{"id":3154,"date":"2026-01-26T04:33:16","date_gmt":"2026-01-26T04:33:16","guid":{"rendered":"https:\/\/umaax.com\/shenmeshidayuyanmoxingyiwenkandong\/"},"modified":"2026-01-26T04:33:16","modified_gmt":"2026-01-26T04:33:16","slug":"shenmeshidayuyanmoxingyiwenkandong","status":"publish","type":"post","link":"https:\/\/umaax.com\/en\/shenmeshidayuyanmoxingyiwenkandong\/","title":{"rendered":"\u4ec0\u4e48\u662f\u5927\u8bed\u8a00\u6a21\u578b\uff1f\u4e00\u6587\u770b\u61c2"},"content":{"rendered":"<p>\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u662f\u4e00\u79cd\u901a\u8fc7\u5b66\u4e60\u6d77\u91cf\u6587\u672c\u6570\u636e\u6765\u7406\u89e3\u548c\u751f\u6210\u4eba\u7c7b\u8bed\u8a00\u7684\u4eba\u5de5\u667a\u80fd\u7a0b\u5e8f\u3002\u901a\u8fc7\u201c\u9884\u8bad\u7ec3\u201d\u548c\u201c\u5fae\u8c03\u201d\u4e24\u4e2a\u9636\u6bb5\u8fdb\u884c\u8bad\u7ec3\uff0c\u6838\u5fc3\u6280\u672f\u662fTransformer\u67b6\u6784\u53ca\u5176\u201c\u81ea\u6ce8\u610f\u529b\u673a\u5236\u201d\u3002<\/p>\n<h2>\u4ec0\u4e48\u662f\u5927\u8bed\u8a00\u6a21\u578b<\/h2>\n<h4><strong>\u5b9a\u4e49\u4e0e\u6982\u8ff0<\/strong><\/h4>\n<p>\u5927\u8bed\u8a00\u6a21\u578b\uff08Large Language Model, LLM\uff09\u662f\u4e00\u79cd<strong class=\"\">\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u7a0b\u5e8f<\/strong>\uff0c\u901a\u8fc7\u5b66\u4e60\u6d77\u91cf\u7684\u6587\u672c\u6570\u636e\uff0c\u638c\u63e1\u4e86<strong>\u7406\u89e3\u548c\u751f\u6210\u4eba\u7c7b\u8bed\u8a00\u7684\u80fd\u529b<\/strong>\u3002\u53ef\u4ee5\u628a\u5b83\u60f3\u8c61\u6210\u4e00\u4e2a\u8d85\u7ea7\u5389\u5bb3\u7684\u201c\u8bed\u8a00\u5927\u5e08\u201d\uff0c\u8bfb\u8fc7\u65e0\u6570\u7684\u4e66\u7c4d\u3001\u6587\u7ae0\u3001\u7f51\u9875\uff0c\u4ee3\u7801\uff0c\u80fd\u50cf\u4eba\u4e00\u6837\u8fdb\u884c\u5bf9\u8bdd\u3001\u56de\u7b54\u95ee\u9898\u3001\u5199\u6587\u7ae0\u3001\u7ffb\u8bd1\u8bed\u8a00\uff0c\u6216\u7f16\u5199\u4ee3\u7801\u3002<\/p>\n<p>\u5927\u6a21\u578b\u7684\u201c\u5927\u201d\u4f53\u73b0\u5728\u4e24\u4e2a\u65b9\u9762\uff1a<\/p>\n<ul>\n<li>\u4e00\u662f\u5b66\u4e60\u7684\u201c\u77e5\u8bc6\u91cf\u201d\u975e\u5e38\u5927\uff0c\u9700\u8981<strong>TB\u7ea7\u522b\uff08\u4e07\u4ebf\u5b57\u8282\uff09\u7684\u6587\u672c\u6570\u636e<\/strong>\u6765\u8bad\u7ec3\uff1b<\/li>\n<li>\u4e8c\u662f\u201c\u5927\u8111\u201d\uff08\u5373\u6a21\u578b\u53c2\u6570\uff09\u4e5f\u975e\u5e38\u5e9e\u5927\uff0c\u52a8\u8f84\u62e5\u6709<strong class=\"\">\u6570\u767e\u4ebf\u751a\u81f3\u6570\u4e07\u4ebf\u7684\u53c2\u6570<\/strong>\uff0c\u53c2\u6570\u5c31\u50cf\u662f\u5927\u8111\u4e2d\u7684\u795e\u7ecf\u5143\uff0c\u5e2e\u52a9\u7406\u89e3\u548c\u5904\u7406\u8bed\u8a00\u3002<\/li>\n<\/ul>\n<blockquote>\n<p>\u4f8b\u5982\uff0cMeta\u516c\u53f8\u6700\u65b0\u5f00\u6e90\u7684Llama 3\u6a21\u578b\uff0c\u53c2\u6570\u91cf\u8fbe\u5230\u4e86\u60ca\u4eba\u7684<strong class=\"\">700\u4ebf<\/strong>\uff0c\u4f7f\u7528\u4e86\u8d85\u8fc7<strong class=\"\">15\u4e07\u4ebf\u4e2atoken<\/strong>\uff08\u53ef\u4ee5\u7406\u89e3\u4e3a\u8bcd\u8bed\u6216\u8bcd\u7247\u6bb5\uff09\u7684\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\uff0c\u76f8\u5f53\u4e8e\u9605\u8bfb\u4e86\u6570\u767e\u4e07\u672c\u539a\u539a\u7684\u4e66\u7c4d\u3002\u8fd9\u79cd\u89c4\u6a21\u7684\u5b66\u4e60\u4f7f\u5927\u8bed\u8a00\u6a21\u578b\u80fd\u6355\u6349\u5230\u8bed\u8a00\u4e2d\u6781\u5176\u7ec6\u5fae\u7684\u6a21\u5f0f\u548c\u5173\u8054\uff0c\u5c55\u73b0\u51fa\u5f3a\u5927\u7684\u8bed\u8a00\u5904\u7406\u80fd\u529b\u3002<\/p>\n<\/blockquote>\n<h4><strong>\u6838\u5fc3\u80fd\u529b\uff1a\u7406\u89e3\u4e0e\u751f\u6210<\/strong><\/h4>\n<p><strong>\u201c\u7406\u89e3\u201d<\/strong><\/p>\n<p>\u662f\u6307\u6a21\u578b\u80fd\u8bfb\u61c2\u4f60\u8f93\u5165\u7684\u6587\u5b57\uff0c\u628a\u63e1\u5176\u4e2d\u7684\u542b\u4e49\u3001\u60c5\u611f\u548c\u610f\u56fe\u3002\u6bd4\u5982\uff0c\u5f53\u4f60\u95ee\u201c\u4eca\u5929\u5929\u6c14\u600e\u4e48\u6837\uff1f\u201d\u65f6\uff0c\u6a21\u578b\u80fd\u8bc6\u522b\u51fa\u201c\u4eca\u5929\u201d\u3001\u201c\u5929\u6c14\u201d\u3001\u201c\u600e\u4e48\u6837\u201d\u8fd9\u4e9b\u8bcd\u8bed\uff0c\u66f4\u80fd\u7406\u89e3\u4f60\u662f\u5728\u8be2\u95ee\u5f53\u524d\u7684\u6c14\u8c61\u72b6\u51b5\u3002\u8fd9\u79cd\u7406\u89e3\u80fd\u529b\u4f7f\u6a21\u578b\u80fd\u8fdb\u884c\u6709\u6548\u7684\u5bf9\u8bdd\uff0c\u4e0d\u662f\u7b80\u5355\u5730\u5339\u914d\u5173\u952e\u8bcd\u3002<\/p>\n<p><strong>\u201c\u751f\u6210\u201d<\/strong><\/p>\n<p>\u662f\u6a21\u578b\u80fd\u6839\u636e\u4f60\u7684\u8f93\u5165\u6216\u8005\u4e00\u4e2a\u7ed9\u5b9a\u7684\u4e3b\u9898\uff0c<strong>\u521b\u9020\u51fa\u5168\u65b0\u7684\u3001\u8fde\u8d2f\u7684\u3001\u5408\u4e4e\u903b\u8f91\u7684\u6587\u672c<\/strong>\u3002\u4f8b\u5982\uff0c\u4f60\u53ef\u4ee5\u8981\u6c42\u6a21\u578b\u5199\u4e00\u9996\u5173\u4e8e\u6625\u5929\u7684\u8bd7\uff0c\u6216\u8005\u6839\u636e\u51e0\u4e2a\u5173\u952e\u8bcd\u751f\u6210\u4e00\u6bb5\u6545\u4e8b\uff0c\u80fd\u5f88\u597d\u5730\u5b8c\u6210\u4efb\u52a1\u3002\u8fd9\u79cd\u751f\u6210\u80fd\u529b\u4e0d\u5c40\u9650\u4e8e\u6587\u672c\uff0c\u4e00\u4e9b\u5148\u8fdb\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8fd8\u80fd\u751f\u6210\u4ee3\u7801\u3001\u8868\u683c\uff0c\u56fe\u7247\u548c\u97f3\u4e50\u3002<\/p>\n<h4><strong>\u6280\u672f\u57fa\u77f3\uff1aTransformer\u67b6\u6784<\/strong><\/h4>\n<p>\u5927\u8bed\u8a00\u6a21\u578b\u4e4b\u6240\u4ee5\u80fd\u5982\u6b64\u5f3a\u5927\uff0c\u80cc\u540e\u7684\u6838\u5fc3\u6280\u672f\u662f\u201cTransformer\u201d\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u3002\u67b6\u6784\u6700\u65e9\u7531Google\u7684\u7814\u7a76\u4eba\u5458\u57282017\u5e74\u63d0\u51fa\uff0c\u5b83\u5f7b\u5e95\u6539\u53d8\u4e86\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u9886\u57df\u7684\u9762\u8c8c\u3002Transformer\u67b6\u6784\u7684\u6838\u5fc3\u521b\u65b0\u5728\u4e8e\u201c\u81ea\u6ce8\u610f\u529b\u673a\u5236\u201d\uff08Self-Attention Mechanism\uff09\uff0c\u5141\u8bb8\u6a21\u578b\u5728\u5904\u7406\u4e00\u4e2a\u8bcd\u8bed\u7684\u65f6\u5019\uff0c\u80fd\u540c\u65f6\u5173\u6ce8\u5230\u8f93\u5165\u6587\u672c\u4e2d\u7684\u6240\u6709\u5176\u4ed6\u8bcd\u8bed\uff0c\u6839\u636e\u5b83\u4eec\u7684\u91cd\u8981\u6027\u8d4b\u4e88\u4e0d\u540c\u7684\u6743\u91cd\u3002<\/p>\n<blockquote>\n<p>\u5c31\u597d\u6bd4\u4f60\u5728\u9605\u8bfb\u4e00\u6bb5\u8bdd\u65f6\uff0c\u5927\u8111\u4f1a\u81ea\u52a8\u805a\u7126\u4e8e\u5173\u952e\u7684\u8bcd\u8bed\u548c\u53e5\u5b50\uff0c\u66f4\u597d\u5730\u7406\u89e3\u6574\u4e2a\u6bb5\u843d\u7684\u610f\u601d<\/p>\n<\/blockquote>\n<p>Transformer\u67b6\u6784\u901a\u8fc7\u8fd9\u79cd\u673a\u5236\uff0c\u80fd\u6709\u6548\u5730\u6355\u6349\u6587\u672c\u4e2d\u7684\u957f\u8ddd\u79bb\u4f9d\u8d56\u5173\u7cfb\uff0c\u4e00\u4e2a\u8bcd\u8bed\u53ef\u80fd\u4e0e\u5f88\u8fdc\u5904\u7684\u53e6\u4e00\u4e2a\u8bcd\u8bed\u5b58\u5728\u8bed\u4e49\u4e0a\u7684\u5173\u8054\u3002\u5177\u6709\u826f\u597d\u7684\u5e76\u884c\u8ba1\u7b97\u80fd\u529b\uff0c\u53ef\u4ee5\u5229\u7528GPU\u7b49\u786c\u4ef6\u8fdb\u884c\u9ad8\u6548\u7684\u8bad\u7ec3\uff0c\u5904\u7406\u66f4\u5927\u89c4\u6a21\u7684\u6570\u636e\u548c\u6a21\u578b\u3002<\/p>\n<h2 class=\"\">\u5927\u8bed\u8a00\u6a21\u578b\u662f\u5982\u4f55\u8bad\u7ec3\u7684<\/h2>\n<p>\u5927\u8bed\u8a00\u6a21\u578b\u7684\u8bad\u7ec3\u8fc7\u7a0b\uff0c\u53ef\u4ee5\u5f62\u8c61\u5730\u6bd4\u55bb\u4e3a\u201c\u5582\u517b\u201d\u4e00\u4e2a\u6b63\u5728\u6210\u957f\u7684\u5b69\u5b50\u3002\u53ea\u4e0d\u8fc7\uff0c\u8fd9\u4e2a\u201c\u5b69\u5b50\u201d\u7684\u98df\u91cf\u60ca\u4eba\uff0c\u9700\u8981\u201c\u5403\u201d\u4e0b\u6d77\u91cf\u7684\u6587\u672c\u6570\u636e\u624d\u80fd\u53d8\u5f97\u806a\u660e\u3002<\/p>\n<p>\u6570\u636e\u6765\u6e90\u5e7f\u6cdb\uff0c\u5305\u62ec\u4f46\u4e0d\u9650\u4e8e\u4e66\u7c4d\u3001\u6587\u7ae0\u3001\u65b0\u95fb\u3001\u7f51\u9875\u3001\u4ee3\u7801\u5e93\u3001\u8bba\u575b\u8ba8\u8bba\u7b49\u7b49\u3002\u8bad\u7ec3\u6570\u636e\u7684\u8d28\u91cf\u548c\u6570\u91cf\u76f4\u63a5\u51b3\u5b9a\u4e86\u6a21\u578b\u7684\u6027\u80fd\u4e0a\u9650\u3002<\/p>\n<p>\u6570\u636e\u7684\u9884\u5904\u7406\u5305\u62ec\u53bb\u9664\u65e0\u5173\u5b57\u7b26\u3001\u7ea0\u6b63\u62fc\u5199\u9519\u8bef\u3001\u5206\u8bcd\uff08\u5c06\u53e5\u5b50\u5207\u5206\u6210\u8bcd\u8bed\u6216\u5b50\u8bcd\u5355\u5143\uff09\u7b49\u6b65\u9aa4\u3002\u4e3a\u4e86\u4fdd\u8bc1\u6a21\u578b\u80fd\u5b66\u4e60\u5230\u5e7f\u6cdb\u7684\u77e5\u8bc6\uff0c\u8bad\u7ec3\u6570\u636e\u4f1a\u8986\u76d6\u591a\u4e2a\u9886\u57df\u3001\u591a\u79cd\u8bed\u8a00\u548c\u591a\u79cd\u6587\u4f53\u3002<\/p>\n<p>\u5927\u89c4\u6a21\u7684\u6570\u636e\u201c\u6295\u5582\u201d\u4f7f\u6a21\u578b\u80fd\u5b66\u4e60\u5230\u8bed\u8a00\u7684\u7edf\u8ba1\u89c4\u5f8b\u3001\u8bed\u6cd5\u7ed3\u6784\u3001\u8bed\u4e49\u5173\u7cfb\u4ee5\u53ca\u4e16\u754c\u77e5\u8bc6\uff0c\u4e3a\u540e\u7eed\u7684\u7406\u89e3\u548c\u751f\u6210\u80fd\u529b\u6253\u4e0b\u575a\u5b9e\u7684\u57fa\u7840\u3002\u53ef\u4ee5\u60f3\u8c61\uff0c\u4e00\u4e2a\u535a\u89c8\u7fa4\u4e66\u7684\u4eba\uff0c\u77e5\u8bc6\u50a8\u5907\u548c\u8ba4\u77e5\u6c34\u5e73\u81ea\u7136\u4f1a\u6bd4\u4e00\u4e2a\u53ea\u8bfb\u8fc7\u51e0\u672c\u4e66\u7684\u4eba\u8981\u9ad8\u5f97\u591a\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u4e5f\u662f\u5982\u6b64\u3002<\/p>\n<h4><strong>\u9884\u8bad\u7ec3\u4e0e\u5fae\u8c03<\/strong><\/h4>\n<p>\u5927\u8bed\u8a00\u6a21\u578b\u7684\u8bad\u7ec3\u5206\u4e3a\u4e24\u4e2a\u4e3b\u8981\u9636\u6bb5\uff1a<strong>\u9884\u8bad\u7ec3\uff08Pre-training\uff09\u548c\u5fae\u8c03\uff08Fine-tuning\uff09<\/strong>\u3002<\/p>\n<p><strong>\u9884\u8bad\u7ec3<\/strong>\u662f\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u6700\u8017\u65f6\u3001\u6700\u8017\u8d39\u8ba1\u7b97\u8d44\u6e90\u7684\u90e8\u5206\uff0c\u76ee\u6807\u662f\u901a\u8fc7\u5728\u6d77\u91cf\u65e0\u6807\u7b7e\u6587\u672c\u6570\u636e\u4e0a\u5b66\u4e60\uff0c\u8ba9\u6a21\u578b\u638c\u63e1\u901a\u7528\u7684\u8bed\u8a00\u80fd\u529b\u3002\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\uff0c\u6a21\u578b\u4f1a\u8fdb\u884c\u201c\u81ea\u76d1\u7763\u5b66\u4e60\u201d\u4efb\u52a1\uff0c\u4f8b\u5982\u201c\u63a9\u7801\u8bed\u8a00\u6a21\u578b\u201d\uff08Masked Language Model, MLM\uff09\u6216\u201c\u4e0b\u4e00\u53e5\u9884\u6d4b\u201d\uff08Next Sentence Prediction, NSP\uff09\u3002\u5728MLM\u4efb\u52a1\u4e2d\uff0c\u8f93\u5165\u6587\u672c\u4e2d\u7684\u4e00\u90e8\u5206\u8bcd\u8bed\u4f1a\u88ab\u968f\u673a\u63a9\u76d6\uff0c\u6a21\u578b\u7684\u4efb\u52a1\u662f\u9884\u6d4b\u8fd9\u4e9b\u88ab\u63a9\u76d6\u7684\u8bcd\u8bed\u662f\u4ec0\u4e48\u3002\u901a\u8fc7\u53cd\u590d\u8fdb\u884c\u8fd9\u6837\u7684\u9884\u6d4b\u4efb\u52a1\uff0c\u6a21\u578b\u9010\u6e10\u5b66\u4f1a\u4e86\u8bcd\u8bed\u4e4b\u95f4\u7684\u5173\u8054\u548c\u8bed\u8a00\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002\u9884\u8bad\u7ec3\u5b8c\u6210\u540e\uff0c\u6a21\u578b\u5c31\u5177\u5907\u4e86\u5f3a\u5927\u7684\u8bed\u8a00\u7406\u89e3\u548c\u751f\u6210\u57fa\u7840\u3002<\/p>\n<p>\u9884\u8bad\u7ec3\u5f97\u5230\u7684\u901a\u7528\u6a21\u578b\u867d\u7136\u77e5\u8bc6\u6e0a\u535a\uff0c\u4f46\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u53ef\u80fd\u5e76\u4e0d\u5b8c\u7f8e\u3002\u8fd9\u5c31\u9700\u8981\u8fdb\u884c\u5fae\u8c03\u3002<\/p>\n<p><strong>\u5fae\u8c03<\/strong>\u662f\u6307\u5728<strong class=\"\">\u7279\u5b9a\u4efb\u52a1\u7684\u6709\u6807\u7b7e\u6570\u636e\u96c6\u4e0a<\/strong>\uff0c\u5bf9\u9884\u8bad\u7ec3\u597d\u7684\u6a21\u578b\u8fdb\u884c\u8fdb\u4e00\u6b65\u7684\u8bad\u7ec3\u3002\u4f8b\u5982\uff0c\u5982\u679c\u6211\u4eec\u60f3\u8ba9\u4e00\u4e2a\u5927\u8bed\u8a00\u6a21\u578b\u4e13\u95e8\u7528\u4e8e\u60c5\u611f\u5206\u6790\uff08\u5224\u65ad\u4e00\u6bb5\u6587\u672c\u8868\u8fbe\u7684\u662f\u79ef\u6781\u8fd8\u662f\u6d88\u6781\u60c5\u7eea\uff09\uff0c\u6211\u4eec\u5c31\u53ef\u4ee5\u6536\u96c6\u4e00\u4e2a\u5305\u542b\u5927\u91cf\u6587\u672c\u53ca\u5176\u5bf9\u5e94\u60c5\u611f\u6807\u7b7e\u7684\u6570\u636e\u96c6\uff0c\u7136\u540e\u7528\u8fd9\u4e2a\u6570\u636e\u96c6\u5bf9\u9884\u8bad\u7ec3\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\u3002\u5728\u5fae\u8c03\u8fc7\u7a0b\u4e2d\uff0c\u6a21\u578b\u7684\u53c2\u6570\u4f1a\u6839\u636e\u7279\u5b9a\u4efb\u52a1\u7684\u9700\u6c42\u8fdb\u884c\u5c0f\u5e45\u8c03\u6574\uff0c\u4f7f\u5176\u5728\u8be5\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u66f4\u4f18\u3002<\/p>\n<blockquote>\n<p>Llama 3\u7684\u5f00\u53d1\u8005\u4e5f\u5f3a\u8c03\u4e86\u901a\u8fc7\u6307\u4ee4\u5fae\u8c03\uff08Instruction Fine-tuning\uff09\u548c\u5bf9\u9f50\uff08Alignment\uff09\u6765\u63d0\u5347\u6a21\u578b\u5728\u5bf9\u8bdd\u573a\u666f\u4e0b\u7684\u8868\u73b0\u548c\u5b89\u5168\u6027\u3002<\/p>\n<\/blockquote>\n<h4><strong>\u5173\u952e\u6280\u672f\uff1a\u81ea\u6ce8\u610f\u529b\u673a\u5236<\/strong><\/h4>\n<p>\u81ea\u6ce8\u610f\u529b\u673a\u5236\uff08Self-Attention Mechanism\uff09\u662fTransformer\u67b6\u6784\u7684\u6838\u5fc3\uff0c\u4e5f\u662f\u5927\u8bed\u8a00\u6a21\u578b\u80fd\u6709\u6548\u5904\u7406\u548c\u7406\u89e3\u8bed\u8a00\u7684\u5173\u952e\u6280\u672f\u3002\u6838\u5fc3\u601d\u60f3\u662f\uff0c\u5728\u5904\u7406\u4e00\u4e2a\u5e8f\u5217\uff08\u6bd4\u5982\u4e00\u53e5\u8bdd\uff09\u4e2d\u7684\u67d0\u4e2a\u5143\u7d20\uff08\u6bd4\u5982\u4e00\u4e2a\u8bcd\uff09\u65f6\uff0c\u6a21\u578b\u4f1a\u8ba1\u7b97\u8fd9\u4e2a\u5143\u7d20\u4e0e\u5e8f\u5217\u4e2d\u6240\u6709\u5176\u4ed6\u5143\u7d20\uff08\u5305\u62ec\u5b83\u81ea\u5df1\uff09\u7684\u5173\u8054\u7a0b\u5ea6\uff0c\u6839\u636e\u8fd9\u4e9b\u5173\u8054\u7a0b\u5ea6\u6765\u52a0\u6743\u6c47\u603b\u5176\u4ed6\u5143\u7d20\u7684\u4fe1\u606f\uff0c\u5f97\u5230\u5f53\u524d\u5143\u7d20\u7684\u65b0\u8868\u793a\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u53ef\u4ee5\u7406\u89e3\u4e3a\u6a21\u578b\u5728\u9605\u8bfb\u65f6\uff0c\u4f1a\u52a8\u6001\u5730\u4e3a\u6bcf\u4e2a\u8bcd\u5206\u914d\u201c\u6ce8\u610f\u529b\u6743\u91cd\u201d\uff0c\u51b3\u5b9a\u5728\u7406\u89e3\u5f53\u524d\u8bcd\u65f6\uff0c\u5e94\u8be5\u91cd\u70b9\u5173\u6ce8\u5e8f\u5217\u4e2d\u7684\u54ea\u4e9b\u5176\u4ed6\u8bcd\u3002<\/p>\n<p>\u5177\u4f53\u6765\u8bf4\uff0c\u81ea\u6ce8\u610f\u529b\u673a\u5236\u901a\u8fc7\u5c06\u6bcf\u4e2a\u8bcd\u7684\u5d4c\u5165\u8868\u793a\uff08\u4e00\u79cd\u5c06\u8bcd\u8bed\u8f6c\u6362\u4e3a\u5411\u91cf\u7684\u65b9\u5f0f\uff09\u6620\u5c04\u6210\u4e09\u4e2a\u4e0d\u540c\u7684\u5411\u91cf\uff1a<strong class=\"\">\u67e5\u8be2\u5411\u91cf\uff08Query\uff09\u3001\u952e\u5411\u91cf\uff08Key\uff09\u548c\u503c\u5411\u91cf\uff08Value\uff09<\/strong>\u3002\u901a\u8fc7\u8ba1\u7b97\u67e5\u8be2\u5411\u91cf\u4e0e\u6240\u6709\u952e\u5411\u91cf\u7684\u70b9\u79ef\uff0c\u5f97\u5230\u4e00\u4e2a\u6ce8\u610f\u529b\u5206\u6570\uff0c\u8fd9\u4e2a\u5206\u6570\u8861\u91cf\u4e86\u5f53\u524d\u8bcd\u4e0e\u5176\u4ed6\u8bcd\u7684\u76f8\u5173\u6027\u3002\u8fd9\u4e9b\u5206\u6570\u7ecf\u8fc7\u7f29\u653e\u548cSoftmax\u5f52\u4e00\u5316\u540e\uff0c\u5c31\u5f97\u5230\u4e86\u6ce8\u610f\u529b\u6743\u91cd\u3002\u6700\u540e\uff0c\u7528\u8fd9\u4e9b\u6743\u91cd\u5bf9\u503c\u5411\u91cf\u8fdb\u884c\u52a0\u6743\u6c42\u548c\uff0c\u5f97\u5230\u5f53\u524d\u8bcd\u7ecf\u8fc7\u81ea\u6ce8\u610f\u529b\u673a\u5236\u5904\u7406\u540e\u7684\u65b0\u8868\u793a\u3002\u8fd9\u4e2a\u65b0\u8868\u793a\u878d\u5408\u4e86\u5e8f\u5217\u4e2d\u6240\u6709\u5176\u4ed6\u8bcd\u7684\u4fe1\u606f\uff0c\u80fd\u7a81\u51fa\u4e0e\u5f53\u524d\u8bcd\u6700\u76f8\u5173\u7684\u90e8\u5206\u3002<\/p>\n<p> <img fetchpriority=\"high\" decoding=\"async\" class=\"wp-image-56365 aligncenter\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/07\/llm-website1.png\"  alt=\"\" width=\"730\" height=\"215\" \/> <\/p>\n<p>\u4f18\u52bf\u5728\u4e8e\u80fd<strong class=\"\">\u6355\u6349\u6587\u672c\u4e2d\u7684\u957f\u8ddd\u79bb\u4f9d\u8d56\u5173\u7cfb<\/strong>\uff0c\u5177\u6709\u826f\u597d\u7684<strong class=\"\">\u5e76\u884c\u8ba1\u7b97\u80fd\u529b<\/strong>\u3002\u4f20\u7edf\u7684\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\u5728\u5904\u7406\u957f\u5e8f\u5217\u65f6\uff0c\u5bb9\u6613\u51fa\u73b0\u68af\u5ea6\u6d88\u5931\u6216\u68af\u5ea6\u7206\u70b8\u7684\u95ee\u9898\uff0c\u96be\u4ee5\u6355\u6349\u8fdc\u8ddd\u79bb\u8bcd\u8bed\u4e4b\u95f4\u7684\u4f9d\u8d56\u3002\u81ea\u6ce8\u610f\u529b\u673a\u5236\u901a\u8fc7\u76f4\u63a5\u8ba1\u7b97\u5e8f\u5217\u4e2d\u4efb\u610f\u4e24\u4e2a\u4f4d\u7f6e\u4e4b\u95f4\u7684\u5173\u8054\uff0c\u6709\u6548\u5730\u89e3\u51b3\u4e86\u8fd9\u4e2a\u95ee\u9898\u3002\u7531\u4e8e\u6bcf\u4e2a\u4f4d\u7f6e\u7684\u6ce8\u610f\u529b\u8ba1\u7b97\u53ef\u4ee5\u72ec\u7acb\u8fdb\u884c\uff0c\u56e0\u6b64\u975e\u5e38\u9002\u5408\u5728GPU\u7b49\u5e76\u884c\u8ba1\u7b97\u786c\u4ef6\u4e0a\u8fdb\u884c\u52a0\u901f\u3002\u4f7f\u6a21\u578b\u80fd\u4ece\u6d77\u91cf\u6587\u672c\u6570\u636e\u4e2d\u5b66\u4e60\u5230\u590d\u6742\u7684\u8bed\u8a00\u6a21\u5f0f\u548c\u77e5\u8bc6\u3002<\/p>\n<h2>DeepSeek\u548cKIMI\u6709\u4ec0\u4e48\u533a\u522b<\/h2>\n<h4><strong>DeepSeek\uff1a\u4e13\u6ce8\u4e8e\u4ee3\u7801\u4e0e\u6570\u5b66<\/strong><\/h4>\n<p>DeepSeek\u662f\u4e2d\u56fd\u516c\u53f8\u6df1\u5ea6\u6c42\u7d22\uff08DeepSeek AI\uff09\u5f00\u53d1\u7684\u4e00\u7cfb\u5217\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u5728\u4ee3\u7801\u751f\u6210\u548c\u6570\u5b66\u63a8\u7406\u65b9\u9762\u7684\u5f3a\u5927\u80fd\u529b\u3002DeepSeek Coder\u7cfb\u5217\u6a21\u578b\uff0c\u7279\u522b\u662f\u5176\u62e5\u6709<strong>67\u4ebf\u53c2\u6570<\/strong>\u7684\u7248\u672c\uff0c\u5728HumanEval\u8bc4\u4f30\uff08\u4e00\u4e2a\u8861\u91cf\u4ee3\u7801\u751f\u6210\u80fd\u529b\u7684\u5e38\u7528\u57fa\u51c6\uff09\u4e0a\u53d6\u5f97\u4e86\u975e\u5e38\u9ad8\u7684\u901a\u8fc7\u7387\uff0c\u663e\u793a\u51fa\u5176\u751f\u6210\u9ad8\u8d28\u91cf\u3001\u529f\u80fd\u6027\u4ee3\u7801\u7684\u80fd\u529b\u3002<\/p>\n<p>DeepSeek\u6a21\u578b\u5728\u901a\u7528\u8bed\u8a00\u7406\u89e3\u3001\u6570\u5b66\u95ee\u9898\u89e3\u51b3\u7b49\u591a\u4e2a\u65b9\u9762\u5c55\u73b0\u51fa\u5f3a\u5927\u7684\u7efc\u5408\u80fd\u529b\u3002\u4f8b\u5982\uff0cDeepSeek LLM 67B\u6a21\u578b\u5728\u591a\u4e2a\u6743\u5a01\u7684\u4e2d\u82f1\u6587\u8bc4\u6d4b\u57fa\u51c6\u4e0a\u53d6\u5f97\u4e86\u9886\u5148\u6210\u7ee9\uff0c\u5728\u5904\u7406\u590d\u6742\u63a8\u7406\u548c\u77e5\u8bc6\u5bc6\u96c6\u578b\u4efb\u52a1\u65b9\u9762\u7684\u6f5c\u529b\u3002<\/p>\n<h4><strong>KIMI\uff1a\u957f\u6587\u672c\u5904\u7406\u80fd\u529b\u7a81\u51fa<\/strong><\/h4>\n<p>KIMI\u662f\u6708\u4e4b\u6697\u9762\uff08Moonshot AI\uff09\u516c\u53f8\u5f00\u53d1\u7684\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u6838\u5fc3\u7ade\u4e89\u529b\u5728\u4e8e<strong>\u5f3a\u5927\u7684\u957f\u6587\u672c\u5904\u7406\u80fd\u529b<\/strong>\u3002KIMI\u667a\u80fd\u52a9\u624b\u57282023\u5e7410\u6708\u5ba3\u5e03\u652f\u6301\u8f93\u5165<strong>20\u4e07\u6c49\u5b57<\/strong>\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\uff0c\u5f53\u65f6\u662f\u5168\u7403\u8303\u56f4\u5185\u7684\u9886\u5148\u6c34\u5e73 \u3002KIMI\u8fdb\u4e00\u6b65\u63d0\u5347\u4e86\u957f\u6587\u672c\u5904\u7406\u80fd\u529b\uff0c\u53ef\u4ee5\u652f\u6301\u9ad8\u8fbe<strong>200\u4e07\u6c49\u5b57<\/strong>\u7684\u4e0a\u4e0b\u6587\u8f93\u5165\u3002\u4f7fKIMI\u80fd\u8f7b\u677e\u5e94\u5bf9\u9700\u8981\u9605\u8bfb\u548c\u7406\u89e3\u5927\u91cf\u6587\u6863\u7684\u573a\u666f\uff0c\u4f8b\u5982\u9605\u8bfb\u957f\u7bc7\u62a5\u544a\u3001\u5206\u6790\u590d\u6742\u5408\u540c\u3001\u4ece\u591a\u7bc7\u7814\u7a76\u8bba\u6587\u4e2d\u63d0\u53d6\u5173\u952e\u4fe1\u606f\u7b49\u3002KIMI\u901a\u8fc7\u805a\u7126\u4e8e\u957f\u6587\u672c\u5904\u7406\u8fd9\u4e00\u7ec6\u5206\u9886\u57df\uff0c\u5f62\u6210\u4e86\u81ea\u5df1\u72ec\u7279\u7684\u6280\u672f\u4f18\u52bf\u548c\u5e02\u573a\u5b9a\u4f4d\u3002<\/p>\n<table data-v-0909cf3c=\"\">\n<thead data-v-0909cf3c=\"\">\n<tr data-v-0909cf3c=\"\">\n<th align=\"left\" data-v-0909cf3c=\"\"><span style=\"color: #339966;\">\u7279\u6027<\/span><\/th>\n<th align=\"left\" data-v-0909cf3c=\"\"><span style=\"color: #339966;\">DeepSeek<\/span><\/th>\n<th align=\"left\" data-v-0909cf3c=\"\"><span style=\"color: #339966;\">KIMI<\/span><\/th>\n<\/tr>\n<\/thead>\n<tbody data-v-0909cf3c=\"\">\n<tr data-v-0909cf3c=\"\">\n<td align=\"left\" data-v-0909cf3c=\"\"><strong data-v-0909cf3c=\"\">\u5f00\u53d1\u516c\u53f8<\/strong><\/td>\n<td align=\"left\" data-v-0909cf3c=\"\">\u6df1\u5ea6\u6c42\u7d22 (DeepSeek AI)<\/td>\n<td align=\"left\" data-v-0909cf3c=\"\">\u6708\u4e4b\u6697\u9762 (Moonshot AI)<\/td>\n<\/tr>\n<tr data-v-0909cf3c=\"\">\n<td align=\"left\" data-v-0909cf3c=\"\"><strong data-v-0909cf3c=\"\">\u6838\u5fc3\u4f18\u52bf<\/strong><\/td>\n<td align=\"left\" data-v-0909cf3c=\"\"><strong data-v-0909cf3c=\"\">\u4ee3\u7801\u751f\u6210\u3001\u6570\u5b66\u63a8\u7406<\/strong><\/td>\n<td align=\"left\" data-v-0909cf3c=\"\"><strong data-v-0909cf3c=\"\">\u957f\u6587\u672c\u5904\u7406<\/strong><\/td>\n<\/tr>\n<tr data-v-0909cf3c=\"\">\n<td align=\"left\" data-v-0909cf3c=\"\"><strong data-v-0909cf3c=\"\">\u5173\u952e\u80fd\u529b<\/strong><\/td>\n<td align=\"left\" data-v-0909cf3c=\"\">\u4ee3\u7801\u751f\u6210 (\u5982DeepSeek Coder)\uff0c\u901a\u7528\u8bed\u8a00\u7406\u89e3\uff0c\u590d\u6742\u63a8\u7406<\/td>\n<td align=\"left\" data-v-0909cf3c=\"\">\u652f\u6301<strong data-v-0909cf3c=\"\">20\u4e07\u81f3200\u4e07\u6c49\u5b57<\/strong>\u7684\u4e0a\u4e0b\u6587\u8f93\u5165\uff0c\u6df1\u5ea6\u7406\u89e3\u548c\u5206\u6790\u957f\u7bc7\u6587\u6863<\/td>\n<\/tr>\n<tr data-v-0909cf3c=\"\">\n<td align=\"left\" data-v-0909cf3c=\"\"><strong data-v-0909cf3c=\"\">\u6a21\u578b\u89c4\u6a21<\/strong><\/td>\n<td align=\"left\" data-v-0909cf3c=\"\">\u63d0\u4f9b\u4e0d\u540c\u53c2\u6570\u91cf\u7ea7\uff0c\u59827B\u300167B\u7b49<\/td>\n<td align=\"left\" data-v-0909cf3c=\"\">\u5177\u4f53\u53c2\u6570\u91cf\u672a\u8be6\u7ec6\u62ab\u9732\uff0c\u4f46\u5f3a\u8c03\u957f\u6587\u672c\u5904\u7406\u80fd\u529b<\/td>\n<\/tr>\n<tr data-v-0909cf3c=\"\">\n<td align=\"left\" data-v-0909cf3c=\"\"><strong data-v-0909cf3c=\"\">\u5f00\u6e90\u60c5\u51b5<\/strong><\/td>\n<td align=\"left\" data-v-0909cf3c=\"\"><strong data-v-0909cf3c=\"\">\u5f00\u6e90<\/strong>\uff0c\u63d0\u4f9b\u6a21\u578b\u6743\u91cd\u4f9b\u793e\u533a\u7814\u7a76\u548c\u5546\u7528<\/td>\n<td align=\"left\" data-v-0909cf3c=\"\"><strong data-v-0909cf3c=\"\">\u95ed\u6e90<\/strong>\uff0c\u901a\u8fc7API\u6216\u5e94\u7528\u63d0\u4f9b\u670d\u52a1<\/td>\n<\/tr>\n<tr data-v-0909cf3c=\"\">\n<td align=\"left\" data-v-0909cf3c=\"\"><strong data-v-0909cf3c=\"\">\u4e3b\u8981\u5e94\u7528\u573a\u666f<\/strong><\/td>\n<td align=\"left\" data-v-0909cf3c=\"\">\u8f85\u52a9\u7f16\u7a0b\u3001\u8f6f\u4ef6\u5f00\u53d1\u3001\u6570\u5b66\u95ee\u9898\u6c42\u89e3\u3001\u903b\u8f91\u63a8\u7406\u4efb\u52a1<\/td>\n<td align=\"left\" data-v-0909cf3c=\"\">\u957f\u7bc7\u62a5\u544a\/\u5408\u540c\u5206\u6790\u3001\u591a\u6587\u6863\u4fe1\u606f\u63d0\u53d6\u4e0e\u603b\u7ed3\u3001\u5b66\u672f\u7814\u7a76\u8f85\u52a9\u3001\u6cd5\u5f8b\u6587\u4ef6\u5ba1\u9605<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u00a0<\/p>\n<h4><strong>\u5e94\u7528\u573a\u666f\u5dee\u5f02<\/strong><\/h4>\n<p><strong style=\"font-size: 1rem;\">DeepSeek<\/strong><\/p>\n<p>\u5728\u4ee3\u7801\u751f\u6210\u548c\u6570\u5b66\u63a8\u7406\u65b9\u9762\u5177\u5907\u5f3a\u5927\u80fd\u529b\uff0c\u66f4\u9002\u7528\u4e8e\u5f00\u53d1\u8005\u548c\u6280\u672f\u7814\u7a76\u4eba\u5458\u3002\u4f8b\u5982\uff0c<\/p>\n<ul>\n<li>\u7a0b\u5e8f\u5458\u53ef\u4ee5\u7528DeepSeek Coder\u6765\u8f85\u52a9\u7f16\u5199\u4ee3\u7801\u3001\u81ea\u52a8\u751f\u6210\u4ee3\u7801\u7247\u6bb5\u3001\u8fdb\u884c\u4ee3\u7801\u8c03\u8bd5\u548c\u4f18\u5316\uff0c\u63d0\u9ad8\u5f00\u53d1\u6548\u7387\u3002<\/li>\n<li>DeepSeek\u80fd\u5e94\u7528\u4e8e\u9700\u8981\u8f83\u5f3a\u903b\u8f91\u601d\u7ef4\u548c\u5206\u6790\u80fd\u529b\u7684\u573a\u666f\uff0c\u5982\u89e3\u51b3\u6570\u5b66\u96be\u9898\u3001\u8fdb\u884c\u79d1\u5b66\u8ba1\u7b97\u8f85\u52a9\u7b49\u3002<\/li>\n<\/ul>\n<p><strong>KIMI<\/strong><\/p>\n<p>\u5353\u8d8a\u7684\u957f\u6587\u672c\u5904\u7406\u80fd\u529b\uff0c\u66f4\u9002\u5408\u9700\u8981\u5904\u7406\u548c\u5206\u6790\u5927\u91cf\u6587\u672c\u4fe1\u606f\u7684\u573a\u666f\u3002\u4f8b\u5982\uff0c<\/p>\n<ul>\n<li>\u5728\u91d1\u878d\u9886\u57df\uff0c\u5206\u6790\u5e08\u53ef\u4ee5\u7528KIMI\u9605\u8bfb\u548c\u5206\u6790\u957f\u7bc7\u7684\u884c\u4e1a\u7814\u7a76\u62a5\u544a\u3001\u516c\u53f8\u8d22\u62a5\uff0c\u5feb\u901f\u63d0\u53d6\u5173\u952e\u4fe1\u606f\u548c\u6d1e\u5bdf\uff1b<\/li>\n<li>\u5728\u6cd5\u5f8b\u9886\u57df\uff0c\u5f8b\u5e08\u548c\u6cd5\u52a1\u4eba\u5458\u53ef\u4ee5\u7528KIMI\u5ba1\u9605\u5197\u957f\u7684\u5408\u540c\u548c\u6cd5\u5f8b\u6587\u4e66\uff0c\u8bc6\u522b\u6f5c\u5728\u98ce\u9669\u548c\u5173\u952e\u6761\u6b3e\uff1b<\/li>\n<li>\u5728\u5b66\u672f\u7814\u7a76\u9886\u57df\uff0c\u7814\u7a76\u4eba\u5458\u53ef\u4ee5\u7528KIMI\u5feb\u901f\u9605\u8bfb\u548c\u7406\u89e3\u5927\u91cf\u7684\u6587\u732e\u8d44\u6599\uff0c\u8f85\u52a9\u6587\u732e\u7efc\u8ff0\u548c\u77e5\u8bc6\u53d1\u73b0\u3002<\/li>\n<\/ul>\n<blockquote>\n<p>\u603b\u7ed3\u6765\u8bf4\uff0c<strong>DeepSeek\u66f4\u50cf\u662f\u4e00\u4e2a\u201c\u6280\u672f\u4e13\u5bb6\u201d<\/strong>\uff0c\u64c5\u957f\u5904\u7406\u4e0e\u4ee3\u7801\u548c\u6570\u5b66\u76f8\u5173\u7684\u4efb\u52a1\uff0c<strong>KIMI\u50cf\u662f\u4e00\u4e2a\u201c\u9605\u8bfb\u5206\u6790\u5927\u5e08\u201d\u3002<\/strong><\/p>\n<\/blockquote>\n<h2>\u5f00\u6e90\u5927\u6a21\u578b\u548c\u95ed\u6e90\u5927\u6a21\u578b<\/h2>\n<h4><strong>\u5f00\u6e90\u5927\u8bed\u8a00\u6a21\u578b<\/strong><\/h4>\n<p>\u662f\u6307\u6a21\u578b\u7684\u6e90\u4ee3\u7801\u3001\u9884\u8bad\u7ec3\u6743\u91cd\u3001\u8bad\u7ec3\u6570\u636e\uff08\u90e8\u5206\u6216\u5168\u90e8\uff09\u7b49\u6838\u5fc3\u8d44\u6e90\u5411\u516c\u4f17\u5f00\u653e\uff0c\u652f\u6301\u4efb\u4f55\u4eba\u81ea\u7531\u5730\u4f7f\u7528\u3001\u7814\u7a76\u3001\u4fee\u6539\u548c\u5206\u53d1\u3002<\/p>\n<p><strong>\u4f18\u52bf<\/strong><\/p>\n<ul>\n<li><strong>\u4fc3\u8fdb\u4e86\u6280\u672f\u7684\u5feb\u901f\u8fed\u4ee3\u548c\u5171\u540c\u8fdb\u6b65<\/strong>\u3002\u5168\u7403\u7684\u7814\u7a76\u4eba\u5458\u548c\u5f00\u53d1\u8005\u53ef\u4ee5\u57fa\u4e8e\u5df2\u6709\u7684\u5f00\u6e90\u6a21\u578b\u8fdb\u884c\u4e8c\u6b21\u5f00\u53d1\uff0c\u9488\u5bf9\u7279\u5b9a\u4efb\u52a1\u6216\u9886\u57df\u8fdb\u884c\u4f18\u5316\uff0c\u52a0\u901f\u521b\u65b0\u3002<\/li>\n<li><strong>\u589e\u5f3a\u900f\u660e\u5ea6\u548c\u53ef\u4fe1\u5ea6<\/strong>\u3002\u7531\u4e8e\u6a21\u578b\u7684\u5185\u90e8\u7ed3\u6784\u548c\u8bad\u7ec3\u7ec6\u8282\u662f\u516c\u5f00\u7684\uff0c\u7814\u7a76\u4eba\u5458\u53ef\u4ee5\u66f4\u6df1\u5165\u5730\u7406\u89e3\u6a21\u578b\u7684\u5de5\u4f5c\u539f\u7406\uff0c\u5206\u6790\u6f5c\u5728\u7684\u504f\u89c1\u548c\u98ce\u9669\uff0c\u63d0\u51fa\u6539\u8fdb\u65b9\u6848\u3002\u6709\u52a9\u4e8e\u5efa\u7acb\u7528\u6237\u5bf9\u6a21\u578b\u7684\u4fe1\u4efb\uff0c\u63a8\u52a8\u8d1f\u8d23\u4efb\u7684AI\u53d1\u5c55\u3002<\/li>\n<li><strong>\u964d\u4f4e\u6280\u672f\u95e8\u69db<\/strong>\uff0c\u4f7f\u4e2d\u5c0f\u578b\u4f01\u4e1a\u548c\u4e2a\u4eba\u5f00\u53d1\u8005\u4e5f\u80fd\u5229\u7528\u5148\u8fdb\u7684\u5927\u8bed\u8a00\u6a21\u578b\u6280\u672f\uff0c\u5f00\u53d1\u51fa\u5404\u79cd\u521b\u65b0\u7684\u5e94\u7528\uff0c\u907f\u514d\u4e86\u88ab\u5c11\u6570\u51e0\u5bb6\u62e5\u6709\u95ed\u6e90\u6a21\u578b\u7684\u5927\u516c\u53f8\u5784\u65ad\u7684\u5c40\u9762\u3002<\/li>\n<\/ul>\n<h4><strong>\u95ed\u6e90\u5927\u8bed\u8a00\u6a21\u578b<\/strong><\/h4>\n<p>\u662f\u6307\u6a21\u578b\u7684\u6e90\u4ee3\u7801\u3001\u6743\u91cd\u7b49\u6838\u5fc3\u8d44\u6e90\u4e0d\u5bf9\u5916\u516c\u5f00\uff0c\u7531\u5f00\u53d1\u516c\u53f8\u5185\u90e8\u63a7\u5236\u548c\u7ef4\u62a4\u3002\u8fd9\u79cd\u6a21\u5f0f\u7531\u5546\u4e1a\u5229\u76ca\u9a71\u52a8\uff0c\u516c\u53f8\u901a\u8fc7\u63d0\u4f9b\u57fa\u4e8e\u95ed\u6e90\u6a21\u578b\u7684API\u670d\u52a1\u6216\u5c06\u5176\u96c6\u6210\u5230\u81ea\u5bb6\u4ea7\u54c1\u4e2d\u6765\u83b7\u53d6\u5546\u4e1a\u56de\u62a5\u3002<\/p>\n<p><strong>\u4f18\u52bf<\/strong><\/p>\n<ul>\n<li><strong>\u8bad\u7ec3\u6027\u80fd\u66f4\u5f3a\u6a21\u578b<\/strong>\u3002\u5f00\u53d1\u516c\u53f8\u62e5\u6709\u66f4\u5f3a\u5927\u7684\u8ba1\u7b97\u8d44\u6e90\u3001\u66f4\u9ad8\u8d28\u91cf\u7684\u6570\u636e\u96c6\u4ee5\u53ca\u66f4\u4e13\u4e1a\u7684\u7814\u53d1\u56e2\u961f\uff0c\u4f7f\u4ed6\u4eec\u80fd\u8bad\u7ec3\u51fa\u53c2\u6570\u91cf\u66f4\u5927\u3001\u6027\u80fd\u66f4\u5f3a\u7684\u6a21\u578b\u3002<\/li>\n<li><strong>\u5728\u5546\u4e1a\u5316\u65b9\u9762\u6709\u66f4\u6e05\u6670\u7684\u8def\u5f84<\/strong>\u3002\u516c\u53f8\u53ef\u4ee5\u4e25\u683c\u63a7\u5236\u6a21\u578b\u7684\u4f7f\u7528\uff0c\u901a\u8fc7API\u8c03\u7528\u6b21\u6570\u3001\u670d\u52a1\u7b49\u7ea7\u534f\u8bae\uff08SLA\uff09\u7b49\u65b9\u5f0f\u8fdb\u884c\u6536\u8d39\uff0c\u5f62\u6210\u53ef\u6301\u7eed\u7684\u5546\u4e1a\u6a21\u5f0f\u3002\u95ed\u6e90\u610f\u5473\u7740\u516c\u53f8\u53ef\u4ee5\u66f4\u597d\u5730\u4fdd\u62a4\u5176\u6838\u5fc3\u6280\u672f\u548c\u77e5\u8bc6\u4ea7\u6743\uff0c\u907f\u514d\u88ab\u7ade\u4e89\u5bf9\u624b\u6a21\u4eff\u3002\u5bf9\u4e8e\u7528\u6237\u800c\u8a00\uff0c\u4f7f\u7528\u95ed\u6e90\u6a21\u578b\u7684API\u670d\u52a1\u901a\u5e38\u66f4\u4e3a\u4fbf\u6377\uff0c\u65e0\u9700\u5173\u5fc3\u6a21\u578b\u90e8\u7f72\u3001\u7ef4\u62a4\u7b49\u5e95\u5c42\u7ec6\u8282\uff0c\u53ef\u4ee5\u5feb\u901f\u96c6\u6210\u5230\u81ea\u5df1\u7684\u5e94\u7528\u4e2d\u3002<\/li>\n<\/ul>\n<table data-v-0909cf3c=\"\">\n<thead data-v-0909cf3c=\"\">\n<tr data-v-0909cf3c=\"\">\n<th align=\"left\" data-v-0909cf3c=\"\"><span style=\"color: #339966;\">\u7279\u6027<\/span><\/th>\n<th align=\"left\" data-v-0909cf3c=\"\"><span style=\"color: #339966;\">\u5f00\u6e90\u5927\u6a21\u578b<\/span><\/th>\n<th align=\"left\" data-v-0909cf3c=\"\"><span style=\"color: #339966;\">\u95ed\u6e90\u5927\u6a21\u578b<\/span><\/th>\n<\/tr>\n<\/thead>\n<tbody data-v-0909cf3c=\"\">\n<tr data-v-0909cf3c=\"\">\n<td align=\"left\" data-v-0909cf3c=\"\"><strong data-v-0909cf3c=\"\">\u6838\u5fc3\u8d44\u6e90<\/strong><\/td>\n<td align=\"left\" data-v-0909cf3c=\"\"><strong data-v-0909cf3c=\"\">\u5f00\u653e<\/strong>\uff1a\u6e90\u4ee3\u7801\u3001\u6743\u91cd\u3001\u90e8\u5206\u8bad\u7ec3\u6570\u636e\u516c\u5f00<\/td>\n<td align=\"left\" data-v-0909cf3c=\"\"><strong data-v-0909cf3c=\"\">\u4e0d\u516c\u5f00<\/strong>\uff1a\u7531\u5f00\u53d1\u516c\u53f8\u5185\u90e8\u63a7\u5236\u548c\u7ef4\u62a4<\/td>\n<\/tr>\n<tr data-v-0909cf3c=\"\">\n<td align=\"left\" data-v-0909cf3c=\"\"><strong data-v-0909cf3c=\"\">\u9a71\u52a8\u56e0\u7d20<\/strong><\/td>\n<td align=\"left\" data-v-0909cf3c=\"\">\u793e\u533a\u534f\u4f5c\u3001\u6280\u672f\u5171\u4eab\u3001\u5feb\u901f\u8fed\u4ee3<\/td>\n<td align=\"left\" data-v-0909cf3c=\"\">\u5546\u4e1a\u5229\u76ca\u3001\u6027\u80fd\u9886\u5148\u3001\u77e5\u8bc6\u4ea7\u6743\u4fdd\u62a4<\/td>\n<\/tr>\n<tr data-v-0909cf3c=\"\">\n<td align=\"left\" data-v-0909cf3c=\"\"><strong data-v-0909cf3c=\"\">\u4e3b\u8981\u4f18\u52bf<\/strong><\/td>\n<td align=\"left\" data-v-0909cf3c=\"\">\u900f\u660e\u5ea6\u9ad8\u3001\u53ef\u5b9a\u5236\u6027\u5f3a\u3001\u793e\u533a\u652f\u6301\u3001\u964d\u4f4e\u6210\u672c\u3001\u907f\u514d\u5784\u65ad<\/td>\n<td align=\"left\" data-v-0909cf3c=\"\"><strong data-v-0909cf3c=\"\">\u6027\u80fd\u9886\u5148<\/strong>\u3001\u5546\u4e1a\u5316\u8def\u5f84\u6e05\u6670\u3001\u6613\u4e8e\u96c6\u6210\u3001\u4e13\u4e1a\u652f\u6301\u3001\u6280\u672f\u4fdd\u62a4<\/td>\n<\/tr>\n<tr data-v-0909cf3c=\"\">\n<td align=\"left\" data-v-0909cf3c=\"\"><strong data-v-0909cf3c=\"\">\u4e3b\u8981\u52a3\u52bf<\/strong><\/td>\n<td align=\"left\" data-v-0909cf3c=\"\">\u53ef\u80fd\u88ab\u6ee5\u7528\u3001\u7ef4\u62a4\u4f9d\u8d56\u793e\u533a\u3001\u6027\u80fd\u53ef\u80fd\u4e0d\u53ca\u9876\u7ea7\u95ed\u6e90\u6a21\u578b<\/td>\n<td align=\"left\" data-v-0909cf3c=\"\"><strong data-v-0909cf3c=\"\">\u900f\u660e\u5ea6\u4f4e<\/strong>\uff08\u201c\u9ed1\u7bb1\u201d\uff09\u3001\u53ef\u63a7\u6027\u5dee\u3001\u6570\u636e\u9690\u79c1\u987e\u8651\u3001\u53ef\u80fd\u5bfc\u81f4\u6280\u672f\u5784\u65ad\u3001\u521b\u65b0\u6d3b\u529b\u53d7\u9650<\/td>\n<\/tr>\n<tr data-v-0909cf3c=\"\">\n<td align=\"left\" data-v-0909cf3c=\"\"><strong data-v-0909cf3c=\"\">\u5178\u578b\u4ee3\u8868<\/strong><\/td>\n<td align=\"left\" data-v-0909cf3c=\"\">Llama\u7cfb\u5217\u00a0, DeepSeek\u7cfb\u5217\u00a0, Alpaca, Vicuna<\/td>\n<td align=\"left\" data-v-0909cf3c=\"\">GPT\u7cfb\u5217 (OpenAI), PaLM\u7cfb\u5217 (Google)<\/td>\n<\/tr>\n<tr data-v-0909cf3c=\"\">\n<td align=\"left\" data-v-0909cf3c=\"\"><strong data-v-0909cf3c=\"\">\u9002\u7528\u573a\u666f<\/strong><\/td>\n<td align=\"left\" data-v-0909cf3c=\"\">\u9700\u8981\u5b9a\u5236\u5316\u3001\u9884\u7b97\u6709\u9650\u3001\u6ce8\u91cd\u900f\u660e\u5ea6\u3001\u53c2\u4e0e\u793e\u533a\u521b\u65b0\u3001\u6570\u636e\u9690\u79c1\u8981\u6c42\u9ad8<\/td>\n<td align=\"left\" data-v-0909cf3c=\"\">\u8ffd\u6c42\u9876\u5c16\u6027\u80fd\u3001\u5feb\u901f\u96c6\u6210\u90e8\u7f72\u3001\u7f3a\u4e4f\u6280\u672f\u8d44\u6e90\u3001\u9700\u8981\u5546\u4e1a\u652f\u6301\u3001\u5bf9\u6a21\u578b\u66f4\u65b0\u9891\u7387\u8981\u6c42\u4e0d\u9ad8<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u00a0<\/p>\n<h2>\u5982\u4f55\u9009\u62e9\u5f00\u6e90\u6216\u95ed\u6e90<\/h2>\n<p>\u5728\u9009\u62e9\u4f7f\u7528\u5f00\u6e90\u5927\u6a21\u578b\u8fd8\u662f\u95ed\u6e90\u5927\u6a21\u578b\u65f6\uff0c\u6ca1\u6709\u7edd\u5bf9\u7684\u201c\u66f4\u597d\u201d\uff0c\u5173\u952e\u5728\u4e8e<strong>\u6839\u636e\u5177\u4f53\u7684\u9700\u6c42\u3001\u5e94\u7528\u573a\u666f\u3001\u8d44\u6e90\u9884\u7b97\u4ee5\u53ca\u5bf9\u53ef\u63a7\u6027\u548c\u900f\u660e\u5ea6\u7684\u8981\u6c42\u6765\u7efc\u5408\u8003\u91cf<\/strong>\u3002<\/p>\n<p><strong>\u5f00\u6e90\u5927\u6a21\u578b\u66f4\u9002\u5408\u4ee5\u4e0b\u60c5\u51b5\uff1a<\/strong><\/p>\n<ul>\n<li><strong>\u9700\u8981\u9ad8\u5ea6\u5b9a\u5236\u5316\u548c\u53ef\u63a7\u6027\uff1a<\/strong> \u5982\u679c\u4f60\u9700\u8981\u5bf9\u6a21\u578b\u8fdb\u884c\u6df1\u5ea6\u4fee\u6539\u4ee5\u9002\u5e94\u7279\u5b9a\u4efb\u52a1\uff0c\u6216\u8005\u5e0c\u671b\u5b8c\u5168\u638c\u63a7\u6a21\u578b\u7684\u8bad\u7ec3\u3001\u90e8\u7f72\u548c\u66f4\u65b0\u8fc7\u7a0b\uff0c\u90a3\u4e48\u5f00\u6e90\u6a21\u578b\u662f\u66f4\u597d\u7684\u9009\u62e9\u3002\u4f60\u53ef\u4ee5\u8bbf\u95ee\u6a21\u578b\u7684\u6e90\u4ee3\u7801\u548c\u6743\u91cd\uff0c\u8fdb\u884c\u4efb\u610f\u7684\u8c03\u6574\u548c\u4f18\u5316\u3002<\/li>\n<li><strong>\u9884\u7b97\u6709\u9650\u6216\u5e0c\u671b\u907f\u514dAPI\u8c03\u7528\u8d39\u7528\uff1a<\/strong> \u5f00\u6e90\u6a21\u578b\u901a\u5e38\u662f\u514d\u8d39\u7684\uff08\u5c3d\u7ba1\u8bad\u7ec3\u548c\u90e8\u7f72\u53ef\u80fd\u9700\u8981\u4e00\u5b9a\u7684\u8ba1\u7b97\u8d44\u6e90\u6295\u5165\uff09\uff0c\u53ef\u4ee5\u907f\u514d\u6309API\u8c03\u7528\u6b21\u6570\u4ed8\u8d39\u7684\u6210\u672c\u3002\u8fd9\u5bf9\u4e8e\u9884\u7b97\u6709\u9650\u7684\u4e2d\u5c0f\u4f01\u4e1a\u6216\u4e2a\u4eba\u5f00\u53d1\u8005\u5c24\u5176\u6709\u5438\u5f15\u529b\u3002<\/li>\n<li><strong>\u6ce8\u91cd\u900f\u660e\u5ea6\u548c\u53ef\u89e3\u91ca\u6027\uff1a<\/strong> \u5982\u679c\u4f60\u9700\u8981\u6df1\u5165\u7406\u89e3\u6a21\u578b\u7684\u884c\u4e3a\uff0c\u5206\u6790\u5176\u6f5c\u5728\u7684\u504f\u89c1\uff0c\u6216\u8005\u8fdb\u884c\u5b66\u672f\u7814\u7a76\uff0c\u5f00\u6e90\u6a21\u578b\u63d0\u4f9b\u4e86\u5fc5\u8981\u7684\u900f\u660e\u5ea6\u548c\u53ef\u8bbf\u95ee\u6027\u3002<\/li>\n<li><strong>\u5e0c\u671b\u53c2\u4e0e\u793e\u533a\u8d21\u732e\u548c\u5171\u540c\u521b\u65b0\uff1a<\/strong> \u5f00\u6e90\u793e\u533a\u63d0\u4f9b\u4e86\u4e0e\u5168\u7403\u5f00\u53d1\u8005\u4ea4\u6d41\u5408\u4f5c\u7684\u673a\u4f1a\uff0c\u53ef\u4ee5\u5171\u540c\u63a8\u52a8\u6a21\u578b\u6280\u672f\u7684\u53d1\u5c55\u3002<\/li>\n<li><strong>\u6570\u636e\u9690\u79c1\u548c\u5b89\u5168\u8981\u6c42\u6781\u9ad8\uff1a<\/strong> \u5982\u679c\u5904\u7406\u7684\u6570\u636e\u975e\u5e38\u654f\u611f\uff0c\u9700\u8981\u5728\u672c\u5730\u6216\u79c1\u6709\u73af\u5883\u4e2d\u90e8\u7f72\u6a21\u578b\uff0c\u5f00\u6e90\u6a21\u578b\u63d0\u4f9b\u4e86\u8fd9\u79cd\u53ef\u80fd\u6027\u3002<\/li>\n<\/ul>\n<p><strong>\u95ed\u6e90\u5927\u6a21\u578b\u66f4\u9002\u5408\u4ee5\u4e0b\u60c5\u51b5\uff1a<\/strong>\uff08\u901a\u8fc7API\u670d\u52a1\u63d0\u4f9b\uff09<\/p>\n<ul>\n<li><strong>\u8ffd\u6c42\u6700\u5148\u8fdb\u7684\u6027\u80fd\u548c\u6700\u5e7f\u6cdb\u7684\u80fd\u529b\uff1a<\/strong> \u9886\u5148\u7684\u95ed\u6e90\u6a21\u578b\uff08\u5982GPT-4\uff09\u5728\u5404\u9879\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8868\u73b0\u6700\u4f73\uff0c\u5982\u679c\u4f60\u9700\u8981\u6a21\u578b\u5728\u590d\u6742\u4efb\u52a1\u4e0a\u63d0\u4f9b\u6700\u9ad8\u6c34\u5e73\u7684\u51c6\u786e\u6027\u548c\u667a\u80fd\uff0c\u95ed\u6e90\u6a21\u578b\u53ef\u80fd\u662f\u66f4\u597d\u7684\u9009\u62e9\u3002<\/li>\n<li><strong>\u5e0c\u671b\u5feb\u901f\u96c6\u6210\u548c\u90e8\u7f72\uff0c\u65e0\u9700\u5173\u5fc3\u5e95\u5c42\u7ec6\u8282\uff1a<\/strong> \u901a\u8fc7API\u8c03\u7528\u95ed\u6e90\u6a21\u578b\u670d\u52a1\uff0c\u53ef\u4ee5\u5927\u5927\u7b80\u5316\u96c6\u6210\u548c\u90e8\u7f72\u7684\u590d\u6742\u5ea6\uff0c\u8ba9\u4f60\u80fd\u5feb\u901f\u5c06\u5927\u8bed\u8a00\u6a21\u578b\u7684\u80fd\u529b\u5e94\u7528\u5230\u4ea7\u54c1\u4e2d\uff0c\u65e0\u9700\u6295\u5165\u5927\u91cf\u7cbe\u529b\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3\u548c\u7ef4\u62a4\u3002<\/li>\n<li><strong>\u7f3a\u4e4f\u8db3\u591f\u7684\u6280\u672f\u56e2\u961f\u6216\u8ba1\u7b97\u8d44\u6e90\uff1a<\/strong> \u8bad\u7ec3\u548c\u90e8\u7f72\u5927\u578b\u8bed\u8a00\u6a21\u578b\u9700\u8981\u4e13\u4e1a\u7684\u77e5\u8bc6\u548c\u6602\u8d35\u7684\u786c\u4ef6\u3002\u5982\u679c\u5185\u90e8\u7f3a\u4e4f\u8fd9\u65b9\u9762\u7684\u8d44\u6e90\uff0c\u4f7f\u7528\u95ed\u6e90\u6a21\u578b\u7684API\u670d\u52a1\u53ef\u4ee5\u964d\u4f4e\u6280\u672f\u95e8\u69db\u3002<\/li>\n<li><strong>\u9700\u8981\u7a33\u5b9a\u7684\u5546\u4e1a\u652f\u6301\u548cSLA\u4fdd\u969c\uff1a<\/strong> \u5546\u4e1a\u516c\u53f8\u63d0\u4f9b\u7684\u95ed\u6e90\u6a21\u578bAPI\u670d\u52a1\u4f1a\u63d0\u4f9b\u6280\u672f\u652f\u6301\u548c\u670d\u52a1\u7b49\u7ea7\u534f\u8bae\uff0c\u786e\u4fdd\u670d\u52a1\u7684\u7a33\u5b9a\u6027\u548c\u53ef\u9760\u6027\u3002<\/li>\n<li><strong>\u5e94\u7528\u573a\u666f\u5bf9\u6a21\u578b\u66f4\u65b0\u9891\u7387\u8981\u6c42\u4e0d\u9ad8\uff1a<\/strong> \u95ed\u6e90\u6a21\u578b\u7684\u66f4\u65b0\u7531\u5f00\u53d1\u516c\u53f8\u63a7\u5236\uff0c\u7528\u6237\u65e0\u6cd5\u4e3b\u52a8\u66f4\u65b0\u3002\u5982\u679c\u4f60\u7684\u5e94\u7528\u573a\u666f\u5bf9\u6a21\u578b\u7684\u6700\u65b0\u8fdb\u5c55\u4f9d\u8d56\u4e0d\u9ad8\uff0c\u8fd9\u4e00\u70b9\u53ef\u4ee5\u63a5\u53d7\u3002<\/li>\n<\/ul>\n<p>\u5f00\u6e90\u548c\u95ed\u6e90\u5404\u6709\u4f18\u52a3\uff0c\u9009\u62e9\u54ea\u79cd\u8def\u5f84\u53d6\u51b3\u4e8e\u5177\u4f53\u9700\u6c42\u548c\u4f18\u5148\u7ea7\u3002\u5728\u8bb8\u591a\u60c5\u51b5\u4e0b\uff0c\u4e24\u8005\u751a\u81f3\u53ef\u4ee5\u7ed3\u5408\u4f7f\u7528\uff0c\u4f8b\u5982\uff0c\u53ef\u4ee5\u4f7f\u7528\u5f00\u6e90\u6a21\u578b\u8fdb\u884c\u521d\u6b65\u7684\u63a2\u7d22\u548c\u539f\u578b\u5f00\u53d1\uff0c\u7136\u540e\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u6839\u636e\u9700\u6c42\u9009\u62e9\u6027\u80fd\u66f4\u5f3a\u7684\u95ed\u6e90\u6a21\u578bAPI\u670d\u52a1\u3002<\/p>\n<h2>\u4e3b\u6d41\u6a21\u578b\u4ecb\u7ecd<\/h2>\n<h4><strong><em class=\"\">\u4e3b\u6d41\u5f00\u6e90\u5927\u8bed\u8a00\u6a21\u578b<\/em><\/strong><\/h4>\n<table data-v-0909cf3c=\"\">\n<thead data-v-0909cf3c=\"\">\n<tr data-v-0909cf3c=\"\">\n<th align=\"left\" data-v-0909cf3c=\"\"><span style=\"color: #339966;\">\u6a21\u578b\u7cfb\u5217<\/span><\/th>\n<th align=\"left\" data-v-0909cf3c=\"\"><span style=\"color: #339966;\">\u4ee3\u8868\u6a21\u578b\u4e3e\u4f8b<\/span><\/th>\n<th align=\"left\" data-v-0909cf3c=\"\"><span style=\"color: #339966;\">\u4e3b\u8981\u7279\u70b9<\/span><\/th>\n<th class=\"\" align=\"left\" data-v-0909cf3c=\"\"><span style=\"color: #339966;\">\u5f00\u6e90\u534f\u8bae<\/span><\/th>\n<\/tr>\n<\/thead>\n<tbody data-v-0909cf3c=\"\">\n<tr data-v-0909cf3c=\"\">\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\"><strong class=\"\" data-v-0909cf3c=\"\">Meta Llama<\/strong><\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">Llama 3 (8B, 70B)<\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">\u5f3a\u5927\u7684\u901a\u7528\u80fd\u529b\uff0c\u591a\u8bed\u8a00\u652f\u6301\uff0c\u9488\u5bf9\u5bf9\u8bdd\u4f18\u5316\uff0c\u5f3a\u8c03\u8d1f\u8d23\u4efbAI<\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">\u81ea\u5b9a\u4e49\u5546\u4e1a\u8bb8\u53ef\u8bc1<\/td>\n<\/tr>\n<tr data-v-0909cf3c=\"\">\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\"><strong class=\"\" data-v-0909cf3c=\"\">TII Falcon<\/strong><\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">Falcon 7B, Falcon 40B<\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">\u9ad8\u8d28\u91cf\u8bad\u7ec3\u6570\u636e\uff0c\u9ad8\u6548\u67b6\u6784\uff0c\u591a\u8bed\u8a00\u652f\u6301\uff0c\u9002\u7528\u4e8e\u901a\u7528NLP\u548c\u52a9\u624b\u4efb\u52a1<\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">Apache 2.0<\/td>\n<\/tr>\n<tr data-v-0909cf3c=\"\">\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\"><strong class=\"\" data-v-0909cf3c=\"\">DeepSeek<\/strong><\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">DeepSeek R1 (MoE, ~37B\u6fc0\u6d3b\u53c2\u6570)<\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">\u5f3a\u5927\u7684\u6570\u5b66\u548c\u63a8\u7406\u80fd\u529b\uff0cMIT\u8bb8\u53ef\u8bc1\uff0cMoE\u67b6\u6784\uff0c128K\u4e0a\u4e0b\u6587<\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">MIT<\/td>\n<\/tr>\n<tr data-v-0909cf3c=\"\">\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\"><strong class=\"\" data-v-0909cf3c=\"\">Mistral AI<\/strong><\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">Mistral Small 3.1 (24B)<\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">\u9ad8\u6548\u80fd\uff0c\u591a\u6a21\u6001\uff0cApache 2.0\uff0c128K\u4e0a\u4e0b\u6587\uff0c\u9ad8\u63a8\u7406\u901f\u5ea6<\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">Apache 2.0<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u00a0<\/p>\n<h4><strong style=\"font-size: 1rem;\">\u6027\u80fd\u8868\u73b0<\/strong><\/h4>\n<table data-v-0909cf3c=\"\">\n<thead data-v-0909cf3c=\"\">\n<tr data-v-0909cf3c=\"\">\n<th align=\"left\" data-v-0909cf3c=\"\"><span style=\"color: #339966;\">\u6a21\u578b<\/span><\/th>\n<th align=\"left\" data-v-0909cf3c=\"\"><span style=\"color: #339966;\">\u5173\u952e\u57fa\u51c6\u6d4b\u8bd5\u8868\u73b0 (\u90e8\u5206\u793a\u4f8b)<\/span><\/th>\n<th align=\"left\" data-v-0909cf3c=\"\"><span style=\"color: #339966;\">\u4e0a\u4e0b\u6587\u7a97\u53e3<\/span><\/th>\n<th class=\"\" align=\"left\" data-v-0909cf3c=\"\"><span style=\"color: #339966;\">\u5907\u6ce8<\/span><\/th>\n<\/tr>\n<\/thead>\n<tbody data-v-0909cf3c=\"\">\n<tr data-v-0909cf3c=\"\">\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\"><strong class=\"\" data-v-0909cf3c=\"\">Llama 3 70B (It)<\/strong><\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">MMLU: 82.0\u00a0<br class=\"\" data-v-0909cf3c=\"\" \/><br class=\"\" data-v-0909cf3c=\"\" \/><br class=\"\" data-v-0909cf3c=\"\" \/><\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">8K (\u53ef\u6269\u5c55)<\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">Meta, \u81ea\u5b9a\u4e49\u5546\u4e1a\u8bb8\u53ef\u8bc1\uff0cGQA<\/td>\n<\/tr>\n<tr data-v-0909cf3c=\"\">\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\"><strong class=\"\" data-v-0909cf3c=\"\">Falcon 40B<\/strong><\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">Open LLM Leaderboard \u8868\u73b0\u4f18\u5f02\uff0c\u5728\u67d0\u4e9b\u65b9\u9762\u8d85\u8d8a LLaMa-65B<\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">2K (\u53ef\u6269\u5c55)<\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">TII, Apache 2.0, MQA, RefinedWeb \u6570\u636e<\/td>\n<\/tr>\n<tr data-v-0909cf3c=\"\">\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\"><strong class=\"\" data-v-0909cf3c=\"\">DeepSeek R1-0528<\/strong><\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">AIME 2025: 87.5%\u00a0<br class=\"\" data-v-0909cf3c=\"\" \/><br class=\"\" data-v-0909cf3c=\"\" \/><br class=\"\" data-v-0909cf3c=\"\" \/><br class=\"\" data-v-0909cf3c=\"\" \/><\/td>\n<td align=\"left\" data-v-0909cf3c=\"\">128K<\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">DeepSeek, MIT \u8bb8\u53ef\u8bc1\uff0cMoE \u67b6\u6784 (\u7ea637B\u6fc0\u6d3b\u53c2\u6570)<\/td>\n<\/tr>\n<tr data-v-0909cf3c=\"\">\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\"><strong data-v-0909cf3c=\"\">Mistral Small 3.1<\/strong><\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">MMLU: ~75-80% (\u56fe\u793a\u4f30\u7b97)\u00a0<br class=\"\" data-v-0909cf3c=\"\" \/><br class=\"\" data-v-0909cf3c=\"\" \/><br class=\"\" data-v-0909cf3c=\"\" \/><\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">128K<\/td>\n<td align=\"left\" data-v-0909cf3c=\"\">Mistral AI, Apache 2.0 \u8bb8\u53ef\u8bc1\uff0c240\u4ebf\u53c2\u6570\uff0c\u591a\u6a21\u6001<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u00a0<\/p>\n<p><strong style=\"font-size: 1rem;\"><em class=\"\">\u4e3b\u6d41\u95ed\u6e90\u5927\u8bed\u8a00\u6a21\u578b<\/em><\/strong><\/p>\n<table data-v-0909cf3c=\"\">\n<thead data-v-0909cf3c=\"\">\n<tr data-v-0909cf3c=\"\">\n<th align=\"left\" data-v-0909cf3c=\"\"><span style=\"color: #339966;\">\u6a21\u578b\u7cfb\u5217<\/span><\/th>\n<th align=\"left\" data-v-0909cf3c=\"\"><span style=\"color: #339966;\">\u4ee3\u8868\u6a21\u578b\u4e3e\u4f8b<\/span><\/th>\n<th align=\"left\" data-v-0909cf3c=\"\"><span style=\"color: #339966;\">\u4e3b\u8981\u7279\u70b9<\/span><\/th>\n<th align=\"left\" data-v-0909cf3c=\"\"><span style=\"color: #339966;\">\u5f00\u53d1\u8005\/\u516c\u53f8<\/span><\/th>\n<\/tr>\n<\/thead>\n<tbody data-v-0909cf3c=\"\">\n<tr data-v-0909cf3c=\"\">\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\"><strong data-v-0909cf3c=\"\">OpenAI GPT<\/strong><\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">GPT-4o<\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">\u5f3a\u5927\u7684\u591a\u6a21\u6001\u80fd\u529b\uff0c\u63a5\u8fd1\u4eba\u7c7b\u7684\u54cd\u5e94\u901f\u5ea6\uff0c\u5e7f\u6cdb\u7684\u8bed\u8a00\u7406\u89e3\uff0cAPI\u670d\u52a1\u6210\u719f<\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">OpenAI<\/td>\n<\/tr>\n<tr data-v-0909cf3c=\"\">\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\"><strong data-v-0909cf3c=\"\">Anthropic Claude<\/strong><\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">Claude 4 (Opus, Sonnet)<\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">\u957f\u6587\u672c\u5904\u7406\uff0c\u590d\u6742\u63a8\u7406\uff0c\u5b89\u5168\u6027\uff0c\u7f16\u7801\u80fd\u529b\u5f3a\uff0cConstitutional AI<\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">Anthropic<\/td>\n<\/tr>\n<tr data-v-0909cf3c=\"\">\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\"><strong data-v-0909cf3c=\"\">Google Gemini<\/strong><\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">Gemini 2.5 Pro<\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">\u8d85\u957f\u4e0a\u4e0b\u6587\u5904\u7406\uff0c\u591a\u6a21\u6001\u652f\u6301\uff0c\u4e0eGoogle\u751f\u6001\u96c6\u6210\uff0c\u5f3a\u5927\u7684\u63a8\u7406\u80fd\u529b<\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">Google<\/td>\n<\/tr>\n<tr data-v-0909cf3c=\"\">\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\"><strong class=\"\" data-v-0909cf3c=\"\">xAI Grok<\/strong><\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">Grok 3<\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">\u5b9e\u65f6\u77e5\u8bc6\u8bbf\u95ee\uff0c\u4e2a\u6027\u5316\u548c\u5e7d\u9ed8\u611f\uff0c\u4e0eX\u5e73\u53f0\u96c6\u6210<\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">xAI<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u00a0<\/p>\n<h2>\u5927\u8bed\u8a00\u6a21\u578b\u7684\u6311\u6218\u4e0e\u8d8b\u52bf<\/h2>\n<p><strong>\u6570\u636e\u5b89\u5168\u4e0e\u9690\u79c1\u4fdd\u62a4<\/strong>\u3002\u5927\u8bed\u8a00\u6a21\u578b\u7684\u8bad\u7ec3\u548c\u8fd0\u884c\u9700\u8981\u5904\u7406\u5927\u91cf\u7684\u6570\u636e\uff0c\u53ef\u80fd\u5305\u542b\u4e2a\u4eba\u9690\u79c1\u4fe1\u606f\u6216\u5546\u4e1a\u654f\u611f\u6570\u636e\u3002<strong>\u5982\u4f55\u786e\u4fdd\u8fd9\u4e9b\u6570\u636e\u5728\u6536\u96c6\u3001\u5b58\u50a8\u3001\u4f7f\u7528\u8fc7\u7a0b\u4e2d\u7684\u5b89\u5168\uff0c\u9632\u6b62\u6570\u636e\u6cc4\u9732\u548c\u6ee5\u7528\uff0c\u662f\u4e00\u4e2a\u4e9f\u5f85\u89e3\u51b3\u7684\u5173\u952e\u95ee\u9898<\/strong>\u3002\u6a21\u578b\u5728\u751f\u6210\u5185\u5bb9\u65f6\uff0c\u4e5f\u53ef\u80fd\u65e0\u610f\u4e2d\u6cc4\u9732\u8bad\u7ec3\u6570\u636e\u4e2d\u5305\u542b\u7684\u654f\u611f\u4fe1\u606f\u3002\u7528\u6237\u4e0e\u6a21\u578b\u7684\u4ea4\u4e92\u6570\u636e\u5982\u4f55\u88ab\u4f7f\u7528\u548c\u4fdd\u62a4\uff0c\u4e5f\u662f\u7528\u6237\u666e\u904d\u5173\u5fc3\u7684\u95ee\u9898\u3002<\/p>\n<p>\u672a\u6765\uff0c\u9700\u8981\u52a0\u5f3a\u6570\u636e\u52a0\u5bc6\u3001\u533f\u540d\u5316\u5904\u7406\u3001\u8bbf\u95ee\u63a7\u5236\u7b49\u6280\u672f\u624b\u6bb5\uff0c\u5efa\u7acb\u5065\u5168\u76f8\u5173\u7684\u6cd5\u5f8b\u6cd5\u89c4\u548c\u4f26\u7406\u89c4\u8303\uff0c\u4fdd\u969c\u6570\u636e\u5b89\u5168\u548c\u7528\u6237\u9690\u79c1\u3002<\/p>\n<p><strong>\u6a21\u578b\u504f\u89c1\u4e0e\u4f26\u7406\u95ee\u9898<\/strong>\u3002\u5927\u8bed\u8a00\u6a21\u578b\u662f\u901a\u8fc7\u5b66\u4e60\u6d77\u91cf\u6570\u636e\u6765\u638c\u63e1\u77e5\u8bc6\u7684\uff0c\u5982\u679c\u8bad\u7ec3\u6570\u636e\u4e2d\u5b58\u5728\u504f\u89c1\uff08\u4f8b\u5982\u6027\u522b\u504f\u89c1\u3001\u79cd\u65cf\u504f\u89c1\u3001\u5730\u57df\u504f\u89c1\u7b49\uff09\uff0c\u6a21\u578b\u5f88\u53ef\u80fd\u5728\u751f\u6210\u5185\u5bb9\u65f6<strong>\u590d\u5236\u751a\u81f3\u653e\u5927\u8fd9\u4e9b\u504f\u89c1\uff0c\u5bfc\u81f4\u4e0d\u516c\u5e73\u6216\u6b67\u89c6\u6027\u7684\u7ed3\u679c<\/strong>\u3002\u6a21\u578b\u53ef\u80fd\u88ab\u7528\u4e8e\u751f\u6210\u865a\u5047\u4fe1\u606f\u3001\u6076\u610f\u5185\u5bb9\uff0c\u6216\u7528\u4e8e\u8fdb\u884c\u6b3a\u8bc8\u7b49\u975e\u6cd5\u6d3b\u52a8\uff0c\u5f15\u53d1\u4e25\u91cd\u7684\u4f26\u7406\u548c\u793e\u4f1a\u95ee\u9898\u3002\u5982\u4f55\u6709\u6548\u5730\u8bc6\u522b\u548c\u6d88\u9664\u6a21\u578b\u504f\u89c1\uff0c\u786e\u4fdd\u6a21\u578b\u7684\u8f93\u51fa\u7b26\u5408\u9053\u5fb7\u548c\u6cd5\u5f8b\u89c4\u8303\uff0c\u662f\u5f53\u524d\u7814\u7a76\u7684\u70ed\u70b9\u548c\u96be\u70b9\u3002<\/p>\n<p>\u672a\u6765\u9700\u8981\u5f00\u53d1\u66f4\u5148\u8fdb\u7684\u504f\u89c1\u68c0\u6d4b\u548c\u7f13\u89e3\u6280\u672f\uff0c\u5efa\u7acb\u5b8c\u5584\u7684\u4f26\u7406\u5ba1\u67e5\u548c\u76d1\u7ba1\u673a\u5236\u3002<\/p>\n<p><strong>\u591a\u6a21\u6001\u878d\u5408\u4e0e\u901a\u7528\u4eba\u5de5\u667a\u80fd<\/strong>\u3002\u5f53\u524d\u4e3b\u6d41\u7684\u5927\u8bed\u8a00\u6a21\u578b\u4e3b\u8981\u5904\u7406\u6587\u672c\u4fe1\u606f\uff0c\u4f46\u73b0\u5b9e\u4e16\u754c\u7684\u4fe1\u606f\u4ee5\u591a\u79cd\u6a21\u6001\u5b58\u5728\uff0c\u5982\u56fe\u50cf\u3001\u97f3\u9891\u3001\u89c6\u9891\u7b49\u3002<\/p>\n<p>\u672a\u6765\u7684\u4e00\u4e2a\u91cd\u8981\u8d8b\u52bf\u662f<strong>\u591a\u6a21\u6001\u5927\u8bed\u8a00\u6a21\u578b\u7684\u53d1\u5c55<\/strong>\uff0c\u6a21\u578b\u80fd\u540c\u65f6\u7406\u89e3\u548c\u751f\u6210\u591a\u79cd\u6a21\u6001\u7684\u4fe1\u606f\uff0c\u5b9e\u73b0\u66f4\u63a5\u8fd1\u4eba\u7c7b\u8ba4\u77e5\u80fd\u529b\u7684<strong>\u901a\u7528\u4eba\u5de5\u667a\u80fd\uff08AGI\uff09<\/strong>\u3002\u4f8b\u5982\uff0c\u6a21\u578b\u4e0d\u4ec5\u80fd\u770b\u61c2\u56fe\u7247\u63cf\u8ff0\uff0c\u80fd\u6839\u636e\u56fe\u7247\u5185\u5bb9\u8fdb\u884c\u63a8\u7406\u548c\u95ee\u7b54\uff1b\u80fd\u542c\u61c2\u8bed\u97f3\u6307\u4ee4\uff0c\u7ed3\u5408\u89c6\u89c9\u4fe1\u606f\u8fdb\u884c\u66f4\u590d\u6742\u7684\u4ea4\u4e92\u3002\u591a\u6a21\u6001\u878d\u5408\u5c06\u6781\u5927\u5730\u62d3\u5c55\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5e94\u7528\u573a\u666f\uff0c\u591f\u66f4\u597d\u5730\u7406\u89e3\u548c\u878d\u5165\u7269\u7406\u4e16\u754c\u3002\u63d0\u5347\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u3001\u89c4\u5212\u80fd\u529b\u3001\u53ef\u89e3\u91ca\u6027\u4ee5\u53ca\u4e0e\u73b0\u5b9e\u4e16\u754c\u7684\u4ea4\u4e92\u80fd\u529b\uff0c\u4e5f\u662f\u901a\u5f80\u901a\u7528\u4eba\u5de5\u667a\u80fd\u7684\u5173\u952e\u8def\u5f84\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u662f\u4e00\u79cd\u901a\u8fc7\u5b66\u4e60\u6d77\u91cf\u6587\u672c\u6570\u636e\u6765\u7406\u89e3\u548c\u751f\u6210\u4eba\u7c7b\u8bed\u8a00\u7684\u4eba\u5de5\u667a\u80fd\u7a0b\u5e8f\u3002\u901a\u8fc7\u201c\u9884\u8bad\u7ec3\u201d\u548c\u201c\u5fae\u8c03\u201d\u4e24\u4e2a\u9636\u6bb5\u8fdb\u884c\u8bad\u7ec3\uff0c\u6838\u5fc3\u6280\u672f\u662fTransformer\u67b6\u6784\u53ca\u5176\u201c\u81ea\u6ce8\u610f\u529b\u673a\u5236\u201d\u3002 \u4ec0\u4e48\u662f\u5927\u8bed\u8a00\u6a21\u578b \u5b9a\u4e49\u4e0e\u6982\u8ff0 \u5927\u8bed\u8a00\u6a21\u578b\uff08Large Language Model, LLM\uff09\u662f\u4e00\u79cd\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u7a0b\u5e8f\uff0c\u901a\u8fc7\u5b66\u4e60\u6d77\u91cf\u7684\u6587\u672c\u6570\u636e\uff0c\u638c\u63e1\u4e86\u7406\u89e3\u548c\u751f\u6210\u4eba\u7c7b\u8bed\u8a00\u7684\u80fd\u529b\u3002\u53ef\u4ee5\u628a\u5b83\u60f3\u8c61\u6210\u4e00\u4e2a\u8d85\u7ea7\u5389\u5bb3\u7684\u201c\u8bed\u8a00\u5927\u5e08\u201d\uff0c\u8bfb\u8fc7\u65e0\u6570\u7684\u4e66\u7c4d\u3001\u6587\u7ae0\u3001\u7f51\u9875\uff0c\u4ee3\u7801\uff0c\u80fd\u50cf\u4eba\u4e00\u6837\u8fdb\u884c\u5bf9\u8bdd\u3001\u56de\u7b54\u95ee\u9898\u3001\u5199\u6587\u7ae0\u3001\u7ffb\u8bd1\u8bed\u8a00\uff0c\u6216\u7f16\u5199\u4ee3\u7801\u3002 \u5927\u6a21\u578b\u7684\u201c\u5927\u201d\u4f53\u73b0\u5728\u4e24\u4e2a\u65b9\u9762\uff1a \u4e00\u662f\u5b66\u4e60\u7684\u201c\u77e5\u8bc6\u91cf\u201d\u975e\u5e38\u5927\uff0c\u9700\u8981TB\u7ea7\u522b\uff08\u4e07\u4ebf\u5b57\u8282\uff09\u7684\u6587\u672c\u6570\u636e\u6765\u8bad\u7ec3\uff1b \u4e8c\u662f\u201c\u5927\u8111\u201d\uff08\u5373\u6a21\u578b\u53c2\u6570\uff09\u4e5f\u975e\u5e38\u5e9e\u5927\uff0c\u52a8\u8f84\u62e5\u6709\u6570\u767e\u4ebf\u751a\u81f3\u6570\u4e07\u4ebf\u7684\u53c2\u6570\uff0c\u53c2\u6570\u5c31\u50cf\u662f\u5927\u8111\u4e2d\u7684\u795e\u7ecf\u5143\uff0c\u5e2e\u52a9\u7406\u89e3\u548c\u5904\u7406\u8bed\u8a00\u3002 \u4f8b\u5982\uff0cMeta\u516c\u53f8\u6700\u65b0\u5f00\u6e90\u7684Llama 3\u6a21\u578b\uff0c\u53c2\u6570\u91cf\u8fbe\u5230\u4e86\u60ca\u4eba\u7684700\u4ebf\uff0c\u4f7f\u7528\u4e86\u8d85\u8fc715\u4e07\u4ebf\u4e2atoken\uff08\u53ef\u4ee5\u7406\u89e3\u4e3a\u8bcd\u8bed\u6216\u8bcd\u7247\u6bb5\uff09\u7684\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\uff0c\u76f8\u5f53\u4e8e\u9605\u8bfb\u4e86\u6570\u767e\u4e07\u672c\u539a\u539a\u7684\u4e66\u7c4d\u3002\u8fd9\u79cd\u89c4\u6a21\u7684\u5b66\u4e60\u4f7f\u5927\u8bed\u8a00\u6a21\u578b\u80fd\u6355\u6349\u5230\u8bed\u8a00\u4e2d\u6781\u5176\u7ec6\u5fae\u7684\u6a21\u5f0f\u548c\u5173\u8054\uff0c\u5c55\u73b0\u51fa\u5f3a\u5927\u7684\u8bed\u8a00\u5904\u7406\u80fd\u529b\u3002 \u6838\u5fc3\u80fd\u529b\uff1a\u7406\u89e3\u4e0e\u751f\u6210 \u201c\u7406\u89e3\u201d \u662f\u6307\u6a21\u578b\u80fd\u8bfb\u61c2\u4f60\u8f93\u5165\u7684\u6587\u5b57\uff0c\u628a\u63e1\u5176\u4e2d\u7684\u542b\u4e49\u3001\u60c5\u611f\u548c\u610f\u56fe\u3002\u6bd4\u5982\uff0c\u5f53\u4f60\u95ee\u201c\u4eca\u5929\u5929\u6c14\u600e\u4e48\u6837\uff1f\u201d\u65f6\uff0c\u6a21\u578b\u80fd\u8bc6\u522b\u51fa\u201c\u4eca\u5929\u201d\u3001\u201c\u5929\u6c14\u201d\u3001\u201c\u600e\u4e48\u6837\u201d\u8fd9\u4e9b\u8bcd\u8bed\uff0c\u66f4\u80fd\u7406\u89e3\u4f60\u662f\u5728\u8be2\u95ee\u5f53\u524d\u7684\u6c14\u8c61\u72b6\u51b5\u3002\u8fd9\u79cd\u7406\u89e3\u80fd\u529b\u4f7f\u6a21\u578b\u80fd\u8fdb\u884c\u6709\u6548\u7684\u5bf9\u8bdd\uff0c\u4e0d\u662f\u7b80\u5355\u5730\u5339\u914d\u5173\u952e\u8bcd\u3002 \u201c\u751f\u6210\u201d \u662f\u6a21\u578b\u80fd\u6839\u636e\u4f60\u7684\u8f93\u5165\u6216\u8005\u4e00\u4e2a\u7ed9\u5b9a\u7684\u4e3b\u9898\uff0c\u521b\u9020\u51fa\u5168\u65b0\u7684\u3001\u8fde\u8d2f\u7684\u3001\u5408\u4e4e\u903b\u8f91\u7684\u6587\u672c\u3002\u4f8b\u5982\uff0c\u4f60\u53ef\u4ee5\u8981\u6c42\u6a21\u578b\u5199\u4e00\u9996\u5173\u4e8e\u6625\u5929\u7684\u8bd7\uff0c\u6216\u8005\u6839\u636e\u51e0\u4e2a\u5173\u952e\u8bcd\u751f\u6210\u4e00\u6bb5\u6545\u4e8b\uff0c\u80fd\u5f88\u597d\u5730\u5b8c\u6210\u4efb\u52a1\u3002\u8fd9\u79cd\u751f\u6210\u80fd\u529b\u4e0d\u5c40\u9650\u4e8e\u6587\u672c\uff0c\u4e00\u4e9b\u5148\u8fdb\u7684\u5927\u8bed\u8a00\u6a21\u578b\u8fd8\u80fd\u751f\u6210\u4ee3\u7801\u3001\u8868\u683c\uff0c\u56fe\u7247\u548c\u97f3\u4e50\u3002 \u6280\u672f\u57fa\u77f3\uff1aTransformer\u67b6\u6784 \u5927\u8bed\u8a00\u6a21\u578b\u4e4b\u6240\u4ee5\u80fd\u5982\u6b64\u5f3a\u5927\uff0c\u80cc\u540e\u7684\u6838\u5fc3\u6280\u672f\u662f\u201cTransformer\u201d\u795e\u7ecf\u7f51\u7edc\u67b6\u6784\u3002\u67b6\u6784\u6700\u65e9\u7531Google\u7684\u7814\u7a76\u4eba\u5458\u57282017\u5e74\u63d0\u51fa\uff0c\u5b83\u5f7b\u5e95\u6539\u53d8\u4e86\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u9886\u57df\u7684\u9762\u8c8c\u3002Transformer\u67b6\u6784\u7684\u6838\u5fc3\u521b\u65b0\u5728\u4e8e\u201c\u81ea\u6ce8\u610f\u529b\u673a\u5236\u201d\uff08Self-Attention Mechanism\uff09\uff0c\u5141\u8bb8\u6a21\u578b\u5728\u5904\u7406\u4e00\u4e2a\u8bcd\u8bed\u7684\u65f6\u5019\uff0c\u80fd\u540c\u65f6\u5173\u6ce8\u5230\u8f93\u5165\u6587\u672c\u4e2d\u7684\u6240\u6709\u5176\u4ed6\u8bcd\u8bed\uff0c\u6839\u636e\u5b83\u4eec\u7684\u91cd\u8981\u6027\u8d4b\u4e88\u4e0d\u540c\u7684\u6743\u91cd\u3002 \u5c31\u597d\u6bd4\u4f60\u5728\u9605\u8bfb\u4e00\u6bb5\u8bdd\u65f6\uff0c\u5927\u8111\u4f1a\u81ea\u52a8\u805a\u7126\u4e8e\u5173\u952e\u7684\u8bcd\u8bed\u548c\u53e5\u5b50\uff0c\u66f4\u597d\u5730\u7406\u89e3\u6574\u4e2a\u6bb5\u843d\u7684\u610f\u601d Transformer\u67b6\u6784\u901a\u8fc7\u8fd9\u79cd\u673a\u5236\uff0c\u80fd\u6709\u6548\u5730\u6355\u6349\u6587\u672c\u4e2d\u7684\u957f\u8ddd\u79bb\u4f9d\u8d56\u5173\u7cfb\uff0c\u4e00\u4e2a\u8bcd\u8bed\u53ef\u80fd\u4e0e\u5f88\u8fdc\u5904\u7684\u53e6\u4e00\u4e2a\u8bcd\u8bed\u5b58\u5728\u8bed\u4e49\u4e0a\u7684\u5173\u8054\u3002\u5177\u6709\u826f\u597d\u7684\u5e76\u884c\u8ba1\u7b97\u80fd\u529b\uff0c\u53ef\u4ee5\u5229\u7528GPU\u7b49\u786c\u4ef6\u8fdb\u884c\u9ad8\u6548\u7684\u8bad\u7ec3\uff0c\u5904\u7406\u66f4\u5927\u89c4\u6a21\u7684\u6570\u636e\u548c\u6a21\u578b\u3002 \u5927\u8bed\u8a00\u6a21\u578b\u662f\u5982\u4f55\u8bad\u7ec3\u7684 \u5927\u8bed\u8a00\u6a21\u578b\u7684\u8bad\u7ec3\u8fc7\u7a0b\uff0c\u53ef\u4ee5\u5f62\u8c61\u5730\u6bd4\u55bb\u4e3a\u201c\u5582\u517b\u201d\u4e00\u4e2a\u6b63\u5728\u6210\u957f\u7684\u5b69\u5b50\u3002\u53ea\u4e0d\u8fc7\uff0c\u8fd9\u4e2a\u201c\u5b69\u5b50\u201d\u7684\u98df\u91cf\u60ca\u4eba\uff0c\u9700\u8981\u201c\u5403\u201d\u4e0b\u6d77\u91cf\u7684\u6587\u672c\u6570\u636e\u624d\u80fd\u53d8\u5f97\u806a\u660e\u3002 \u6570\u636e\u6765\u6e90\u5e7f\u6cdb\uff0c\u5305\u62ec\u4f46\u4e0d\u9650\u4e8e\u4e66\u7c4d\u3001\u6587\u7ae0\u3001\u65b0\u95fb\u3001\u7f51\u9875\u3001\u4ee3\u7801\u5e93\u3001\u8bba\u575b\u8ba8\u8bba\u7b49\u7b49\u3002\u8bad\u7ec3\u6570\u636e\u7684\u8d28\u91cf\u548c\u6570\u91cf\u76f4\u63a5\u51b3\u5b9a\u4e86\u6a21\u578b\u7684\u6027\u80fd\u4e0a\u9650\u3002 \u6570\u636e\u7684\u9884\u5904\u7406\u5305\u62ec\u53bb\u9664\u65e0\u5173\u5b57\u7b26\u3001\u7ea0\u6b63\u62fc\u5199\u9519\u8bef\u3001\u5206\u8bcd\uff08\u5c06\u53e5\u5b50\u5207\u5206\u6210\u8bcd\u8bed\u6216\u5b50\u8bcd\u5355\u5143\uff09\u7b49\u6b65\u9aa4\u3002\u4e3a\u4e86\u4fdd\u8bc1\u6a21\u578b\u80fd\u5b66\u4e60\u5230\u5e7f\u6cdb\u7684\u77e5\u8bc6\uff0c\u8bad\u7ec3\u6570\u636e\u4f1a\u8986\u76d6\u591a\u4e2a\u9886\u57df\u3001\u591a\u79cd\u8bed\u8a00\u548c\u591a\u79cd\u6587\u4f53\u3002 \u5927\u89c4\u6a21\u7684\u6570\u636e\u201c\u6295\u5582\u201d\u4f7f\u6a21\u578b\u80fd\u5b66\u4e60\u5230\u8bed\u8a00\u7684\u7edf\u8ba1\u89c4\u5f8b\u3001\u8bed\u6cd5\u7ed3\u6784\u3001\u8bed\u4e49\u5173\u7cfb\u4ee5\u53ca\u4e16\u754c\u77e5\u8bc6\uff0c\u4e3a\u540e\u7eed\u7684\u7406\u89e3\u548c\u751f\u6210\u80fd\u529b\u6253\u4e0b\u575a\u5b9e\u7684\u57fa\u7840\u3002\u53ef\u4ee5\u60f3\u8c61\uff0c\u4e00\u4e2a\u535a\u89c8\u7fa4\u4e66\u7684\u4eba\uff0c\u77e5\u8bc6\u50a8\u5907\u548c\u8ba4\u77e5\u6c34\u5e73\u81ea\u7136\u4f1a\u6bd4\u4e00\u4e2a\u53ea\u8bfb\u8fc7\u51e0\u672c\u4e66\u7684\u4eba\u8981\u9ad8\u5f97\u591a\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u4e5f\u662f\u5982\u6b64\u3002 \u9884\u8bad\u7ec3\u4e0e\u5fae\u8c03 \u5927\u8bed\u8a00\u6a21\u578b\u7684\u8bad\u7ec3\u5206\u4e3a\u4e24\u4e2a\u4e3b\u8981\u9636\u6bb5\uff1a\u9884\u8bad\u7ec3\uff08Pre-training\uff09\u548c\u5fae\u8c03\uff08Fine-tuning\uff09\u3002 \u9884\u8bad\u7ec3\u662f\u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u6700\u8017\u65f6\u3001\u6700\u8017\u8d39\u8ba1\u7b97\u8d44\u6e90\u7684\u90e8\u5206\uff0c\u76ee\u6807\u662f\u901a\u8fc7\u5728\u6d77\u91cf\u65e0\u6807\u7b7e\u6587\u672c\u6570\u636e\u4e0a\u5b66\u4e60\uff0c\u8ba9\u6a21\u578b\u638c\u63e1\u901a\u7528\u7684\u8bed\u8a00\u80fd\u529b\u3002\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\uff0c\u6a21\u578b\u4f1a\u8fdb\u884c\u201c\u81ea\u76d1\u7763\u5b66\u4e60\u201d\u4efb\u52a1\uff0c\u4f8b\u5982\u201c\u63a9\u7801\u8bed\u8a00\u6a21\u578b\u201d\uff08Masked Language Model, MLM\uff09\u6216\u201c\u4e0b\u4e00\u53e5\u9884\u6d4b\u201d\uff08Next Sentence Prediction, NSP\uff09\u3002\u5728MLM\u4efb\u52a1\u4e2d\uff0c\u8f93\u5165\u6587\u672c\u4e2d\u7684\u4e00\u90e8\u5206\u8bcd\u8bed\u4f1a\u88ab\u968f\u673a\u63a9\u76d6\uff0c\u6a21\u578b\u7684\u4efb\u52a1\u662f\u9884\u6d4b\u8fd9\u4e9b\u88ab\u63a9\u76d6\u7684\u8bcd\u8bed\u662f\u4ec0\u4e48\u3002\u901a\u8fc7\u53cd\u590d\u8fdb\u884c\u8fd9\u6837\u7684\u9884\u6d4b\u4efb\u52a1\uff0c\u6a21\u578b\u9010\u6e10\u5b66\u4f1a\u4e86\u8bcd\u8bed\u4e4b\u95f4\u7684\u5173\u8054\u548c\u8bed\u8a00\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002\u9884\u8bad\u7ec3\u5b8c\u6210\u540e\uff0c\u6a21\u578b\u5c31\u5177\u5907\u4e86\u5f3a\u5927\u7684\u8bed\u8a00\u7406\u89e3\u548c\u751f\u6210\u57fa\u7840\u3002 \u9884\u8bad\u7ec3\u5f97\u5230\u7684\u901a\u7528\u6a21\u578b\u867d\u7136\u77e5\u8bc6\u6e0a\u535a\uff0c\u4f46\u5728\u7279\u5b9a\u4efb\u52a1\u4e0a\u7684\u8868\u73b0\u53ef\u80fd\u5e76\u4e0d\u5b8c\u7f8e\u3002\u8fd9\u5c31\u9700\u8981\u8fdb\u884c\u5fae\u8c03\u3002 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