{"id":25240,"date":"2025-03-28T11:34:43","date_gmt":"2025-03-28T03:34:43","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=25240"},"modified":"2025-03-28T11:34:43","modified_gmt":"2025-03-28T03:34:43","slug":"ai%e7%ae%97%e6%b3%95-%e9%a2%86%e5%9f%9f%e6%a8%a1%e5%9e%8bcontinue-pretrain%e6%95%b0%e6%8d%ae%e7%af%87","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/03\/28\/25240\/","title":{"rendered":"AI\u7b97\u6cd5 | \u9886\u57df\u6a21\u578bContinue PreTrain\u6570\u636e\u7bc7"},"content":{"rendered":"<div><img data-dominant-color=\"6f6067\" data-has-transparency=\"false\" style=\"--dominant-color: #6f6067;\" loading=\"lazy\" decoding=\"async\" class=\"not-transparent alignnone size-full wp-image-25242\" src=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2025\/03\/6650f3b9688c593665f4332a09abac6a34f6b1-300x167-1.jpg\" width=\"300\" height=\"167\" alt=\"\" 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PreTrain\uff08\u6301\u7eed\u9884\u8bad\u7ec3\uff09\u662f\u4e00\u79cd\u5728\u9884\u8bad\u7ec3\u8bed\u8a00\u6a21\u578b\uff08Pre-trained Language Models, PLMs\uff09\u7684\u57fa\u7840\u4e0a\u8fdb\u4e00\u6b65\u8bad\u7ec3\u6a21\u578b\u7684\u6280\u672f\u3002\u5b83\u65e8\u5728\u901a\u8fc7\u5728\u7279\u5b9a\u9886\u57df\u6216\u4efb\u52a1\u7684\u6570\u636e\u4e0a\u7ee7\u7eed\u8bad\u7ec3\uff0c\u4f7f\u6a21\u578b\u66f4\u597d\u5730\u9002\u5e94\u76ee\u6807\u9886\u57df\u6216\u4efb\u52a1\u7684\u9700\u6c42\u3002<\/p>\n<p>\u9886\u57df\u6a21\u578b\u7684Continue 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PreTraining<\/h4>\n<p><strong>\u591a\u4efb\u52a1\u6307\u4ee4\u9884\u8bad\u7ec3\uff08MIP\uff09<\/strong>\uff1a\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\u52a0\u5165\u4e0b\u6e38\u4efb\u52a1\u7684\u76d1\u7763\u5f0f\u5fae\u8c03\uff08SFT\uff09\u6570\u636e\uff0c\u53ef\u4ee5\u8ba9\u6a21\u578b\u5728\u9884\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5b66\u4e60\u5230\u66f4\u591a\u7684\u77e5\u8bc6\u3002<\/p>\n<p><strong>\u6548\u679c\u63d0\u5347<\/strong>\uff1a\u4f8b\u5982\uff0cT5\u3001ExT5\u3001Glm-130b \u7b49\u6a21\u578b\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\u91c7\u7528\u591a\u4efb\u52a1\u5b66\u4e60\uff0c\u6548\u679c\u663e\u8457\u4f18\u4e8e\u5355\u7eaf\u7684\u5fae\u8c03\u3002ChatHome \u7684\u7814\u7a76\u4e5f\u8868\u660e\uff0cMIP \u5728\u9886\u57df\u8bc4\u6d4b\u96c6\u4e0a\u7684\u8868\u73b0\u4f18\u4e8e\u5355\u7eaf\u7684\u9886\u57df\u9884\u8bad\u7ec3\u3002<\/p>\n<p><strong>\u603b\u7ed3<\/strong>\uff1a\u5728\u9886\u57df\u6a21\u578b\u7684 Continue PreTrain \u4e2d\uff0c\u540c\u6b65\u52a0\u5165 SFT 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data-id=\"ld70c578-bO60jYSR\">\u6e05\u6d17\u6570\u636e\uff1a\u786e\u4fdd\u8f93\u5165\u6570\u636e\u7684\u8d28\u91cf\uff0c\u53bb\u9664\u566a\u58f0\u3001\u91cd\u590d\u5185\u5bb9\u6216\u4f4e\u8d28\u91cf\u6587\u672c\u3002<\/li>\n<li data-id=\"ld70c578-PQ1iDlHg\">\u9886\u57df\u76f8\u5173\u6027\uff1a\u9009\u62e9\u4e0e\u76ee\u6807\u9886\u57df\u9ad8\u5ea6\u76f8\u5173\u7684\u9ad8\u8d28\u91cf\u8bed\u6599\uff0c\u6bd4\u5982\u4e13\u4e1a\u6587\u732e\u3001\u6280\u672f\u6587\u6863\u3001\u884c\u4e1a\u62a5\u544a\u7b49\u3002<\/li>\n<li data-id=\"ld70c578-8I7lEVOM\">\u591a\u6e90\u6570\u636e\u6574\u5408\uff1a\u4ece\u591a\u4e2a\u6765\u6e90\u83b7\u53d6\u6570\u636e\uff0c\u4f8b\u5982\u516c\u5f00\u6570\u636e\u96c6\u3001\u4f01\u4e1a\u5185\u90e8\u6587\u6863\u3001\u8bba\u575b\u8ba8\u8bba\u3001\u65b0\u95fb\u6587\u7ae0\u7b49\u3002<\/li>\n<\/ul>\n<p><strong>(2) \u6570\u636e\u591a\u6837\u6027<\/strong><\/p>\n<ul data-id=\"u738a58b-4fmeHVVb\">\n<li data-id=\"ld70c578-180ePeao\">\u8986\u76d6\u5e7f\u6cdb\u4e3b\u9898\uff1a\u5373\u4f7f\u662f\u5728\u4e00\u4e2a\u7279\u5b9a\u9886\u57df\u5185\uff0c\u4e5f\u8981\u786e\u4fdd\u6570\u636e\u6db5\u76d6\u8be5\u9886\u57df\u7684\u4e0d\u540c\u5b50\u4e3b\u9898\u3002\u4f8b\u5982\uff0c\u5728\u533b\u7597\u9886\u57df\uff0c\u53ef\u4ee5\u5305\u62ec\u836f\u7269\u5b66\u3001\u8bca\u65ad\u5b66\u3001\u75c5\u7406\u5b66\u7b49\u591a\u4e2a\u65b9\u5411\u3002<\/li>\n<li data-id=\"ld70c578-aVRSQENh\">\u8de8\u8bed\u8a00\u6570\u636e\uff1a\u5982\u679c\u9002\u7528\uff0c\u53ef\u4ee5\u5f15\u5165\u591a\u8bed\u8a00\u6570\u636e\uff0c\u5e76\u5229\u7528\u7ffb\u8bd1\u6216\u5bf9\u9f50\u5de5\u5177\u8fdb\u884c\u5904\u7406\uff0c\u4ece\u800c\u589e\u5f3a\u6a21\u578b\u7684\u8bed\u8a00\u6cdb\u5316\u80fd\u529b\u3002<\/li>\n<\/ul>\n<p><strong>(3) \u52a8\u6001\u66f4\u65b0\u6570\u636e<\/strong><\/p>\n<ul data-id=\"u738a58b-3jO8XN0b\">\n<li data-id=\"ld70c578-MrLIq8cY\">\u5b9e\u65f6\u66f4\u65b0\u8bed\u6599\u5e93\uff1a\u5b9a\u671f\u66f4\u65b0\u8bad\u7ec3\u6570\u636e\uff0c\u786e\u4fdd\u6a21\u578b\u80fd\u591f\u5b66\u4e60\u5230\u6700\u65b0\u7684\u9886\u57df\u77e5\u8bc6\u3002<\/li>\n<li data-id=\"ld70c578-S5678H5i\">\u589e\u91cf\u5b66\u4e60\uff1a\u901a\u8fc7\u9010\u6b65\u589e\u52a0\u65b0\u6570\u636e\u7684\u65b9\u5f0f\u907f\u514d\u707e\u96be\u6027\u9057\u5fd8\u95ee\u9898\u3002<\/li>\n<\/ul>\n<h4>\u8bad\u7ec3\u7b56\u7565\u4f18\u5316<\/h4>\n<p><strong>(1)\u00a0\u591a\u4efb\u52a1\u5b66\u4e60<\/strong>\uff1a\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\u5f15\u5165\u591a\u4efb\u52a1\u5b66\u4e60\u6846\u67b6\uff0c\u8ba9\u6a21\u578b\u540c\u65f6\u5b66\u4e60\u591a\u79cd\u4efb\u52a1\uff0c\u5982\u6587\u672c\u5206\u7c7b\u3001\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\uff08NER\uff09\u3001\u5173\u7cfb\u62bd\u53d6\u7b49\u3002\u8fd9\u6709\u52a9\u4e8e\u6a21\u578b\u66f4\u597d\u5730\u7406\u89e3\u9886\u57df\u77e5\u8bc6\u3002<\/p>\n<p><strong>(2)\u00a0\u5bf9\u6bd4\u5b66\u4e60<\/strong>\uff1a\u4f7f\u7528\u5bf9\u6bd4\u5b66\u4e60\u65b9\u6cd5\uff08Contrastive Learning\uff09\uff0c\u4f7f\u6a21\u578b\u5b66\u4f1a\u533a\u5206\u76f8\u4f3c\u4f46\u4e0d\u540c\u7684\u6982\u5ff5\u3002\u4f8b\u5982\uff0c\u5728\u533b\u5b66\u9886\u57df\uff0c\u6a21\u578b\u53ef\u4ee5\u901a\u8fc7\u5bf9\u6bd4\u5b66\u4e60\u6765\u533a\u5206\u201c\u75c7\u72b6\u201d\u548c\u201c\u75be\u75c5\u201d\u3002<\/p>\n<p><strong>(3)\u00a0\u5f3a\u5316\u4e0a\u4e0b\u6587\u7406\u89e3<\/strong><\/p>\n<ul data-id=\"u738a58b-BNSGSLDM\">\n<li data-id=\"ld70c578-DoVsSA2O\">\u957f\u5e8f\u5217\u5efa\u6a21\uff1a\u4f7f\u7528\u652f\u6301\u957f\u4e0a\u4e0b\u6587\u7684\u6a21\u578b\u67b6\u6784\uff08\u5982Longformer\u3001BigBird\uff09\uff0c\u4ee5\u6355\u6349\u66f4\u590d\u6742\u7684\u4e0a\u4e0b\u6587\u4f9d\u8d56\u5173\u7cfb\u3002<\/li>\n<li data-id=\"ld70c578-eat51qaa\">\u5c42\u6b21\u5316\u5efa\u6a21\uff1a\u5bf9\u4e8e\u7ed3\u6784\u5316\u7684\u9886\u57df\u77e5\u8bc6\uff08\u5982\u8868\u683c\u3001\u6811\u72b6\u7ed3\u6784\uff09\uff0c\u53ef\u4ee5\u91c7\u7528\u5c42\u6b21\u5316\u5efa\u6a21\u65b9\u6cd5\u3002<\/li>\n<\/ul>\n<p><strong>(4)\u00a0\u81ea\u76d1\u7763\u5b66\u4e60\u6539\u8fdb<\/strong>\uff1a\u8bbe\u8ba1\u66f4\u9002\u5408\u9886\u57df\u7684\u81ea\u76d1\u7763\u4efb\u52a1\u3002\u4f8b\u5982\uff1a<\/p>\n<ul data-id=\"u738a58b-0qS5T9c8\">\n<li data-id=\"ld70c578-FL4OSISe\">\u63a9\u7801\u9884\u6d4b\uff1a\u4e0d\u4ec5\u63a9\u76d6\u5355\u8bcd\uff0c\u8fd8\u53ef\u4ee5\u63a9\u76d6\u77ed\u8bed\u3001\u53e5\u5b50\u751a\u81f3\u6bb5\u843d\u3002<\/li>\n<li data-id=\"ld70c578-WTYTJWRC\">\u987a\u5e8f\u6062\u590d\uff1a\u6253\u4e71\u6587\u6863\u4e2d\u7684\u53e5\u5b50\u987a\u5e8f\uff0c\u8981\u6c42\u6a21\u578b\u8fd8\u539f\u539f\u59cb\u987a\u5e8f\u3002<\/li>\n<li data-id=\"ld70c578-1SXaGDIx\">\u95ee\u7b54\u751f\u6210\uff1a\u57fa\u4e8e\u6587\u6863\u751f\u6210\u95ee\u9898\u5e76\u8ba9\u6a21\u578b\u56de\u7b54\u3002<\/li>\n<\/ul>\n<h4>\u6a21\u578b\u67b6\u6784\u8c03\u6574<\/h4>\n<p><strong>(1) \u5f15\u5165\u5916\u90e8\u77e5\u8bc6<\/strong><\/p>\n<ul data-id=\"u738a58b-6o0ZTNRp\">\n<li data-id=\"ld70c578-TjCmEMQJ\">\u77e5\u8bc6\u56fe\u8c31\u878d\u5408\uff1a\u5c06\u9886\u57df\u77e5\u8bc6\u56fe\u8c31\u5d4c\u5165\u5230\u6a21\u578b\u4e2d\uff0c\u5e2e\u52a9\u6a21\u578b\u76f4\u63a5\u5229\u7528\u7ed3\u6784\u5316\u77e5\u8bc6\u3002<\/li>\n<li data-id=\"ld70c578-lpPRHZog\">\u8bb0\u5fc6\u6a21\u5757\uff1a\u4e3a\u6a21\u578b\u6dfb\u52a0\u5916\u90e8\u8bb0\u5fc6\u7ec4\u4ef6\uff08\u5982Memory Networks\uff09\uff0c\u5b58\u50a8\u91cd\u8981\u9886\u57df\u4fe1\u606f\u3002<\/li>\n<\/ul>\n<p><strong>(2) \u589e\u5f3a\u6ce8\u610f\u529b\u673a\u5236<\/strong><\/p>\n<ul data-id=\"u738a58b-ILUdCPr3\">\n<li data-id=\"ld70c578-YWhBKnUQ\">\u7a00\u758f\u6ce8\u610f\u529b\uff1a\u9488\u5bf9\u9886\u57df\u7279\u6027\u8c03\u6574\u6ce8\u610f\u529b\u673a\u5236\uff0c\u4f7f\u5176\u66f4\u52a0\u5173\u6ce8\u5173\u952e\u4fe1\u606f\u3002<\/li>\n<li data-id=\"ld70c578-nuStX9sL\">\u6df7\u5408\u4e13\u5bb6\u7cfb\u7edf\uff1a\u7ed3\u5408MoE\uff08Mixture of Experts\uff09\u67b6\u6784\uff0c\u8ba9\u6a21\u578b\u6839\u636e\u4e0d\u540c\u4efb\u52a1\u52a8\u6001\u6fc0\u6d3b\u4e0d\u540c\u7684\u4e13\u5bb6\u7f51\u7edc\u3002<\/li>\n<\/ul>\n<p><strong>(3) \u9884\u8bad\u7ec3\u521d\u59cb\u5316<\/strong>\uff1a\u5982\u679c\u53ef\u80fd\uff0c\u4ece\u901a\u7528\u5927\u6a21\u578b\uff08\u5982BERT\u3001RoBERTa\uff09\u521d\u59cb\u5316\u6743\u91cd\uff0c\u7136\u540e\u5728\u9886\u57df\u6570\u636e\u4e0a\u7ee7\u7eed\u9884\u8bad\u7ec3\u3002\u8fd9\u6837\u65e2\u80fd\u5229\u7528\u901a\u7528\u8bed\u8a00\u8868\u793a\u80fd\u529b\uff0c\u53c8\u80fd\u4e13\u6ce8\u4e8e\u9886\u57df\u77e5\u8bc6\u7684\u5b66\u4e60\u3002<\/p>\n<h4>\u77e5\u8bc6\u84b8\u998f\u4e0e\u8fc1\u79fb<\/h4>\n<p><strong>(1) \u84b8\u998f\u5927\u6a21\u578b<\/strong>\uff1a\u4f7f\u7528\u66f4\u5927\u89c4\u6a21\u7684\u9884\u8bad\u7ec3\u6a21\u578b\u4f5c\u4e3a\u6559\u5e08\u6a21\u578b\uff0c\u901a\u8fc7\u77e5\u8bc6\u84b8\u998f\u5c06\u9886\u57df\u77e5\u8bc6\u4f20\u9012\u7ed9\u8f83\u5c0f\u7684\u5b66\u751f\u6a21\u578b\u3002<\/p>\n<p><strong>(2) \u8fc1\u79fb\u5b66\u4e60<\/strong>\uff1a\u5c06\u5176\u4ed6\u76f8\u5173\u9886\u57df\u7684\u77e5\u8bc6\u8fc1\u79fb\u5230\u5f53\u524d\u9886\u57df\u3002\u4f8b\u5982\uff0c\u5148\u5728\u4e00\u4e2a\u5e7f\u6cdb\u7684\u79d1\u5b66\u9886\u57df\u6570\u636e\u4e0a\u9884\u8bad\u7ec3\uff0c\u518d\u5728\u5177\u4f53\u9886\u57df\uff08\u5982\u7269\u7406\u5b66\uff09\u4e0a\u7ee7\u7eed\u8bad\u7ec3\u3002<\/p>\n<h3>3\u3001\u9886\u57df\u6a21\u578b\u5fae\u8c03\u6307\u4ee4&amp;\u6570\u636e\u8f93\u5165\u683c\u5f0f\u8981\u6c42\uff1f<\/h3>\n<h4>\u6307\u4ee4\u8bbe\u8ba1\u8981\u6c42<\/h4>\n<p>\u6307\u4ee4\uff08Instruction\uff09\u662f\u6307\u5728\u5fae\u8c03\u8fc7\u7a0b\u4e2d\u63d0\u4f9b\u7ed9\u6a21\u578b\u7684\u81ea\u7136\u8bed\u8a00\u6307\u5bfc\uff0c\u7528\u4e8e\u5f15\u5bfc\u6a21\u578b\u5b8c\u6210\u7279\u5b9a\u4efb\u52a1\u3002\u4ee5\u4e0b\u662f\u6307\u4ee4\u8bbe\u8ba1\u7684\u5173\u952e\u8981\u70b9\uff1a<\/p>\n<ol class=\"list-paddingleft-1\" data-id=\"oce3d02a-JN0VAUQS\">\n<li data-id=\"ld70c578-Qxxv8LdW\"><strong>\u6e05\u6670\u660e\u786e<\/strong><br \/>\n<strong>\u7b80\u6d01\u660e\u4e86<\/strong>\uff1a\u6307\u4ee4\u5e94\u8be5\u7b80\u6d01\u660e\u4e86\uff0c\u907f\u514d\u5197\u957f\u548c\u590d\u6742\u7684\u8868\u8ff0\u3002\u4f8b\u5982\uff0c\u7528\u201c\u5224\u65ad\u4ee5\u4e0b\u6587\u672c\u7684\u60c5\u611f\u503e\u5411\u201d\u4ee3\u66ff\u201c\u8bf7\u4ed4\u7ec6\u9605\u8bfb\u4ee5\u4e0b\u6587\u672c\uff0c\u5e76\u6839\u636e\u6587\u672c\u5185\u5bb9\u5224\u65ad\u5176\u60c5\u611f\u503e\u5411\u662f\u6b63\u9762\u3001\u8d1f\u9762\u8fd8\u662f\u4e2d\u6027\u201d\u3002<br \/>\n<strong>\u8bed\u4e49\u660e\u786e<\/strong>\uff1a\u6307\u4ee4\u7684\u8bed\u4e49\u5e94\u8be5\u6e05\u6670\uff0c\u907f\u514d\u6a21\u7cca\u8868\u8ff0\u3002\u4f8b\u5982\uff0c\u201c\u5c06\u4ee5\u4e0b\u6587\u672c\u7ffb\u8bd1\u6210\u82f1\u6587\u201d\u6bd4\u201c\u5c1d\u8bd5\u5c06\u6587\u672c\u8f6c\u6362\u4e3a\u53e6\u4e00\u79cd\u8bed\u8a00\u201d\u66f4\u660e\u786e\u3002<\/li>\n<li data-id=\"ld70c578-3G9BeRQ4\"><strong>\u4efb\u52a1\u5bfc\u5411<\/strong><br \/>\n<strong>\u660e\u786e\u4efb\u52a1\u7c7b\u578b<\/strong>\uff1a\u6307\u4ee4\u5e94\u8be5\u660e\u786e\u6307\u51fa\u4efb\u52a1\u7c7b\u578b\uff0c\u5982\u5206\u7c7b\u3001\u751f\u6210\u3001\u95ee\u7b54\u7b49\u3002\u4f8b\u5982\uff0c\u201c\u5bf9\u4ee5\u4e0b\u6587\u672c\u8fdb\u884c\u60c5\u611f\u5206\u7c7b\u201d\u6216\u201c\u6839\u636e\u95ee\u9898\u751f\u6210\u7b54\u6848\u201d\u3002<br \/>\n<strong>\u6307\u5b9a\u8f93\u51fa\u683c\u5f0f<\/strong>\uff1a\u6307\u4ee4\u4e2d\u5e94\u6307\u5b9a\u8f93\u51fa\u7684\u683c\u5f0f\u548c\u8981\u6c42\u3002\u4f8b\u5982\uff0c\u201c\u8f93\u51fa\u4e00\u4e2a\u5355\u8bcd\u201d\u6216\u201c\u8f93\u51fa\u4e00\u6bb5\u5b8c\u6574\u7684\u53e5\u5b50\u201d\u3002<\/li>\n<li data-id=\"ld70c578-5koDs50f\"><strong>\u9002\u5e94\u9886\u57df<\/strong><br \/>\n<strong>\u9886\u57df\u76f8\u5173\u6027<\/strong>\uff1a\u6307\u4ee4\u5e94\u4e0e\u9886\u57df\u77e5\u8bc6\u7d27\u5bc6\u7ed3\u5408\u3002\u4f8b\u5982\uff0c\u5728\u533b\u5b66\u9886\u57df\uff0c\u6307\u4ee4\u53ef\u4ee5\u662f\u201c\u5224\u65ad\u4ee5\u4e0b\u75c7\u72b6\u662f\u5426\u5c5e\u4e8e\u67d0\u79cd\u75be\u75c5\u201d\uff1b\u5728\u91d1\u878d\u9886\u57df\uff0c\u6307\u4ee4\u53ef\u4ee5\u662f\u201c\u5206\u6790\u4ee5\u4e0b\u8d22\u52a1\u62a5\u8868\u7684\u98ce\u9669\u7b49\u7ea7\u201d\u3002<br \/>\n<strong>\u4e13\u4e1a\u672f\u8bed\u4f7f\u7528<\/strong>\uff1a\u5728\u9886\u57df\u4efb\u52a1\u4e2d\uff0c\u9002\u5f53\u4f7f\u7528\u4e13\u4e1a\u672f\u8bed\u53ef\u4ee5\u63d0\u9ad8\u6a21\u578b\u7684\u7406\u89e3\u80fd\u529b\u3002\u4f8b\u5982\uff0c\u5728\u6cd5\u5f8b\u9886\u57df\uff0c\u4f7f\u7528\u201c\u4fb5\u6743\u884c\u4e3a\u201d\u800c\u4e0d\u662f\u201c\u4f24\u5bb3\u884c\u4e3a\u201d\u3002<\/li>\n<li data-id=\"ld70c578-uTn3h9wd\"><strong>\u591a\u6837\u6027\u4e0e\u7075\u6d3b\u6027<\/strong><br \/>\n<strong>\u6307\u4ee4\u7075\u6d3b\u6027<\/strong>\uff1a\u6307\u4ee4\u5e94\u5141\u8bb8\u4e00\u5b9a\u7684\u7075\u6d3b\u6027\uff0c\u4ee5\u9002\u5e94\u4e0d\u540c\u7684\u8f93\u5165\u6570\u636e\u3002\u4f8b\u5982\uff0c\u201c\u6839\u636e\u4e0a\u4e0b\u6587\u751f\u6210\u5408\u9002\u7684\u56de\u7b54\u201d\u53ef\u4ee5\u9002\u5e94\u591a\u79cd\u95ee\u7b54\u573a\u666f\u3002<br \/>\n<strong>\u6307\u4ee4\u591a\u6837\u6027<\/strong>\uff1a\u8bbe\u8ba1\u591a\u79cd\u7c7b\u578b\u7684\u6307\u4ee4\uff0c\u4ee5\u8986\u76d6\u4e0d\u540c\u4efb\u52a1\u548c\u573a\u666f\u3002\u4f8b\u5982\uff0c\u540c\u65f6\u8bbe\u8ba1\u5206\u7c7b\u6307\u4ee4\u3001\u751f\u6210\u6307\u4ee4\u548c\u95ee\u7b54\u6307\u4ee4\u3002<\/li>\n<\/ol>\n<h4>\u6570\u636e\u8f93\u5165\u683c\u5f0f<\/h4>\n<p>\u6570\u636e\u8f93\u5165\u683c\u5f0f\u7684\u5173\u952e\u8981\u70b9\uff1a<\/p>\n<ul data-id=\"u738a58b-4RBtMPUs\">\n<li data-id=\"ld70c578-fyessr15\"><strong>\u5b57\u6bb5\u660e\u786e\uff1a\u8f93\u5165\u6570\u636e\u5e94\u5177\u6709\u660e\u786e\u7684\u5b57\u6bb5\u7ed3\u6784<\/strong>\uff0c\u4f8b\u5982\uff0c\u5bf9\u4e8e\u95ee\u7b54\u4efb\u52a1\uff0c\u8f93\u5165\u6570\u636e\u53ef\u4ee5\u5305\u62ec\u201c\u95ee\u9898\u201d\u548c\u201c\u4e0a\u4e0b\u6587\u201d\u5b57\u6bb5\uff1b\u5bf9\u4e8e\u5206\u7c7b\u4efb\u52a1\uff0c\u8f93\u5165\u6570\u636e\u53ef\u4ee5\u5305\u62ec\u201c\u6587\u672c\u201d\u548c\u201c\u6807\u7b7e\u201d\u5b57\u6bb5\u3002<\/li>\n<li data-id=\"ld70c578-xZXV3832\"><strong>\u683c\u5f0f\u7edf\u4e00\uff1a\u786e\u4fdd\u8f93\u5165\u6570\u636e\u7684\u683c\u5f0f\u4e00\u81f4<\/strong>\uff0c\u907f\u514d\u56e0\u683c\u5f0f\u5dee\u5f02\u5bfc\u81f4\u6a21\u578b\u7406\u89e3\u56f0\u96be\u3002\u4f8b\u5982\uff0c\u6240\u6709\u6587\u672c\u6570\u636e\u5e94\u7edf\u4e00\u4e3a\u7eaf\u6587\u672c\u683c\u5f0f\uff0c\u6240\u6709\u6807\u7b7e\u6570\u636e\u5e94\u7edf\u4e00\u4e3a\u6574\u6570\u6216\u5b57\u7b26\u4e32\u683c\u5f0f\u3002<\/li>\n<li data-id=\"ld70c578-AG8pouvT\"><strong>\u6807\u6ce8\u4e00\u81f4\u6027\uff1a\u5bf9\u4e8e\u6807\u6ce8\u6570\u636e\uff0c\u786e\u4fdd\u6807\u6ce8\u7684\u4e00\u81f4\u6027\u3002<\/strong>\u4f8b\u5982\uff0c\u5728\u60c5\u611f\u5206\u7c7b\u4efb\u52a1\u4e2d\uff0c\u6b63\u9762\u60c5\u611f\u59cb\u7ec8\u6807\u6ce8\u4e3a\u201c1\u201d\uff0c\u8d1f\u9762\u60c5\u611f\u59cb\u7ec8\u6807\u6ce8\u4e3a\u201c0\u201d\u3002<\/li>\n<li data-id=\"ld70c578-zmDWidN8\"><strong>\u6587\u672c\u6e05\u6d17<\/strong>\uff1a\u5bf9\u8f93\u5165\u6587\u672c\u8fdb\u884c\u6e05\u6d17\uff0c\u53bb\u9664\u65e0\u5173\u5b57\u7b26\u3001\u505c\u7528\u8bcd\u7b49\u3002\u4f8b\u5982\uff0c\u53bb\u9664HTML\u6807\u7b7e\u3001\u7279\u6b8a\u7b26\u53f7\u7b49\u3002<\/li>\n<li data-id=\"ld70c578-GvgLLLIJ\"><strong>\u7ed3\u6784\u5316\u8f93\u5165<\/strong>\uff1a\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u7279\u522b\u662f\u5f53\u5904\u7406\u7684\u6570\u636e\u5177\u6709\u7279\u5b9a\u7ed3\u6784\u65f6\uff08\u5982\u8868\u683c\u6570\u636e\uff09\uff0c\u53ef\u80fd\u9700\u8981\u5c06\u8fd9\u4e9b\u4fe1\u606f\u8f6c\u6362\u4e3a\u6a21\u578b\u53ef\u63a5\u53d7\u7684\u683c\u5f0f\u3002\u8fd9\u901a\u5e38\u6d89\u53ca\u5230\u7279\u5f81\u5de5\u7a0b\u6b65\u9aa4\u3002<\/li>\n<li data-id=\"ld70c578-NOALWEXJ\"><strong>\u6807\u8bb0\u5316\u8981\u6c42<\/strong>\uff1a\u786e\u4fdd\u4f60\u7684\u6587\u672c\u6570\u636e\u5df2\u7ecf\u8fc7\u9002\u5f53\u7684\u9884\u5904\u7406\u548c\u6807\u8bb0\u5316\u5904\u7406\u3002\u4e0d\u540c\u7684\u6a21\u578b\u53ef\u80fd\u6709\u4e0d\u540c\u7684\u8981\u6c42\uff0c\u6bd4\u5982BERT\u6a21\u578b\u4f7f\u7528\u7684\u662fWordPiece\u5206\u8bcd\u5668\uff0c\u800cGPT\u7cfb\u5217\u6a21\u578b\u5219\u4f7f\u7528Byte-Pair Encoding (BPE) \u6216\u8005\u7c7b\u4f3c\u7684\u7b97\u6cd5\u3002<\/li>\n<li data-id=\"ld70c578-LaqyqKVx\"><strong>\u7279\u6b8a\u6807\u8bb0<\/strong>\uff1a\u6839\u636e\u4efb\u52a1\u7684\u4e0d\u540c\uff0c\u4f60\u53ef\u80fd\u9700\u8981\u5728\u8f93\u5165\u4e2d\u52a0\u5165\u7279\u6b8a\u7684\u6807\u8bb0\u6765\u6307\u793a\u6a21\u578b\u5982\u4f55\u5904\u7406\u8f93\u5165\u3002\u4f8b\u5982\uff0c\u5728\u8fdb\u884c\u6587\u672c\u751f\u6210\u65f6\uff0c\u53ef\u80fd\u4f1a\u7528\u5230\u5f00\u59cb\u548c\u7ed3\u675f\u6807\u8bb0\uff08\u5982<code>&lt;start&gt;<\/code>\u548c<code>&lt;end&gt;<\/code>\uff09\uff0c\u6216\u8005\u662f\u5728\u591a\u4efb\u52a1\u5b66\u4e60\u4e2d\u4f7f\u7528\u4efb\u52a1\u7279\u5b9a\u7684\u6807\u8bb0\u3002<\/li>\n<li data-id=\"ld70c578-YdOZWJyU\"><strong>\u6307\u4ee4\u591a\u6837\u6027<\/strong>\uff1a\u8bbe\u8ba1\u591a\u79cd\u7c7b\u578b\u7684\u6307\u4ee4\uff0c\u4ee5\u8986\u76d6\u4e0d\u540c\u4efb\u52a1\u548c\u573a\u666f\u3002\u4f8b\u5982\uff0c\u540c\u65f6\u8bbe\u8ba1\u5206\u7c7b\u6307\u4ee4\u3001\u751f\u6210\u6307\u4ee4\u548c\u95ee\u7b54\u6307\u4ee4\u3002<\/li>\n<\/ul>\n<p>\u4e0b\u9762\u662f\u4e00\u4e9b\u793a\u4f8b\uff1a<\/p>\n<ul data-id=\"u738a58b-t5Wo3Fdq\">\n<li data-id=\"ld70c578-zv1PYJ14\">\u5bf9\u4e8e\u7ffb\u8bd1\u4efb\u52a1\uff1a<code>{\"input\": \"Hello, world!\", \"output\": \"\u4f60\u597d\uff0c\u4e16\u754c\uff01\"}<\/code><\/li>\n<li data-id=\"ld70c578-QkEZaYQW\">\u5bf9\u4e8e\u95ee\u7b54\u4efb\u52a1\uff1a<code>{\"question\": \"\u5730\u7403\u7684\u534a\u5f84\u662f\u591a\u5c11\uff1f\", \"answer\": \"\u5927\u7ea66371\u516c\u91cc\"}<\/code><\/li>\n<li data-id=\"ld70c578-DS1cCpTT\">\u5bf9\u4e8e\u60c5\u611f\u5206\u6790\uff1a<code>{\"text\": \"\u8fd9\u90e8\u7535\u5f71\u771f\u7684\u5f88\u8ba9\u4eba\u5931\u671b\u3002\", \"label\": \"\u8d1f\u9762\"}<\/code><\/li>\n<\/ul>\n<h3>4\u3001\u9886\u57df\u6a21\u578b\u8bcd\u8868\u6269\u589e\u662f\u4e0d\u662f\u6709\u5fc5\u8981\u7684\uff1f<\/h3>\n<p>\u9886\u57df\u6a21\u578b\u8bcd\u8868\u6269\u589e\u662f\u5426\u5fc5\u8981\uff0c\u4e3b\u8981\u53d6\u51b3\u4e8e\u5177\u4f53\u7684\u5e94\u7528\u573a\u666f\u3001\u9886\u57df\u7279\u5f02\u6027\u4ee5\u53ca\u73b0\u6709\u6a21\u578b\u8bcd\u6c47\u91cf\u7684\u8986\u76d6\u7a0b\u5ea6\u3002\u4ee5\u4e0b\u51e0\u70b9\u53ef\u4ee5\u5e2e\u52a9\u5224\u65ad\u662f\u5426\u9700\u8981\u8fdb\u884c\u8bcd\u8868\u6269\u589e\uff0c\u5e76\u89e3\u91ca\u5176\u6f5c\u5728\u7684\u597d\u5904\u548c\u5b9e\u65bd\u65b9\u5f0f\u3002<\/p>\n<h4>\u662f\u5426\u5fc5\u8981<\/h4>\n<ol class=\"list-paddingleft-1\" data-id=\"odd3d8fc-lmAYUEPl\">\n<li data-id=\"ld70c578-GmcSZVD5\"><strong>\u9886\u57df\u7279\u5f02\u6027<\/strong>\uff1a\u5982\u679c\u76ee\u6807\u9886\u57df\u5305\u542b\u5927\u91cf\u7279\u5b9a\u672f\u8bed\u6216\u65b0\u9020\u8bcd\u6c47\uff08\u5982\u533b\u5b66\u3001\u6cd5\u5f8b\u3001\u79d1\u6280\u7b49\uff09\uff0c\u800c\u8fd9\u4e9b\u8bcd\u6c47\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\u7684\u901a\u7528\u8bcd\u8868\u4e2d\u672a\u88ab\u5145\u5206\u8986\u76d6\uff0c\u90a3\u4e48\u6269\u589e\u8bcd\u8868\u5c31\u663e\u5f97\u5c24\u4e3a\u91cd\u8981\u3002<br \/>\n\u4f8b\u5982\uff1a<br \/>\n\u8fd9\u4e9b\u672f\u8bed\u5728\u901a\u7528\u8bcd\u8868\u4e2d\u53ef\u80fd\u4e0d\u5b58\u5728\u6216\u51fa\u73b0\u9891\u7387\u6781\u4f4e\uff0c\u56e0\u6b64\u6269\u589e\u8bcd\u8868\u53ef\u4ee5\u663e\u8457\u63d0\u5347\u6a21\u578b\u5bf9\u9886\u57df\u77e5\u8bc6\u7684\u7406\u89e3\u548c\u751f\u6210\u80fd\u529b\u3002<\/li>\n<\/ol>\n<ul data-id=\"u738a58b-HE4IPPo4\">\n<li data-id=\"ld70c578-ww1wnqRZ\">\u533b\u5b66\u9886\u57df\uff1a\u5305\u542b\u5927\u91cf\u533b\u5b66\u672f\u8bed\uff0c\u5982\u201c\u5fc3\u808c\u6897\u6b7b\u201d\u201c\u80f0\u5c9b\u7d20\u62b5\u6297\u201d\u201c\u6838\u78c1\u5171\u632f\u6210\u50cf\u201d\u7b49\u3002<\/li>\n<li data-id=\"ld70c578-0nh1MIXd\">\u6cd5\u5f8b\u9886\u57df\uff1a\u6d89\u53ca\u6cd5\u5f8b\u672f\u8bed\uff0c\u5982\u201c\u4fb5\u6743\u8d23\u4efb\u201d\u201c\u5408\u540c\u8fdd\u7ea6\u201d\u201c\u77e5\u8bc6\u4ea7\u6743\u201d\u7b49\u3002<\/li>\n<li data-id=\"ld70c578-zpo2x00t\">\u91d1\u878d\u9886\u57df\uff1a\u5305\u542b\u91d1\u878d\u672f\u8bed\uff0c\u5982\u201c\u91cf\u5316\u5bbd\u677e\u201d\u201c\u884d\u751f\u54c1\u201d\u201c\u5e02\u76c8\u7387\u201d\u7b49\u3002<\/li>\n<\/ul>\n<ol class=\"list-paddingleft-1\" start=\"2\" data-id=\"o77a6ba1-eJMXcF8F\">\n<li 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