{"id":3213,"date":"2026-01-26T20:33:47","date_gmt":"2026-01-26T20:33:47","guid":{"rendered":"https:\/\/umaax.com\/moxingruhejizhuchangqishangxiawenyiwenkandong\/"},"modified":"2026-01-26T20:33:47","modified_gmt":"2026-01-26T20:33:47","slug":"moxingruhejizhuchangqishangxiawenyiwenkandong","status":"publish","type":"post","link":"https:\/\/umaax.com\/en\/moxingruhejizhuchangqishangxiawenyiwenkandong\/","title":{"rendered":"\u6a21\u578b\u5982\u4f55\u8bb0\u4f4f\u957f\u671f\u4e0a\u4e0b\u6587\uff1f\u4e00\u6587\u770b\u61c2"},"content":{"rendered":"<p>AI\u6a21\u578b\u901a\u8fc7\u4e24\u79cd\u4e3b\u8981\u65b9\u5f0f\u201c\u8bb0\u4f4f\u201d\u957f\u671f\u4e0a\u4e0b\u6587\uff1a<strong class=\"\">\u5185\u90e8\u8bb0\u5fc6<\/strong>\u548c<strong>\u5916\u90e8\u8bb0\u5fc6<\/strong>\u3002<\/p>\n<p>\u5185\u90e8\u8bb0\u5fc6\u4f9d\u8d56\u4e8e\u6a21\u578b\u67b6\u6784\uff08\u5982Transformer\u7684\u6ce8\u610f\u529b\u673a\u5236\uff09\u5728\u5355\u6b21\u5bf9\u8bdd\u4e2d\u5904\u7406\u6709\u9650\u957f\u5ea6\u7684\u4fe1\u606f\uff0c\u88ab\u79f0\u4e3a\u201c\u4e0a\u4e0b\u6587\u7a97\u53e3\u201d\u3002<\/p>\n<p>\u5916\u90e8\u8bb0\u5fc6\u901a\u8fc7\u5c06\u4fe1\u606f\u5b58\u50a8\u5728\u6a21\u578b\u4e4b\u5916\u7684\u6570\u636e\u5e93\uff08\u5982\u5411\u91cf\u6570\u636e\u5e93\uff09\u4e2d\uff0c\u5728\u9700\u8981\u65f6\u68c0\u7d22\uff0c\u5b9e\u73b0\u8de8\u8d8a\u591a\u6b21\u5bf9\u8bdd\u7684\u6301\u4e45\u5316\u8bb0\u5fc6\u3002\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u660e\u786e\u6307\u4ee4\u3001\u7ed3\u6784\u5316\u8f93\u5165\u7b49\u65b9\u5f0f\u5e2e\u52a9\u6a21\u578b\u66f4\u597d\u5730\u201c\u8bb0\u4f4f\u201d\u5173\u952e\u4fe1\u606f\uff0c\u901a\u8fc7\u7ba1\u7406\u8bb0\u5fc6\u529f\u80fd\u6765\u63a7\u5236\u6a21\u578b\u7684\u201c\u9057\u5fd8\u201d\u3002<\/p>\n<p> <img fetchpriority=\"high\" decoding=\"async\" class=\"alignnone size-full wp-image-60231\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/08\/model-memory-1.png\"  alt=\"\" width=\"1200\" height=\"455\" \/> <\/p>\n<h2 class=\"\">\u6838\u5fc3\u6982\u5ff5\uff1aAI\u7684\u201c\u8bb0\u5fc6\u201d\u7a76\u7adf\u662f\u4ec0\u4e48\uff1f<\/h2>\n<p>\u5728\u63a2\u8ba8\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u6a21\u578b\u5982\u4f55\u201d\u8bb0\u4f4f\u201d\u957f\u671f\u4e0a\u4e0b\u6587\u4e4b\u524d\uff0c\u6211\u4eec\u5fc5\u987b\u9996\u5148\u7406\u89e3\u4e00\u4e2a\u6838\u5fc3\u6982\u5ff5\uff1aAI\u7684\u201d\u8bb0\u5fc6\u201d\u4e0e\u6211\u4eec\u4eba\u7c7b\u7684\u8bb0\u5fc6\u6709\u7740\u672c\u8d28\u7684\u4e0d\u540c\u3002\u5e76\u975e\u50cf\u4eba\u8111\u90a3\u6837\u5b58\u50a8\u548c\u56de\u653e\u5177\u4f53\u7684\u3001\u79bb\u6563\u7684\u4e8b\u4ef6\u6216\u4e8b\u5b9e\u3002\u76f8\u53cd\uff0cAI\u6a21\u578b\u7684\u201d\u8bb0\u5fc6\u201d\u662f\u4e00\u79cd\u66f4\u4e3a\u62bd\u8c61\u548c\u52a8\u6001\u7684\u8fc7\u7a0b\uff0c\u6e90\u4e8e\u5bf9\u6d77\u91cf\u6570\u636e\u7684\u5b66\u4e60\u548c\u5185\u90e8\u53c2\u6570\u7684\u8c03\u6574\u3002<\/p>\n<h4><strong>\u6a21\u578b\u5982\u4f55\u201d\u5b66\u4e60\u201d\u800c\u975e\u201d\u8bb0\u5fc6\u201d<\/strong><\/h4>\n<p>AI\u6a21\u578b\u7684\u6838\u5fc3\u80fd\u529b\u5728\u4e8e\u4ece\u6570\u636e\u4e2d\u5b66\u4e60\uff0c\u4e0d\u662f\u7b80\u5355\u5730\u8bb0\u5fc6\u6570\u636e\u3002\u8fd9\u79cd\u5b66\u4e60\u8fc7\u7a0b\u662f\u4e00\u4e2a\u590d\u6742\u7684\u4f18\u5316\u95ee\u9898\uff0c\u76ee\u6807\u662f\u8ba9\u6a21\u578b\u80fd\u6cdb\u5316\uff0c\u5bf9\u4ece\u672a\u89c1\u8fc7\u7684\u6570\u636e\u505a\u51fa\u51c6\u786e\u7684\u9884\u6d4b\u6216\u751f\u6210\u5408\u7406\u7684\u54cd\u5e94\u3002<\/p>\n<ul>\n<li><strong>\u8bad\u7ec3\u8fc7\u7a0b<\/strong>\uff1a\u6a21\u578b\u901a\u8fc7\u8c03\u6574\u5176\u5185\u90e8\u6570\u4ee5\u4ebf\u8ba1\u7684\u53c2\u6570\u6765\u201d\u5b66\u4e60\u201d\uff0c\u8fd9\u4e9b\u53c2\u6570\u5171\u540c\u5b9a\u4e49\u4e86\u6a21\u578b\u5982\u4f55\u5904\u7406\u548c\u89e3\u91ca\u8f93\u5165\u4fe1\u606f\u3002<\/li>\n<li><strong>\u8bb0\u5fc6\u672c\u8d28<\/strong>\uff1a\u5b66\u4e60\u5230\u7684\u5173\u8054\u548c\u89c4\u5f8b\uff0c\u800c\u975e\u5177\u4f53\u7684\u5b58\u50a8\u6761\u76ee\u3002\u6a21\u578b\u5b66\u4e60\u6982\u5ff5\u95f4\u7684\u7edf\u8ba1\u5173\u8054\u3002<\/li>\n<\/ul>\n<h4><strong>\u6a21\u578b\u7684\u201c\u5185\u90e8\u8bb0\u5fc6\u201d\u673a\u5236<\/strong><\/h4>\n<p>\u9664\u4e86\u901a\u8fc7\u8bad\u7ec3\u5b66\u4e60\u5230\u7684\u201d\u8bb0\u5fc6\u201d\u5916\uff0c\u8bb8\u591a\u73b0\u4ee3AI\u6a21\u578b\uff0c\u7279\u522b\u662f\u5904\u7406\u5e8f\u5217\u6570\u636e\uff08\u5982\u6587\u672c\uff09\u7684\u6a21\u578b\uff0c\u8fd8\u5177\u5907\u4e00\u79cd\u201d\u5185\u90e8\u8bb0\u5fc6\u201d\u673a\u5236\u3002\u8fd9\u79cd\u673a\u5236\u662f\u6a21\u578b\u67b6\u6784\u672c\u8eab\u7684\u4e00\u90e8\u5206\uff0c\u5141\u8bb8\u6a21\u578b\u5728\u5904\u7406\u5f53\u524d\u4fe1\u606f\u65f6\uff0c\u52a8\u6001\u5730\u5229\u7528\u548c\u53c2\u8003\u4e4b\u524d\u5904\u7406\u8fc7\u7684\u4fe1\u606f\u3002<\/p>\n<h4><strong>\u77ed\u671f\u8bb0\u5fc6\u4e0e\u957f\u671f\u8bb0\u5fc6\u7684\u533a\u5206<\/strong><\/h4>\n<table data-v-0909cf3c=\"\">\n<thead data-v-0909cf3c=\"\">\n<tr data-v-0909cf3c=\"\">\n<th align=\"left\" data-v-0909cf3c=\"\">\u7279\u5f81<\/th>\n<th align=\"left\" data-v-0909cf3c=\"\">\u77ed\u671f\u8bb0\u5fc6 (\u4e0a\u4e0b\u6587\u7a97\u53e3)<\/th>\n<th class=\"\" align=\"left\" data-v-0909cf3c=\"\">\u957f\u671f\u8bb0\u5fc6 (\u5916\u90e8\u5b58\u50a8)<\/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=\"\">\u529f\u80fd<\/strong><\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">\u4fdd\u6301\u5f53\u524d\u5bf9\u8bdd\u7684\u8fde\u8d2f\u6027\uff0c\u5904\u7406\u5373\u65f6\u4efb\u52a1<\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">\u5b9e\u73b0\u8de8\u4f1a\u8bdd\u8bb0\u5fc6\uff0c\u63d0\u4f9b\u4e2a\u6027\u5316\u670d\u52a1\uff0c\u5b58\u50a8\u6301\u4e45\u77e5\u8bc6<\/td>\n<\/tr>\n<tr data-v-0909cf3c=\"\">\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\"><strong class=\"\" data-v-0909cf3c=\"\">\u5b58\u50a8\u4f4d\u7f6e<\/strong><\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">\u6a21\u578b\u5185\u90e8\uff0c\u4f5c\u4e3a\u8f93\u5165\u7684\u4e00\u90e8\u5206<\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">\u5916\u90e8\u7cfb\u7edf\uff0c\u5982\u5411\u91cf\u6570\u636e\u5e93\u3001\u77e5\u8bc6\u56fe\u8c31<\/td>\n<\/tr>\n<tr data-v-0909cf3c=\"\">\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\"><strong class=\"\" data-v-0909cf3c=\"\">\u5bb9\u91cf<\/strong><\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">\u6709\u9650\uff0c\u53d7\u4e0a\u4e0b\u6587\u7a97\u53e3\u5927\u5c0f\u9650\u5236<\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">\u7406\u8bba\u4e0a\u65e0\u9650\uff0c\u53d6\u51b3\u4e8e\u5916\u90e8\u5b58\u50a8\u7684\u5bb9\u91cf<\/td>\n<\/tr>\n<tr data-v-0909cf3c=\"\">\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\"><strong class=\"\" data-v-0909cf3c=\"\">\u6301\u4e45\u6027<\/strong><\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">\u4e34\u65f6\u6027\uff0c\u4f1a\u8bdd\u7ed3\u675f\u540e\u5373\u6d88\u5931<\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">\u6301\u4e45\u6027\uff0c\u53ef\u4ee5\u957f\u671f\u4fdd\u5b58\u548c\u66f4\u65b0<\/td>\n<\/tr>\n<tr data-v-0909cf3c=\"\">\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\"><strong class=\"\" data-v-0909cf3c=\"\">\u5b9e\u73b0\u65b9\u5f0f<\/strong><\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">\u4f5c\u4e3a\u6a21\u578b\u7684\u8f93\u5165\u76f4\u63a5\u5904\u7406<\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">\u901a\u8fc7\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u7b49\u6280\u672f\u52a8\u6001\u68c0\u7d22\u548c\u6574\u5408<\/td>\n<\/tr>\n<tr data-v-0909cf3c=\"\">\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\"><strong class=\"\" data-v-0909cf3c=\"\">\u6bd4\u55bb<\/strong><\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">\u5de5\u4f5c\u8bb0\u5fc6\u3001\u4e34\u65f6\u7b14\u8bb0\u672c<\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">\u6863\u6848\u5e93\u3001\u65e5\u8bb0\u672c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>AI\u6a21\u578b\u7684\u201c\u8bb0\u5fc6\u201d\u5e76\u975e\u6c38\u4e45\u6027\u7684\u3002\u5373\u4f7f\u662f\u901a\u8fc7\u8bad\u7ec3\u5b66\u4e60\u5230\u7684\u201c\u957f\u671f\u8bb0\u5fc6\u201d\uff0c\u4e5f\u53ef\u80fd\u968f\u7740\u65f6\u95f4\u7684\u63a8\u79fb\u6216\u65b0\u6570\u636e\u7684\u5f15\u5165\u800c\u53d1\u751f\u53d8\u5316\u3002<\/p>\n<p>AI\u7684\u201c\u8bb0\u5fc6\u201d\u662f\u4e00\u4e2a\u52a8\u6001\u7684\u3001\u53ef\u5851\u7684\u3001\u5e76\u4e14\u53d7\u5230\u591a\u79cd\u56e0\u7d20\u5f71\u54cd\u7684\u8fc7\u7a0b\uff0c\u4e0d\u662f\u4e00\u4e2a\u9759\u6001\u7684\u3001\u6c38\u4e45\u7684\u6570\u636e\u5e93\u3002<\/p>\n<h2>\u6280\u672f\u539f\u7406\uff1a\u4e0d\u540c\u6a21\u578b\u7684\u201d\u8bb0\u5fc6\u201d\u65b9\u5f0f<\/h2>\n<h4><strong>\u6ce8\u610f\u529b\u673a\u5236\uff1a\u50cf\u805a\u5149\u706f\u4e00\u6837\u805a\u7126\u5173\u952e\u4fe1\u606f<\/strong><\/h4>\n<p>\u6ce8\u610f\u529b\u673a\u5236\u53ef\u4ee5\u88ab\u5f62\u8c61\u5730\u6bd4\u55bb\u4e3a\u4e00\u4e2a\u805a\u5149\u706f\u3002\u5f53\u6a21\u578b\u5904\u7406\u4e00\u6bb5\u6587\u672c\u4e2d\u7684\u67d0\u4e2a\u8bcd\u65f6\uff0c\u4e0d\u4f1a\u5b64\u7acb\u5730\u770b\u5f85\u8fd9\u4e2a\u8bcd\uff0c\u662f\u4f1a\u201d\u7167\u4eae\u201d\u6587\u672c\u4e2d\u7684\u5176\u4ed6\u6240\u6709\u8bcd\uff0c\u6839\u636e\u5b83\u4eec\u4e0e\u5f53\u524d\u8bcd\u7684\u76f8\u5173\u6027\uff0c\u5206\u914d\u4e0d\u540c\u7684\u201d\u4eae\u5ea6\u201d\u6216\u201d\u6743\u91cd\u201d\u3002<\/p>\n<blockquote>\n<p><strong>\u6bd4\u55bb\uff1a\u767e\u79d1\u5168\u4e66\u5f0f\u7684\u5b66\u8005<\/strong><\/p>\n<p>\u57fa\u4e8eTransformer\u7684\u6a21\u578b\u5c31\u50cf\u4e00\u4e2a\u62e5\u6709\u767e\u79d1\u5168\u4e66\u5f0f\u77e5\u8bc6\u7684\u5b66\u8005\uff0c\u4ed6\u4e0d\u4f1a\u53bb\u9010\u5b57\u56de\u5fc6\u67d0\u672c\u4e66\u4e2d\u7684\u5177\u4f53\u6bb5\u843d\uff0c\u800c\u662f\u4f1a\u4ece\u5e9e\u5927\u7684\u77e5\u8bc6\u4f53\u7cfb\u4e2d\uff0c\u8fc5\u901f\u5730\u8c03\u52a8\u548c\u6574\u5408\u76f8\u5173\u7684\u6982\u5ff5\u3001\u4e8b\u5b9e\u548c\u903b\u8f91\u3002<\/p>\n<\/blockquote>\n<p> <img decoding=\"async\" class=\"wp-image-60232 aligncenter\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/08\/model-memory-2.png\"  alt=\"\" width=\"654\" height=\"370\" \/> <\/p>\n<h4><strong>\u4f20\u7edf\u6a21\u578b\u7684\u201c\u8bb0\u5fc6\u201d\uff1aRNN\u4e0eLSTM<\/strong><\/h4>\n<p>\u5728Transformer\u51fa\u73b0\u4e4b\u524d\uff0c\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\u53ca\u5176\u53d8\u4f53\uff0c\u5982\u957f\u77ed\u671f\u8bb0\u5fc6\u7f51\u7edc\uff08LSTM\uff09\uff0c\u662f\u5904\u7406\u5e8f\u5217\u6570\u636e\u7684\u4e3b\u6d41\u6a21\u578b\u3002<\/p>\n<div>\n<blockquote>\n<p><strong>\u6bd4\u55bb\uff1a\u6d41\u6c34\u8d26\u8bb0\u5f55\u5458\u4e0e\u667a\u80fd\u6863\u6848\u7ba1\u7406\u5458<\/strong><\/p>\n<p><strong>RNN<\/strong>\uff1a\u50cf\u6d41\u6c34\u8d26\u4e00\u6837\u4f20\u9012\u4fe1\u606f\uff0c\u4f20\u7edf\u7684RNN\u53ef\u4ee5\u88ab\u770b\u4f5c\u4e00\u4e2a\u201c\u6d41\u6c34\u8d26\u8bb0\u5f55\u5458\u201d\u3002\u6309\u987a\u5e8f\u5904\u7406\u6587\u672c\uff0c\u6bcf\u6b21\u5904\u7406\u4e00\u4e2a\u8bcd\uff0c\u5e76\u5c06\u5f53\u524d\u8bcd\u7684\u4fe1\u606f\u4e0e\u4e4b\u524d\u79ef\u7d2f\u7684\u4fe1\u606f\u7ed3\u5408\u8d77\u6765\uff0c\u4f20\u9012\u7ed9\u4e0b\u4e00\u6b65\u3002<\/p>\n<p><strong>LSTM<\/strong>\uff1a\u6709\u9009\u62e9\u5730\u201c\u8bb0\u4f4f\u201d\u548c\u201c\u5fd8\u8bb0\u201d\uff0cLSTM\u5f15\u5165\u4e86\u4e00\u79cd\u7cbe\u5de7\u7684\u201c\u95e8\u63a7\u673a\u5236\u201d\uff0c\u80fd\u50cf\u4e00\u4e2a\u201c\u667a\u80fd\u6863\u6848\u7ba1\u7406\u5458\u201d\u4e00\u6837\uff0c\u6709\u9009\u62e9\u5730\u201c\u8bb0\u4f4f\u201d\u6216\u201c\u5fd8\u8bb0\u201d\u4fe1\u606f\u3002LSTM\u7684\u5185\u90e8\u7ed3\u6784\u5305\u542b\u4e09\u4e2a\u5173\u952e\u7684\u201c\u95e8\u201d\uff1a\u9057\u5fd8\u95e8\u3001\u8f93\u5165\u95e8\u548c\u8f93\u51fa\u95e8\u3002<\/p>\n<\/blockquote>\n<h4><strong>\u6a21\u578b\u5bf9\u6bd4\uff1a\u4e0d\u540c\u8bb0\u5fc6\u673a\u5236\u7684\u4f18\u52a3<\/strong><\/h4>\n<table data-v-0909cf3c=\"\">\n<thead data-v-0909cf3c=\"\">\n<tr data-v-0909cf3c=\"\">\n<th align=\"left\" data-v-0909cf3c=\"\">\u7279\u6027<\/th>\n<th align=\"left\" data-v-0909cf3c=\"\">Transformer (\u6ce8\u610f\u529b\u673a\u5236)<\/th>\n<th align=\"left\" data-v-0909cf3c=\"\">LSTM (\u95e8\u63a7\u673a\u5236)<\/th>\n<th class=\"\" align=\"left\" data-v-0909cf3c=\"\">\u4f20\u7edfRNN<\/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=\"\">\u8bb0\u5fc6\u65b9\u5f0f<\/strong><\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">\u52a8\u6001\u3001\u5168\u5c40\u6ce8\u610f\u529b\uff0c\u5e76\u884c\u5904\u7406<\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">\u9009\u62e9\u6027\u8bb0\u5fc6\uff0c\u987a\u5e8f\u5904\u7406<\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">\u987a\u5e8f\u4f20\u9012\uff0c\u4fe1\u606f\u6613\u8870\u51cf<\/td>\n<\/tr>\n<tr data-v-0909cf3c=\"\">\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\"><strong class=\"\" data-v-0909cf3c=\"\">\u957f\u671f\u4f9d\u8d56<\/strong><\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\"><strong data-v-0909cf3c=\"\">\u4f18\u79c0<\/strong>\uff0c\u80fd\u76f4\u63a5\u6355\u6349\u4efb\u610f\u8ddd\u79bb\u7684\u8bcd\u95f4\u5173\u7cfb<\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\"><strong data-v-0909cf3c=\"\">\u826f\u597d<\/strong>\uff0c\u901a\u8fc7\u95e8\u63a7\u673a\u5236\u7f13\u89e3\u68af\u5ea6\u6d88\u5931<\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\"><strong data-v-0909cf3c=\"\">\u8f83\u5dee<\/strong>\uff0c\u6613\u53d7\u68af\u5ea6\u6d88\u5931\/\u7206\u70b8\u5f71\u54cd<\/td>\n<\/tr>\n<tr data-v-0909cf3c=\"\">\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\"><strong class=\"\" data-v-0909cf3c=\"\">\u5e76\u884c\u8ba1\u7b97<\/strong><\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\"><strong class=\"\" data-v-0909cf3c=\"\">\u9ad8\u6548<\/strong>\uff0c\u53ef\u540c\u65f6\u5904\u7406\u6574\u4e2a\u5e8f\u5217<\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\"><strong class=\"\" data-v-0909cf3c=\"\">\u4f4e\u6548<\/strong>\uff0c\u5fc5\u987b\u6309\u987a\u5e8f\u5904\u7406<\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\"><strong data-v-0909cf3c=\"\">\u4f4e\u6548<\/strong>\uff0c\u5fc5\u987b\u6309\u987a\u5e8f\u5904\u7406<\/td>\n<\/tr>\n<tr data-v-0909cf3c=\"\">\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\"><strong class=\"\" data-v-0909cf3c=\"\">\u8ba1\u7b97\u590d\u6742\u5ea6<\/strong><\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">\u4e0e\u5e8f\u5217\u957f\u5ea6\u7684\u5e73\u65b9\u6210\u6b63\u6bd4<\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">\u4e0e\u5e8f\u5217\u957f\u5ea6\u6210\u6b63\u6bd4<\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">\u4e0e\u5e8f\u5217\u957f\u5ea6\u6210\u6b63\u6bd4<\/td>\n<\/tr>\n<tr data-v-0909cf3c=\"\">\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\"><strong class=\"\" data-v-0909cf3c=\"\">\u6bd4\u55bb<\/strong><\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">\u767e\u79d1\u5168\u4e66\u5f0f\u7684\u5b66\u8005\uff0c\u5168\u5c40\u89c6\u91ce<\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">\u667a\u80fd\u6863\u6848\u7ba1\u7406\u5458\uff0c\u6709\u9009\u62e9\u5730\u5f52\u6863<\/td>\n<td class=\"\" align=\"left\" data-v-0909cf3c=\"\">\u6d41\u6c34\u8d26\u8bb0\u5f55\u5458\uff0c\u4fe1\u606f\u6613\u4e22\u5931<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<ul>\n<li><strong class=\"\">Transformer<\/strong>\uff1a\u51ed\u501f\u5176\u6ce8\u610f\u529b\u673a\u5236\uff0c\u5728\u201c\u8bb0\u5fc6\u201d\u957f\u671f\u4e0a\u4e0b\u6587\u65b9\u9762\u5177\u6709\u538b\u5012\u6027\u4f18\u52bf\u3002\u80fd\u5e76\u884c\u5904\u7406\u4fe1\u606f\uff0c\u76f4\u63a5\u8ba1\u7b97\u4efb\u610f\u4e24\u4e2a\u8bcd\u4e4b\u95f4\u7684\u5173\u8054\uff0c\u5728\u5904\u7406\u957f\u6587\u672c\u65f6\u65e2\u9ad8\u6548\u53c8\u51c6\u786e\u3002\u8ba1\u7b97\u590d\u6742\u5ea6\u8f83\u9ad8\uff0c\u5728\u5904\u7406\u6781\u957f\u5e8f\u5217\u65f6\u53ef\u80fd\u4f1a\u9762\u4e34\u6311\u6218\u3002<\/li>\n<li><strong>LSTM\uff1a<\/strong>\u901a\u8fc7\u5f15\u5165\u95e8\u63a7\u673a\u5236\uff0c\u663e\u8457\u6539\u5584\u4e86\u4f20\u7edfRNN\u7684\u957f\u671f\u4f9d\u8d56\u95ee\u9898\u3002\u80fd\u6709\u9009\u62e9\u5730\u8bb0\u5fc6\u548c\u9057\u5fd8\u4fe1\u606f\uff0c\u5728\u5904\u7406\u4e2d\u7b49\u957f\u5ea6\u7684\u5e8f\u5217\u65f6\u8868\u73b0\u826f\u597d\u3002\u987a\u5e8f\u5904\u7406\u7684\u7279\u6027\u9650\u5236\u4e86\u5176\u5e76\u884c\u8ba1\u7b97\u80fd\u529b\u3002<\/li>\n<li><strong class=\"\">\u4f20\u7edfRNN\uff1a<\/strong>\u7531\u4e8e\u5176\u7b80\u5355\u7684\u5faa\u73af\u7ed3\u6784\uff0c\u5728\u5904\u7406\u957f\u5e8f\u5217\u65f6\u5b58\u5728\u4e25\u91cd\u7684\u68af\u5ea6\u6d88\u5931\u95ee\u9898\uff0c\u5bfc\u81f4\u5176\u201c\u8bb0\u5fc6\u201d\u80fd\u529b\u975e\u5e38\u6709\u9650\uff0c\u76ee\u524d\u5df2\u57fa\u672c\u88abLSTM\u548cTransformer\u6240\u53d6\u4ee3\u3002<\/li>\n<\/ul>\n<h2 class=\"\">\u5b9e\u9645\u5e94\u7528\uff1a\u6a21\u578b\u5982\u4f55\u5229\u7528\u201c\u8bb0\u5fc6\u201d<\/h2>\n<h4><strong>\u5bf9\u8bdd\u8fde\u8d2f\u6027<\/strong><\/h4>\n<p>\u5728\u5bf9\u8bdd\u7cfb\u7edf\u4e2d\uff0c\u4fdd\u6301\u4e0a\u4e0b\u6587\u7684\u8fde\u8d2f\u6027\u662f\u8861\u91cf\u5176\u667a\u80fd\u6c34\u5e73\u7684\u5173\u952e\u6307\u6807\u4e4b\u4e00\u3002\u4e00\u4e2a\u5177\u5907\u826f\u597d\u201d\u8bb0\u5fc6\u201d\u80fd\u529b\u7684\u6a21\u578b\uff0c\u80fd\u7406\u89e3\u5bf9\u8bdd\u7684\u5386\u53f2\uff0c\u6839\u636e\u4e4b\u524d\u7684\u4ea4\u6d41\u5185\u5bb9\u751f\u6210\u76f8\u5173\u4e14\u4e00\u81f4\u7684\u56de\u590d\u3002<\/p>\n<ul>\n<li>\u7406\u89e3\u5bf9\u8bdd\u4e3b\u9898\u4e0e\u5386\u53f2\uff0c\u5904\u7406\u6307\u4ee3\u5173\u7cfb<\/li>\n<li>\u6839\u636e\u524d\u6587\u4fe1\u606f\u751f\u6210\u4e2a\u6027\u5316\u56de\u590d<\/li>\n<\/ul>\n<h4><strong>\u4e2a\u6027\u5316\u4f53\u9a8c<\/strong><\/h4>\n<p>\u4e00\u4e9b\u5148\u8fdb\u7684AI\u7cfb\u7edf\u5177\u5907\u8de8\u4f1a\u8bdd\u7684\u201d\u8bb0\u5fc6\u201d\u80fd\u529b\uff0c\u80fd\u8bb0\u4f4f\u7528\u6237\u7684\u957f\u671f\u504f\u597d\u548c\u4e60\u60ef\uff0c\u63d0\u4f9b\u66f4\u52a0\u4e2a\u6027\u5316\u7684\u670d\u52a1\u3002<\/p>\n<div class=\"space-y-4\">\n<div class=\"flex items-start\">\n<ul>\n<li class=\"text-sm text-secondary\">\u8de8\u4f1a\u8bdd\u8bb0\u5fc6\u7528\u6237\u4fe1\u606f<\/li>\n<li class=\"text-sm text-secondary\">\u63d0\u4f9b\u5b9a\u5236\u5316\u670d\u52a1\u4e0e\u5efa\u8bae<\/li>\n<\/ul>\n<h4><strong>\u77e5\u8bc6\u66f4\u65b0\uff1a\u7ed3\u5408\u65b0\u65e7\u4fe1\u606f<\/strong><\/h4>\n<ul>\n<li><strong>\u5b66\u4e60\u7528\u6237\u63d0\u4f9b\u7684\u65b0\u4e8b\u5b9e<\/strong>\uff1a\u7528\u6237\u5728\u4e0eAI\u4ea4\u4e92\u7684\u8fc7\u7a0b\u4e2d\uff0c\u53ef\u80fd\u4f1a\u63d0\u4f9b\u4e00\u4e9b\u6a21\u578b\u5728\u8bad\u7ec3\u65f6\u6ca1\u6709\u5b66\u5230\u7684\u65b0\u4fe1\u606f\u3002\u4e00\u4e2a\u5177\u5907\u826f\u597d\u201d\u8bb0\u5fc6\u201d\u80fd\u529b\u7684\u6a21\u578b\uff0c\u80fd\u5c06\u8fd9\u4e9b\u65b0\u4fe1\u606f\u6574\u5408\u5230\u81ea\u5df1\u7684\u77e5\u8bc6\u4f53\u7cfb\u4e2d\u3002<\/li>\n<\/ul>\n<blockquote>\n<p><strong>\u793a\u4f8b\uff1a<\/strong>\u5982\u679c\u6a21\u578b\u4e4b\u524d\u77e5\u9053\u67d0\u6b3e\u624b\u673a\u53ea\u6709\u9ed1\u8272\u548c\u767d\u8272\uff0c\u800c\u7528\u6237\u544a\u8bc9\u5b83\u201d\u8fd9\u6b3e\u624b\u673a\u65b0\u51fa\u4e86\u84dd\u8272\u7248\u672c\u201d\uff0c\u6a21\u578b\u5e94\u8be5\u80fd\u591f\u201d\u8bb0\u4f4f\u201d\u8fd9\u4e2a\u65b0\u4e8b\u5b9e\u3002<\/p>\n<\/blockquote>\n<ul>\n<li><strong>\u4fee\u6b63\u6216\u8865\u5145\u5df2\u6709\u77e5\u8bc6<\/strong>\uff1a\u9664\u4e86\u5b66\u4e60\u65b0\u4e8b\u5b9e\uff0c\u6a21\u578b\u8fd8\u53ef\u4ee5\u6839\u636e\u7528\u6237\u7684\u53cd\u9988\u6765\u4fee\u6b63\u6216\u8865\u5145\u81ea\u5df1\u5df2\u6709\u7684\u201d\u8bb0\u5fc6\u201d\uff0c\u8fd9\u5bf9\u4e8e\u63d0\u9ad8\u6a21\u578b\u7684\u51c6\u786e\u6027\u548c\u53ef\u9760\u6027\u81f3\u5173\u91cd\u8981\u3002<\/li>\n<\/ul>\n<blockquote>\n<p><strong>\u793a\u4f8b\uff1a<\/strong>\u5982\u679c\u6a21\u578b\u9519\u8bef\u5730\u8ba4\u4e3a\u67d0\u4e2a\u5386\u53f2\u4e8b\u4ef6\u53d1\u751f\u5728\u67d0\u4e00\u5e74\uff0c\u800c\u7528\u6237\u6307\u51fa\u4e86\u6b63\u786e\u7684\u5e74\u4efd\uff0c\u6a21\u578b\u5e94\u8be5\u80fd\u591f\u201d\u8bb0\u4f4f\u201d\u8fd9\u4e2a\u4fee\u6b63\u3002<\/p>\n<\/blockquote>\n<h2>\u7528\u6237\u4f53\u9a8c\uff1a\u5982\u4f55\u4e0e\u6a21\u578b\u7684\u201d\u8bb0\u5fc6\u201d\u4e92\u52a8<\/h2>\n<h4><strong>\u5e2e\u52a9\u6a21\u578b\u66f4\u597d\u5730\u201c\u8bb0\u4f4f\u201d<\/strong><\/h4>\n<\/p><\/div>\n<p>\ud83e\ude84<strong>\u660e\u786e\u6307\u4ee4<\/strong>\uff1a\u6700\u76f4\u63a5\u6709\u6548\u7684\u65b9\u6cd5\uff0c\u5c31\u662f\u76f4\u63a5\u5411\u6a21\u578b\u53d1\u51fa\u660e\u786e\u7684\u6307\u4ee4\uff0c\u8981\u6c42\u8bb0\u4f4f\u5173\u952e\u4fe1\u606f\u3002\u4f8b\u5982\uff0c\u6211\u4eec\u53ef\u4ee5\u5728\u5bf9\u8bdd\u4e2d\u660e\u786e\u5730\u8bf4\uff1a\u201c\u8bf7\u8bb0\u4f4f\uff0c\u6211\u559c\u6b22\u559d\u4e0d\u52a0\u7cd6\u7684\u5496\u5561\u3002\u201d\u6216\u8005\u201c\u6211\u7684\u751f\u65e5\u662f10\u670811\u65e5\uff0c\u8bf7\u8bb0\u4e0b\u6765\u3002\u201d\u8fd9\u79cd\u660e\u786e\u7684\u6307\u4ee4\uff0c\u53ef\u4ee5\u5e2e\u52a9\u6a21\u578b\u5feb\u901f\u8bc6\u522b\u51fa\u9700\u8981\u8bb0\u5fc6\u7684\u4fe1\u606f\uff0c\u5c06\u5176\u5b58\u50a8\u5230\u957f\u671f\u8bb0\u5fc6\u4e2d\u3002<\/p>\n<\/p><\/div>\n<p>\ud83e\ude84<strong>\u91cd\u590d\u5f3a\u8c03<\/strong>\uff1a\u53ef\u4ee5\u901a\u8fc7\u591a\u6b21\u63d0\u53ca\u5173\u952e\u4fe1\u606f\u6765\u5f3a\u5316\u6a21\u578b\u7684\u8bb0\u5fc6\u3002\u5f53\u67d0\u4e2a\u4fe1\u606f\u5728\u5bf9\u8bdd\u4e2d\u53cd\u590d\u51fa\u73b0\u65f6\uff0c\u6a21\u578b\u4f1a\u503e\u5411\u4e8e\u8ba4\u4e3a\u8fd9\u4e2a\u4fe1\u606f\u662f\u91cd\u8981\u7684\uff0c\u5c06\u5176\u5b58\u50a8\u5230\u957f\u671f\u8bb0\u5fc6\u4e2d\u3002\u4f8b\u5982\uff0c\u6211\u4eec\u53ef\u4ee5\u5728\u4e0d\u540c\u7684\u5bf9\u8bdd\u4e2d\u591a\u6b21\u63d0\u5230\u81ea\u5df1\u7684\u804c\u4e1a\u3001\u5174\u8da3\u7231\u597d\u7b49\u4fe1\u606f\u3002<\/p>\n<p>\ud83e\ude84<strong>\u7ed3\u6784\u5316\u8f93\u5165<\/strong>\uff1a\u4f7f\u7528\u6e05\u6670\u7684\u683c\u5f0f\u63d0\u4f9b\u4fe1\u606f\u53ef\u4ee5\u5e2e\u52a9\u6a21\u578b\u66f4\u597d\u5730\u7406\u89e3\u548c\u8bb0\u5fc6\u3002\u4f8b\u5982\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u5217\u8868\u3001\u8868\u683c\u6216\u952e\u503c\u5bf9\u7684\u5f62\u5f0f\u6765\u63d0\u4f9b\u4fe1\u606f\u3002\u201c\u6211\u7684\u4e2a\u4eba\u4fe1\u606f\u5982\u4e0b\uff1a\u59d3\u540d\uff1a\u5f20\u4e09\uff1b\u804c\u4e1a\uff1a\u5de5\u7a0b\u5e08\uff1b\u7231\u597d\uff1a\u9605\u8bfb\u3001\u65c5\u884c\u3002\u201d\u8fd9\u79cd\u7ed3\u6784\u5316\u7684\u8f93\u5165\u65b9\u5f0f\uff0c\u53ef\u4ee5\u964d\u4f4e\u6a21\u578b\u89e3\u6790\u4fe1\u606f\u7684\u96be\u5ea6\uff0c\u63d0\u9ad8\u8bb0\u5fc6\u7684\u51c6\u786e\u6027\u3002<\/p>\n<h4><strong>\u7ba1\u7406\u6a21\u578b\u7684\u201c\u8bb0\u5fc6\u201d<\/strong><\/h4>\n<p>\ud83e\ude84<strong>\u67e5\u770b\u4e0e\u7f16\u8f91\u8bb0\u5fc6<\/strong>\uff1a\u4e00\u4e9b\u5148\u8fdb\u7684AI\u6a21\u578b\uff08\u5982ChatGPT\uff09\u63d0\u4f9b\u4e86\u67e5\u770b\u548c\u7f16\u8f91\u8bb0\u5fc6\u7684\u529f\u80fd\u3002\u7528\u6237\u53ef\u4ee5\u968f\u65f6\u67e5\u770b\u6a21\u578b\u8bb0\u4f4f\u4e86\u54ea\u4e9b\u5173\u4e8e\u81ea\u5df1\u7684\u4fe1\u606f\uff0c\u5bf9\u5176\u8fdb\u884c\u4fee\u6539\u6216\u8865\u5145\u3002\u4f8b\u5982\uff0c\u5982\u679c\u6a21\u578b\u9519\u8bef\u5730\u8bb0\u4f4f\u4e86\u6211\u4eec\u7684\u751f\u65e5\uff0c\u6211\u4eec\u53ef\u4ee5\u624b\u52a8\u5c06\u5176\u66f4\u6b63\u3002<\/p>\n<p>\ud83e\ude84<strong>\u8981\u6c42\u6a21\u578b\u201c\u5fd8\u8bb0\u201d\u7279\u5b9a\u4fe1\u606f<\/strong>\uff1a\u5982\u679c\u6211\u4eec\u4e0d\u5e0c\u671b\u6a21\u578b\u8bb0\u4f4f\u67d0\u4e9b\u654f\u611f\u6216\u8fc7\u65f6\u7684\u4fe1\u606f\uff0c\u6211\u4eec\u53ef\u4ee5\u76f4\u63a5\u8981\u6c42\u6a21\u578b\u201c\u5fd8\u8bb0\u201d\u8fd9\u4e9b\u4fe1\u606f\u3002\u4f8b\u5982\uff0c\u6211\u4eec\u53ef\u4ee5\u8bf4\uff1a\u201c\u8bf7\u5fd8\u8bb0\u6211\u4e4b\u524d\u63d0\u5230\u7684\u6211\u7684\u5bb6\u5ead\u4f4f\u5740\u3002\u201d\u6216\u8005\u201c\u6211\u4e0d\u518d\u559c\u6b22\u6447\u6eda\u4e50\u4e86\uff0c\u8bf7\u66f4\u65b0\u6211\u7684\u504f\u597d\u3002\u201d<\/p>\n<p>\ud83e\ude84<strong>\u5f00\u542f\u6216\u5173\u95ed\u8bb0\u5fc6\u529f\u80fd<\/strong>\uff1a\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u6211\u4eec\u53ef\u80fd\u4e0d\u5e0c\u671b\u6a21\u578b\u8bb0\u4f4f\u4efb\u4f55\u5173\u4e8e\u81ea\u5df1\u7684\u4fe1\u606f\u3002\u53ef\u4ee5\u9009\u62e9\u5173\u95ed\u6a21\u578b\u7684\u8bb0\u5fc6\u529f\u80fd\u3002<\/p>\n<blockquote>\n<p><span style=\"color: #008000;\"><strong>\u7528\u6237\u4e92\u52a8\u6700\u4f73\u5b9e\u8df5<\/strong><\/span><\/p>\n<p><span class=\"text-secondary\">\u2705\u5728\u5bf9\u8bdd\u5f00\u59cb\u65f6\u63d0\u4f9b\u6e05\u6670\u7684\u80cc\u666f\u4fe1\u606f<\/span><\/p>\n<p><span class=\"text-secondary\">\u2705\u4f7f\u7528\u4e00\u81f4\u7684\u672f\u8bed\u548c\u8868\u8fbe\u65b9\u5f0f<\/span><\/p>\n<p><span class=\"text-secondary\">\u2705\u5b9a\u671f\u786e\u8ba4\u6a21\u578b\u662f\u5426\u7406\u89e3\u5173\u952e\u4fe1\u606f<\/span><\/p>\n<p><span class=\"text-secondary\">\u2705\u4e3b\u52a8\u7ba1\u7406\u8bb0\u5fc6\u5185\u5bb9\uff0c\u5b9a\u671f\u6e05\u7406\u8fc7\u65f6\u4fe1\u606f<\/span><\/p>\n<\/blockquote>\n<h2>\u957f\u671f\u8bb0\u5fc6\u7cfb\u7edf\uff1a\u8d85\u8d8a\u6a21\u578b\u672c\u8eab\u7684\u201d\u8bb0\u5fc6\u201d<\/h2>\n<p>\u901a\u8fc7\u5c06\u6a21\u578b\u7684\u8bb0\u5fc6\u80fd\u529b\u6269\u5c55\u5230\u5916\u90e8\u5b58\u50a8\uff0c\u5b9e\u73b0\u4e86\u66f4\u6301\u4e45\u3001\u66f4\u7075\u6d3b\u7684\u77e5\u8bc6\u7ba1\u7406\u3002\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u548c\u5411\u91cf\u6570\u636e\u5e93\u662f\u76ee\u524d\u5e94\u7528\u6700\u5e7f\u6cdb\u7684\u4e24\u79cd\u6280\u672f\u3002<\/p>\n<h4><strong>\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09<\/strong><\/h4>\n<p>\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08Retrieval-Augmented Generation\uff0cRAG\uff09\u662f\u4e00\u79cd\u5c06LLM\u4e0e\u5916\u90e8\u77e5\u8bc6\u5e93\u76f8\u7ed3\u5408\u7684\u6846\u67b6\uff0c\u89e3\u51b3LLM\u77e5\u8bc6\u9759\u6001\u548c\u5e7b\u89c9\u95ee\u9898\u3002<\/p>\n<ul>\n<li>\u5c06\u5916\u90e8\u77e5\u8bc6\u5e93\u8fdb\u884c\u5207\u5757\u5e76\u8f6c\u6362\u4e3a\u5411\u91cf<\/li>\n<li>\u5c06\u7528\u6237\u95ee\u9898\u4e5f\u8f6c\u6362\u4e3a\u5411\u91cf\u5e76\u8fdb\u884c\u76f8\u4f3c\u5ea6\u641c\u7d22<\/li>\n<li>\u7ed3\u5408\u68c0\u7d22\u5230\u7684\u4fe1\u606f\u751f\u6210\u6700\u7ec8\u7b54\u6848<\/li>\n<\/ul>\n<p>RAG\u7684\u5de5\u4f5c\u539f\u7406<\/p>\n<ul>\n<li class=\"paragraph\"><strong class=\"\">\u6570\u636e\u51c6\u5907\uff08\u79bb\u7ebf\uff09<\/strong> \uff1a\u5c06\u5916\u90e8\u7684\u77e5\u8bc6\u5e93\uff08\u5982\u6587\u6863\u3001\u7f51\u9875\u3001\u6570\u636e\u5e93\u7b49\uff09\u8fdb\u884c\u5207\u5757\uff0c\u7136\u540e\u4f7f\u7528\u4e00\u4e2a\u5d4c\u5165\u6a21\u578b\uff08Embedding Model\uff09\u5c06\u6bcf\u4e2a\u6587\u672c\u5757\u8f6c\u6362\u6210\u4e00\u4e2a\u9ad8\u7ef4\u7684\u5411\u91cf\uff08Vector\uff09\u3002\u8fd9\u4e9b\u5411\u91cf\u88ab\u5b58\u50a8\u5728\u4e00\u4e2a\u4e13\u95e8\u7684\u5411\u91cf\u6570\u636e\u5e93\u4e2d \u3002<\/li>\n<li class=\"paragraph\"><strong>\u5728\u7ebf\u68c0\u7d22<\/strong>\uff1a\u5f53\u7528\u6237\u63d0\u51fa\u4e00\u4e2a\u95ee\u9898\u65f6\uff0c\u7cfb\u7edf\u4f1a\u5148\u5c06\u8fd9\u4e2a\u95ee\u9898\u4e5f\u8f6c\u6362\u6210\u5411\u91cf\u3002<\/li>\n<li class=\"paragraph\"><strong>\u76f8\u4f3c\u5ea6\u641c\u7d22<\/strong>\uff1a\u5728\u5411\u91cf\u6570\u636e\u5e93\u4e2d\uff0c\u901a\u8fc7\u8ba1\u7b97\u95ee\u9898\u5411\u91cf\u4e0e\u6240\u6709\u5b58\u50a8\u5411\u91cf\u4e4b\u95f4\u7684\u76f8\u4f3c\u5ea6\uff0c\u627e\u5230\u4e0e\u95ee\u9898\u6700\u76f8\u5173\u7684\u51e0\u4e2a\u6587\u672c\u5757\u3002<\/li>\n<li class=\"paragraph\"><strong>\u589e\u5f3a\u751f\u6210<\/strong>\uff1a\u5c06\u539f\u59cb\u95ee\u9898\u548c\u68c0\u7d22\u5230\u7684\u6587\u672c\u5757\u4e00\u8d77\uff0c\u6253\u5305\u6210\u4e00\u4e2a\u65b0\u7684\u3001\u5185\u5bb9\u66f4\u4e30\u5bcc\u7684\u63d0\u793a\uff08Prompt\uff09\uff0c\u7136\u540e\u53d1\u9001\u7ed9LLM\uff0c\u8ba9\u5176\u57fa\u4e8e\u8fd9\u4e9b\u4fe1\u606f\u6765\u751f\u6210\u6700\u7ec8\u7684\u7b54\u6848\u3002<\/li>\n<\/ul>\n<p> <img decoding=\"async\" class=\"wp-image-60233 aligncenter\" src=\"https:\/\/ai-bot.cn\/wp-content\/uploads\/2025\/08\/model-memory-3.png\"  alt=\"\" width=\"737\" height=\"164\" \/> <\/p>\n<h4><strong>\u5411\u91cf\u6570\u636e\u5e93<\/strong><\/h4>\n<p>\u5411\u91cf\u6570\u636e\u5e93\u662f\u4e13\u95e8\u4e3a\u5b58\u50a8\u548c\u68c0\u7d22\u9ad8\u7ef4\u5411\u91cf\u800c\u8bbe\u8ba1\u7684\u6570\u636e\u5e93\u3002\u5728RAG\u7cfb\u7edf\u4e2d\uff0c\u6240\u6709\u7684\u6587\u672c\u4fe1\u606f\u90fd\u88ab\u8f6c\u6362\u6210\u5411\u91cf\u5f62\u5f0f\uff0c\u5e76\u5b58\u50a8\u5728\u5411\u91cf\u6570\u636e\u5e93\u4e2d\u3002<\/p>\n<p>\u4e3b\u8981\u5411\u91cf\u6570\u636e\u5e93\u4ea7\u54c1\uff0c\u5982Pinecone\u3001Weaviate\u3001Milvus\u7b49\uff0c\u4e3a\u6784\u5efa\u9ad8\u6548\u7684RAG\u7cfb\u7edf\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u652f\u6301\u3002<\/p>\n<h4><strong>\u63d2\u69fd\u5f0f\u8bb0\u5fc6<\/strong><\/h4>\n<p>\u63d2\u69fd\u5f0f\u8bb0\u5fc6\uff08Slot-based Memory\uff09\u662f\u4e00\u79cd\u66f4\u7ed3\u6784\u5316\u7684\u8bb0\u5fc6\u7ec4\u7ec7\u65b9\u5f0f\u3002\u5c06\u4fe1\u606f\u5b58\u50a8\u5728\u9884\u5b9a\u4e49\u7684\u201d\u63d2\u69fd\u201d\u6216\u201d\u5b57\u6bb5\u201d\u4e2d\uff0c\u6bcf\u4e2a\u63d2\u69fd\u5bf9\u5e94\u4e00\u4e2a\u7279\u5b9a\u7684\u5c5e\u6027\u3002<\/p>\n<p>\u8bb0\u5fc6\u7c7b\u578b<i><\/i>\uff1a\u8bb0\u5fc6\u7247\u6bb5 (MemoryNode)\uff1b<i><\/i>\u8bb0\u5fc6\u53d8\u91cf (\u952e\u503c\u5bf9)<\/p>\n<h2 class=\"\">\u603b\u7ed3<\/h2>\n<p>AI\u6a21\u578b\u7684\u201c\u8bb0\u5fc6\u201d\u5e76\u975e\u4eba\u7c7b\u8bb0\u5fc6\u7684\u590d\u5236\u54c1\uff0c\u662f\u4e00\u79cd\u57fa\u4e8e\u6570\u636e\u5b66\u4e60\u548c\u6a21\u5f0f\u8bc6\u522b\u7684\u590d\u6742\u529f\u80fd\u3002\u6838\u5fc3\u673a\u5236\u53ef\u4ee5\u6982\u62ec\u4e3a\u4ee5\u4e0b\u51e0\u70b9\uff1a<\/p>\n<ul>\n<li><strong>\u5b66\u4e60\u800c\u975e\u8bb0\u5fc6<\/strong>\uff1a\u6a21\u578b\u901a\u8fc7\u8bad\u7ec3\u8fc7\u7a0b\uff0c\u4ece\u6d77\u91cf\u6570\u636e\u4e2d\u5b66\u4e60\u7edf\u8ba1\u89c4\u5f8b\u548c\u5173\u8054\uff0c\u5e76\u5c06\u8fd9\u4e9b\u77e5\u8bc6\u7f16\u7801\u5230\u5176\u5185\u90e8\u53c2\u6570\u4e2d\u3002<\/li>\n<li><strong>\u77ed\u671f\u8bb0\u5fc6\uff08\u4e0a\u4e0b\u6587\u7a97\u53e3\uff09<\/strong> \uff1a\u6a21\u578b\u5728\u5355\u6b21\u5bf9\u8bdd\u4e2d\uff0c\u901a\u8fc7\u5176\u5185\u90e8\u67b6\u6784\uff08\u5982Transformer\u7684\u6ce8\u610f\u529b\u673a\u5236\uff09\u6765\u5904\u7406\u548c\u7ef4\u6301\u4e00\u4e2a\u6709\u9650\u957f\u5ea6\u7684\u4e0a\u4e0b\u6587\uff0c\u4ee5\u4fdd\u8bc1\u5bf9\u8bdd\u7684\u8fde\u8d2f\u6027\u3002<\/li>\n<li><strong>\u957f\u671f\u8bb0\u5fc6\uff08\u5916\u90e8\u7cfb\u7edf\uff09<\/strong> 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<\/p>\n<h2>\u672a\u6765\u53d1\u5c55\u8d8b\u52bf\uff1a\u66f4\u667a\u80fd\u3001\u66f4\u6301\u4e45\u7684\u8bb0\u5fc6<\/h2>\n<p>AI\u6a21\u578b\u7684\u201c\u8bb0\u5fc6\u201d\u80fd\u529b\u5c06\u671d\u7740\u66f4\u667a\u80fd\u3001\u66f4\u6301\u4e45\u3001\u66f4\u4eba\u6027\u5316\u7684\u65b9\u5411\u53d1\u5c55\u3002<\/p>\n<ul>\n<li><strong>\u52a8\u6001\u8bb0\u5fc6\u7ba1\u7406<\/strong>\uff1a\u672a\u6765\u7684\u8bb0\u5fc6\u7cfb\u7edf\u5c06\u4e0d\u4ec5\u4ec5\u662f\u9759\u6001\u7684\u5b58\u50a8\u5e93\uff0c\u80fd\u50cf\u4eba\u7c7b\u4e00\u6837\uff0c\u6839\u636e\u4fe1\u606f\u7684\u91cd\u8981\u6027\u3001\u65f6\u6548\u6027\u548c\u4f7f\u7528\u9891\u7387\uff0c\u52a8\u6001\u5730\u8fdb\u884c\u9057\u5fd8\u3001\u5f3a\u5316\u548c\u53cd\u601d\u3002<\/li>\n<li><strong>\u591a\u6a21\u6001\u8bb0\u5fc6<\/strong>\uff1a\u6a21\u578b\u7684\u8bb0\u5fc6\u5c06\u4e0d\u518d\u5c40\u9650\u4e8e\u6587\u672c\uff0c\u80fd\u6574\u5408\u56fe\u50cf\u3001\u58f0\u97f3\u3001\u89c6\u9891\u7b49\u591a\u79cd\u6a21\u6001\u7684\u4fe1\u606f\uff0c\u5f62\u6210\u66f4\u4e30\u5bcc\u3001\u66f4\u7acb\u4f53\u7684\u8bb0\u5fc6\u3002<\/li>\n<li><strong>\u4e2a\u6027\u5316\u8bb0\u5fc6\u6a21\u578b<\/strong>\uff1a\u672a\u6765\u7684AI\u53ef\u80fd\u4f1a\u4e3a\u6bcf\u4e2a\u7528\u6237\u6784\u5efa\u4e00\u4e2a\u4e13\u5c5e\u7684\u3001\u52a8\u6001\u6f14\u5316\u7684\u8bb0\u5fc6\u6a21\u578b\uff0c\u80fd\u6df1\u5ea6\u7406\u89e3\u7528\u6237\u7684\u4e2a\u4eba\u5386\u53f2\u3001\u60c5\u611f\u72b6\u6001\u548c\u8ba4\u77e5\u6a21\u5f0f\uff0c\u63d0\u4f9b\u524d\u6240\u672a\u6709\u7684\u4e2a\u6027\u5316\u670d\u52a1\u3002<\/li>\n<li><strong>\u53ef\u89e3\u91ca\u7684\u8bb0\u5fc6<\/strong>\uff1a\u7814\u7a76\u4eba\u5458\u5c06\u81f4\u529b\u4e8e\u63d0\u9ad8\u6a21\u578b\u8bb0\u5fc6\u8fc7\u7a0b\u7684\u53ef\u89e3\u91ca\u6027\uff0c\u8ba9\u7528\u6237\u80fd\u66f4\u6e05\u6670\u5730\u7406\u89e3\u6a21\u578b\u662f\u5982\u4f55\u201c\u8bb0\u4f4f\u201d\u548c\u201c\u9057\u5fd8\u201d\u4fe1\u606f\u7684\uff0c\u5efa\u7acb\u66f4\u6df1\u5c42\u6b21\u7684\u4fe1\u4efb\u3002<\/li>\n<\/ul>\n<p>\u968f\u7740\u8fd9\u4e9b\u6280\u672f\u7684\u4e0d\u65ad\u8fdb\u6b65\uff0cAI\u5c06\u4ece\u4e00\u4e2a\u88ab\u52a8\u7684\u5de5\u5177\uff0c\u9010\u6e10\u6f14\u53d8\u4e3a\u4e00\u4e2a\u80fd\u4e0e\u6211\u4eec\u5171\u540c\u6210\u957f\u3001\u5efa\u7acb\u957f\u671f\u5173\u7cfb\u7684\u667a\u80fd\u4f19\u4f34\u3002<\/p>","protected":false},"excerpt":{"rendered":"<p>AI\u6a21\u578b\u901a\u8fc7\u4e24\u79cd\u4e3b\u8981\u65b9\u5f0f\u201c\u8bb0\u4f4f\u201d\u957f\u671f\u4e0a\u4e0b\u6587\uff1a\u5185\u90e8\u8bb0\u5fc6\u548c\u5916\u90e8\u8bb0\u5fc6\u3002 \u5185\u90e8\u8bb0\u5fc6\u4f9d\u8d56\u4e8e\u6a21\u578b\u67b6\u6784\uff08\u5982Transformer\u7684\u6ce8\u610f\u529b\u673a\u5236\uff09\u5728\u5355\u6b21\u5bf9\u8bdd\u4e2d\u5904\u7406\u6709\u9650\u957f\u5ea6\u7684\u4fe1\u606f\uff0c\u88ab\u79f0\u4e3a\u201c\u4e0a\u4e0b\u6587\u7a97\u53e3\u201d\u3002 \u5916\u90e8\u8bb0\u5fc6\u901a\u8fc7\u5c06\u4fe1\u606f\u5b58\u50a8\u5728\u6a21\u578b\u4e4b\u5916\u7684\u6570\u636e\u5e93\uff08\u5982\u5411\u91cf\u6570\u636e\u5e93\uff09\u4e2d\uff0c\u5728\u9700\u8981\u65f6\u68c0\u7d22\uff0c\u5b9e\u73b0\u8de8\u8d8a\u591a\u6b21\u5bf9\u8bdd\u7684\u6301\u4e45\u5316\u8bb0\u5fc6\u3002\u7528\u6237\u53ef\u4ee5\u901a\u8fc7\u660e\u786e\u6307\u4ee4\u3001\u7ed3\u6784\u5316\u8f93\u5165\u7b49\u65b9\u5f0f\u5e2e\u52a9\u6a21\u578b\u66f4\u597d\u5730\u201c\u8bb0\u4f4f\u201d\u5173\u952e\u4fe1\u606f\uff0c\u901a\u8fc7\u7ba1\u7406\u8bb0\u5fc6\u529f\u80fd\u6765\u63a7\u5236\u6a21\u578b\u7684\u201c\u9057\u5fd8\u201d\u3002 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