0c\u5e76\u63d0\u51fa\u9488\u5bf9 10T \u7ea7\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8bad\u7ec3\u8bed\u6599\u5e93\u7684\u6c61\u67d3\u6570\u636e\u6cbb\u7406\u6280\u672f\u3002<\/p>\n\n\n\n<p>\u592e\u89c6\u4e8e 2025 \u5e74 8 \u6708 17 \u65e5\u7684\u65b0\u95fb\u4e2d\u4e5f\u6307\u51fa\uff0cAI \u6570\u636e\u88ab\u6c61\u67d3\u5b58\u5728\u98ce\u9669\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"607\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-518-1024x607.jpg\" alt=\"\" class=\"wp-image-1332\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-518-1024x607.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-518-300x178.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-518-768x455.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-518.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u4e2d\u6587\u6c61\u67d3\u8bcd\u7684\u5b9a\u4e49\u3001\u5206\u7c7b\u548c\u5371\u5bb3<\/strong><\/p>\n\n\n\n<p>\u8be5\u7814\u7a76\u9996\u5148\u7ec4\u5efa\u4e86\u5305\u542b 6 \u540d\u8de8\u5b66\u79d1\u9886\u57df\u4e13\u5bb6\u7684\u6807\u6ce8\u56e2\u961f\uff08\u62e5\u6709\u54f2\u5b66\u3001\u793e\u4f1a\u5b66\u3001\u4e2d\u6587\u8bed\u8a00\u5b66\u3001\u8ba1\u7b97\u673a\u79d1\u5b66\u535a\u58eb\u5b66\u4f4d\uff09\uff0c\u5bf9\u5148\u8fdb ChatGPT \u6a21\u578b\u7684\u4e2d\u6587\u8bcd\u8868\u8fdb\u884c\u6c61\u67d3\u8bcd\u6807\u6ce8\uff0c\u603b\u7ed3\u51fa\u4e2d\u6587\u6c61\u67d3\u8bcd\u7684\u5b9a\u4e49\u548c\u5206\u7c7b\uff0c\u4e3a\u540e\u7eed\u7814\u7a76\u6253\u4e0b\u57fa\u7840\u3002<\/p>\n\n\n\n<p><strong>\u5b9a\u4e49<\/strong>\uff1a\u4e2d\u6587\u6c61\u67d3\u8bcd\uff08Polluted Chinese tokens, PoC tokens\uff09\u662f\u5b58\u5728\u4e8e LLM \u8bcd\u8868\u4e2d\uff0c\u4ece\u4e3b\u6d41\u4e2d\u6587\u8bed\u8a00\u5b66\u7684\u89d2\u5ea6\u7f16\u8bd1\u4e86\u4e0d\u5408\u6cd5\u3001\u4e0d\u5e38\u89c1\u3001\u4e0d\u5e38\u7528\u5185\u5bb9\u7684\u4e2d\u6587\u8bcd\uff08\u591a\u4e8e 2 \u4e2a\u5b57\uff09\u3002<\/p>\n\n\n\n<p><strong>\u5206\u7c7b<\/strong>\uff1a\u4e2d\u6587\u6c61\u67d3\u8bcd\u4e3b\u8981\u5305\u62ec\u5982\u4e0b 5 \u4e2a\u7c7b\u522b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6210\u4eba\u5185\u5bb9\uff0c\u4f8b\u5982\u300c\u6ce2*\u91ce\u7ed3\u8863\u300d\u3002<\/li>\n\n\n\n<li>\u5728\u7ebf\u8d4c\u535a\uff0c\u4f8b\u5982\u300c\u5927\u53d1\u5f69\u7968\u7f51\u300d\u3002<\/li>\n\n\n\n<li>\u5728\u7ebf\u6e38\u620f\uff0c\u4f8b\u5982\u300c\u4f20\u5947\u79c1\u670d\u300d\u3002<\/li>\n\n\n\n<li>\u5728\u7ebf\u89c6\u9891\uff0c\u4f8b\u5982\u300c\u5728\u7ebf\u89c2\u770b\u300d\u3002<\/li>\n\n\n\n<li>\u5947\u602a\u5185\u5bb9\uff0c\u4f8b\u5982\u300c\u7ed9\u4e3b\u4eba\u7559\u4e0b\u4e9b\u4ec0\u4e48\u5427\u300d\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u53c2\u7167\u8fd9\u79cd\u5b9a\u4e49\u548c\u5206\u7c7b\uff0c<strong>\u4e13\u5bb6\u6807\u6ce8\u56e2\u961f\u5bf9\u5148\u8fdb ChatGPT \u6a21\u578b\u7684\u4e2d\u6587\u957f\u8bcd\uff08\u5171\u8ba1 1659 \u4e2a\uff09\u8fdb\u884c\u6807\u6ce8\uff0c\u53d1\u73b0\u6c61\u67d3\u8bcd\u6709 773 \u4e2a\uff0846.6%\uff09\uff0c\u5176\u4e2d\u6210\u4eba\u5185\u5bb9\u7684\u6c61\u67d3\u8bcd\u6700\u591a\uff0c\u8db3\u8db3\u6709 219 \u4e2a\uff0813.2%\uff09\u3002<\/strong><\/p>\n\n\n\n<p>\u8fdb\u4e00\u6b65\uff0c\u7814\u7a76\u56e2\u961f\u5206\u6790\u4e86\u4e2d\u6587\u6c61\u67d3\u8bcd\u7684\u5371\u5bb3\uff0c\u53d1\u73b0<strong>\u5373\u4f7f\u662f\u6700\u5148\u8fdb\u7684 ChatGPT \u6a21\u578b\uff08GPT-4o\/o1\/o3\/4.5\/4.1\/o4-mini\uff09\u5728\u8f93\u5165\u4e2d\u6587\u6c61\u67d3\u8bcd\u540e\u4e5f\u4f1a\u80e1\u8a00\u4e71\u8bed\u3002<\/strong>\u5982\u4e0b\u56fe\u6240\u793a\uff0cChatGPT \u4e0d\u80fd\u7406\u89e3\u751a\u81f3\u4e0d\u80fd\u91cd\u590d\u4e2d\u6587\u6c61\u67d3\u8bcd\uff0c\u8f93\u5165\u4e00\u4e2a\u4e2d\u6587\u6c61\u67d3\u8bcd\u751a\u81f3\u4f1a\u8f93\u51fa\u53e6\u4e00\u4e2a\u4e2d\u6587\u6c61\u67d3\u8bcd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"335\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-519-1024x335.jpg\" alt=\"\" class=\"wp-image-1334\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-519-1024x335.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-519-300x98.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-519-768x252.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-519.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><sup>\u56fe 2\uff1aChatGPT \u4e0d\u80fd\u7406\u89e3\u751a\u81f3\u4e0d\u80fd\u91cd\u590d\u4e2d\u6587\u6c61\u67d3\u8bcd\uff0c\u8f93\u5165\u4e00\u4e2a\u4e2d\u6587\u6c61\u67d3\u8bcd\u751a\u81f3\u4f1a\u8f93\u51fa\u53e6\u4e00\u4e2a\u4e2d\u6587\u6c61\u67d3\u8bcd\u3002<\/sup><\/p>\n\n\n\n<p>\u5982\u4e0b\u8868\u6240\u793a\uff0c\u4e0e\u8f93\u5165\u6b63\u5e38\u4e2d\u6587\u8bcd\u76f8\u6bd4\uff0c\u8f93\u5165\u4e2d\u6587\u6c61\u67d3\u8bcd\u4f1a\u663e\u8457\u964d\u4f4e ChatGPT \u7684\u56de\u7b54\u8d28\u91cf\uff0c\u5728\u89e3\u91ca\u548c\u91cd\u590d\u4efb\u52a1\u4e0a\u6709\u7ea6 50% \u7684\u6027\u80fd\u635f\u5931\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"578\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-517-1024x578.jpg\" alt=\"\" class=\"wp-image-1331\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-517-1024x578.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-517-300x169.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-517-768x433.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-517.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><sup>&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; \u8868 1\uff1a\u8f93\u5165\u4e2d\u6587\u6c61\u67d3\u8bcd\u4f1a\u9020\u6210 ChatGPT \u5728\u89e3\u91ca\u548c\u91cd\u590d\u4efb\u52a1\u4e0a\u7ea6 50% \u7684\u6027\u80fd\u635f\u5931\u3002<\/sup><\/p>\n\n\n\n<p>\u4e3a\u4e86\u521d\u6b65\u89e3\u91ca\u8fd9\u4e00\u73b0\u8c61\uff0c\u7814\u7a76\u56e2\u961f\u5206\u6790\u4e86\u5f00\u6e90\u9884\u8bad\u7ec3\u8bed\u6599\u5e93\uff08\u4f8b\u5982 mC4\uff09\u4e2d\u7684\u4e2d\u6587\u7f51\u9875\uff0c\u53d1\u73b0\u591a\u79cd\u4e2d\u6587\u6c61\u67d3\u8bcd\u805a\u96c6\u4e8e\u4e00\u4e9b\u7f51\u9875\u7684\u5934\u90e8\u548c\u5c3e\u90e8\uff08\u5982\u4e0b\u56fe\u6240\u793a\uff09\u3002\u8fd9\u4e9b\u4f4e\u8d28\u91cf\u8bed\u6599\u4f7f\u5f97 LLM \u9519\u8bef\u7406\u89e3\u4e86\u4e0d\u540c\u4e2d\u6587\u6c61\u67d3\u8bcd\u4e4b\u95f4\u7684\u76f8\u5173\u6027\uff0c\u4e14\u6ca1\u6709\u5728\u540e\u8bad\u7ec3\u9636\u6bb5\u88ab\u77eb\u6b63\u56de\u6765\uff0c\u5bfc\u81f4\u6a21\u578b\u5728\u63a8\u7406\u65f6\u65e0\u6cd5\u7406\u89e3\u4e5f\u65e0\u6cd5\u91cd\u590d\u4e2d\u6587\u6c61\u67d3\u8bcd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"607\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-518-1024x607.jpg\" alt=\"\" class=\"wp-image-1333\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-518-1024x607.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-518-300x178.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-518-768x455.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-518.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><sup>\u56fe 3\uff1a\u5f00\u6e90\u9884\u8bad\u7ec3\u8bed\u6599\u5e93 mC4 \u7684\u4e2d\u6587\u7f51\u9875\uff1a\u4e2d\u6587\u6c61\u67d3\u8bcd\u805a\u96c6\u4e8e\u4e00\u4e9b\u7f51\u9875\u7684\u5934\u90e8\u548c\u5c3e\u90e8\u3002<\/sup><\/p>\n\n\n\n<p><strong>\u6c61\u67d3\u68c0\u6d4b\uff1a\u81ea\u52a8\u5316\u8bc6\u522b\u4e2d\u6587\u6c61\u67d3\u8bcd<\/strong><\/p>\n\n\n\n<p>\u4e3a\u4e86\u5c06\u4e2d\u6587\u6c61\u67d3\u8bcd\u7684\u8bc6\u522b\u548c\u5206\u7c7b\u6269\u5c55\u5230\u66f4\u591a\u7684 LLM\uff0c\u7814\u7a76\u56e2\u961f<strong>\u5fae\u8c03\u4e2d\u6587\u80fd\u529b\u5f3a\u4e14\u6c61\u67d3\u8f83\u5c11\u7684 GLM-4-32B\uff0c\u6784\u5efa\u81ea\u52a8\u5316\u4e2d\u6587\u6c61\u67d3\u8bcd\u8bc6\u522b\u6a21\u578b\u3002<\/strong><\/p>\n\n\n\n<p>\u7531\u4e8e\u4e2d\u6587\u6c61\u67d3\u8bcd\u901a\u5e38\u662f\u6666\u6da9\u96be\u61c2\u7684\uff08\u4f8b\u5982\u300c\u9752\u9752\u8349\u300d\u770b\u4f3c\u6b63\u5e38\uff0c\u4f46 Google \u641c\u7d22\u7ed3\u679c\u4e0e\u4e92\u8054\u7f51\u8272\u60c5\u5e73\u53f0\u6709\u5173\uff09\uff0c\u5373\u4f7f\u662f\u4e2d\u6587\u8bed\u8a00\u5b66\u4e13\u5bb6\u4e5f\u65e0\u6cd5\u5224\u65ad\u4e2d\u6587\u8bcd\u662f\u5426\u6c61\u67d3\u3001\u5c5e\u4e8e\u54ea\u4e00\u79cd\u6c61\u67d3\u7c7b\u522b\u3002<\/p>\n\n\n\n<p>\u56e0\u6b64\uff0c\u7814\u7a76\u56e2\u961f\u4e3a\u8bc6\u522b\u6a21\u578b\u8bbe\u8ba1\u7f51\u7edc\u68c0\u7d22\u673a\u5236\uff0c\u5bf9\u6bcf\u4e00\u4e2a\u5f85\u68c0\u6d4b\u4e2d\u6587\u8bcd\u8fd4\u56de 10 \u6761 Google \u68c0\u7d22\u4fe1\u606f\uff0c\u4f5c\u4e3a\u5224\u65ad\u662f\u5426\u4e3a\u6c61\u67d3\u8bcd\u7684\u80cc\u666f\u4fe1\u606f\u3002\u5e76\u4e14\uff0c\u5fae\u8c03\u4ee5\u4e13\u5bb6\u6807\u6ce8\u7ed3\u679c\u4f5c\u4e3a\u771f\u503c\u6807\u7b7e\uff0c\u6700\u7ec8\u4f7f\u6a21\u578b\u8fbe\u5230 97.3% \u7684\u8bc6\u522b\u6b63\u786e\u7387\u3002<\/p>\n\n\n\n<p>\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u7814\u7a76\u56e2\u961f\u7528\u8bc6\u522b\u6a21\u578b\u5bf9 23 \u4e2a\u4e3b\u6d41 LLM \u7684 9 \u4e2a\u8bcd\u8868\u8fdb\u884c\u4e86\u4e2d\u6587\u6c61\u67d3\u8bcd\u68c0\u6d4b\u3002<strong>\u4e0d\u53ea\u6709\u5148\u8fdb\u7684 ChatGPT \u7cfb\u5217\u6a21\u578b\uff0c\u4e2d\u6587\u6c61\u67d3\u8bcd\u5728\u5176\u4ed6 LLM \u8bcd\u8868\u4e2d\u4e5f\u5b58\u5728\u3002<\/strong>\u5176\u4e2d\u6210\u4eba\u5185\u5bb9\u3001\u5728\u7ebf\u8d4c\u535a\u3001\u5947\u602a\u5185\u5bb9\u5360\u4e86\u5927\u591a\u6570\u3002<\/p>\n\n\n\n<p>\u7136\u800c\uff0c\u4e0a\u4e00\u4ee3 ChatGPT \u6a21\u578b\uff08GPT-4\/4-turbo\/3.5\uff09\u5305\u542b\u5f88\u5c11\u91cf\u7684\u8868\u5f81\u591a\u4e2a\u4e2d\u6587\u5b57\u7684 token\uff0c\u5176\u4e2d\u5374\u4e0d\u5305\u62ec\u4e2d\u6587\u6c61\u67d3\u8bcd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"426\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-521-1024x426.jpg\" alt=\"\" class=\"wp-image-1336\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-521-1024x426.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-521-300x125.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-521-768x320.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-521.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><sup>&nbsp; &nbsp; &nbsp; \u56fe 4\uff1aQwen2\/2.5\/3 \u548c GLM4 \u7684\u90e8\u5206\u4e2d\u6587\u6c61\u67d3\u8bcd\u3002<\/sup><\/p>\n\n\n\n<p><strong>\u6c61\u67d3\u8ffd\u8e2a\uff1a\u7531\u8bcd\u8868\u6c61\u67d3\u4f30\u8ba1\u6570\u636e\u6c61\u67d3<\/strong><\/p>\n\n\n\n<p>\u7531\u4e8e\u8bcd\u8868\u6c61\u67d3\u662f\u8bad\u7ec3\u6570\u636e\u6c61\u67d3\u7684\u53cd\u6620\uff0c\u7814\u7a76\u56e2\u961f\u8fdb\u4e00\u6b65\u8bbe\u8ba1\u6c61\u67d3\u8ffd\u8e2a\u65b9\u6848\uff0c<strong>\u901a\u8fc7 LLM \u7684\u8bcd\u8868\u53cd\u5411\u4f30\u8ba1\u8bad\u7ec3\u6570\u636e\u7684\u6c61\u67d3\u60c5\u51b5\uff0c\u4e3a\u6d77\u91cf\u6570\u636e\u6cbb\u7406\u63d0\u4f9b\u8f7b\u91cf\u5316\u65b9\u6848\u3002<\/strong><\/p>\n\n\n\n<p>LLM \u7684\u8bcd\u8868\u6784\u5efa\u5927\u591a\u57fa\u4e8e BPE \u7b97\u6cd5\u3002\u7b80\u5355\u6765\u8bf4\uff0cBPE \u7b97\u6cd5\u5bf9\u8bed\u6599\u5e93\u91cc\u7684\u8bcd\u9891\u8fdb\u884c\u7edf\u8ba1\uff0c\u5e76\u5c06\u51fa\u73b0\u9891\u7387\u8d8a\u5927\u7684\u8bcd\u653e\u5728\u8bcd\u8868\u8d8a\u9760\u524d\u7684\u4f4d\u7f6e\uff0c\u5373\u8bcd ID \u8d8a\u5c0f\u3002\u7531\u8bcd\u8868\u6c61\u67d3\u4f30\u8ba1\u6570\u636e\u6c61\u67d3\u5373\u4e3a\u5bf9 BPE \u7b97\u6cd5\u505a\u9006\u5411\uff0c\u7136\u800c\uff0c\u9006\u5411 BPE \u7684\u7ed3\u679c\u4e0d\u552f\u4e00\uff0c\u56e0\u4e3a\u4e00\u4e2a\u8bcd ID 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src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-522-1024x643.jpg\" alt=\"\" class=\"wp-image-1337\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-522-1024x643.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-522-300x188.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-522-768x482.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-522.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><sup>&nbsp; &nbsp; &nbsp; \u56fe 5\uff1a\u8bcd ID-\u8bcd\u9891\u7684\u7ecf\u9a8c\u4f30\u8ba1\u6709\u6548\u62df\u5408\u4e86\u5206\u5e03\u7684\u4e0a\u4e0b\u754c\uff0c\u5e76\u4e14\u843d\u4e8e\u7406\u8bba\u4e0a\u4e0b\u786e\u754c\u4e4b\u95f4\u3002<\/sup><\/p>\n\n\n\n<p>\u57fa\u4e8e\u8fd9\u79cd\u7ecf\u9a8c\u4f30\u8ba1\uff0c\u7814\u7a76\u56e2\u961f\u4f30\u8ba1\u4e86\u5f00\u6e90\u8bed\u6599\u5e93 mC4 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http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-523-285x300.jpg 285w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-523-768x808.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-523.jpg 1108w\" sizes=\"auto, (max-width: 973px) 100vw, 973px\" \/><\/figure>\n\n\n\n<p><sup>&nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; &nbsp; \u56fe 6\uff1a\u5f00\u6e90\u8bed\u6599\u5e93 mC4 \u7684\u6570\u636e\u6c61\u67d3\u4f30\u8ba1\u53ca\u4e0e\u771f\u503c\u7684\u6bd4\u8f83\u3002<\/sup><\/p>\n\n\n\n<p>\u8fdb\u4e00\u6b65\uff0c\u7814\u7a76\u56e2\u961f\u4f30\u8ba1\u4e86 GPT-4o \u8bcd\u8868\u91cc\u51fa\u73b0\u7684\u4e2d\u6587\u6c61\u67d3\u8bcd\u300c\u6ce2*\u91ce\u7ed3\u8863\u300d\u5728\u8bad\u7ec3\u8bed\u6599\u91cc\u7684\u6c61\u67d3\u60c5\u51b5\u3002\u7ed3\u679c\u663e\u793a\uff0c<strong>\u300c\u6ce2*\u91ce\u7ed3\u8863\u300d\u76f8\u5173\u9875\u9762\u5728 GPT-4o 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ID\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"591\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-524-1024x591.jpg\" alt=\"\" class=\"wp-image-1339\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-524-1024x591.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-524-300x173.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-524-768x443.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-524.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><sup>\u56fe 7\uff1a\u6309\u7167 0.5% \u7684\u6bd4\u4f8b\u6df7\u5408\u300c\u6ce2*\u91ce\u7ed3\u8863\u300d\u76f8\u5173\u9875\u9762\u53ef\u4ee5\u5728\u5f00\u6e90\u8bed\u6599\u5e93\u4e0a\u590d\u73b0\u51fa 4 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