{"id":756963,"date":"2026-03-28T12:36:35","date_gmt":"2026-03-28T04:36:35","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=756963"},"modified":"2026-03-28T12:36:35","modified_gmt":"2026-03-28T04:36:35","slug":"rag%e7%a5%9e%e8%af%9d%e7%a0%b4%e7%81%ad%ef%bc%9f%e6%96%af%e5%9d%a6%e7%a6%8f%e9%a1%b6%e5%b0%96%e5%9b%a2%e9%98%9f%e6%96%b0%e7%a0%94%e7%a9%b6%ef%bc%9a%e5%90%88%e6%88%90%e6%95%b0%e6%8d%ae%e8%ae%ad","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=756963","title":{"rendered":"RAG\u795e\u8bdd\u7834\u706d\uff1f\u65af\u5766\u798f\u9876\u5c16\u56e2\u961f\u65b0\u7814\u7a76\uff1a\u5408\u6210\u6570\u636e\u8bad\u7ec3\u6548\u679c\u53cd\u8d85\uff0c\u6210\u672c\u5927\u964d"},"content":{"rendered":"

\"RAG\u795e\u8bdd\u7834\u706d\uff1f\u65af\u5766\u798f\u9876\u5c16\u56e2\u961f\u65b0\u7814\u7a76\uff1a\u5408\u6210\u6570\u636e\u8bad\u7ec3\u6548\u679c\u53cd\u8d85\uff0c\u6210\u672c\u5927\u964d\"<\/p>\n

\u5728\u5927\u6a21\u578b\u5546\u4e1a\u5316\u843d\u5730\u7684\u8fdb\u7a0b\u4e2d\uff0c\u533b\u7597\u3001\u91d1\u878d\u7b49\u9ad8\u7cbe\u5c16\u5782\u76f4\u9886\u57df\uff0c\u59cb\u7ec8\u9762\u4e34\u7740\u4e00\u4e2a\u6838\u5fc3\u96be\u9898\uff1a\u65e2\u8981\u4e25\u63a7\u56de\u7b54\u51c6\u786e\u7387\u3001\u675c\u7eddAI\u5e7b\u89c9\uff0c\u53c8\u8981\u63a7\u5236\u90e8\u7f72\u6210\u672c\uff0c\u9002\u914d\u66f4\u591a\u5b9e\u9645\u5e94\u7528\u573a\u666f\u3002\u957f\u671f\u4ee5\u6765\uff0c\u4e1a\u5185\u65e9\u5df2\u5f62\u6210\u5b9a\u8bba\uff0c\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u662f\u7834\u89e3\u8fd9\u4e00\u96be\u9898\u7684\u6700\u4f18\u65b9\u6848\uff0c\u751a\u81f3\u6210\u4e3a\u884c\u4e1a\u9ed8\u8ba4\u7684\u6807\u51c6\u7b54\u6848\u3002<\/p>\n

\u76f4\u52302026\u5e743\u6708\uff0c\u4e00\u652f\u96c6\u7ed3\u4e86\u5168\u7403\u9876\u5c16\u9662\u6821\u529b\u91cf\u7684\u79d1\u7814\u56e2\u961f\uff0c\u7528\u4e00\u9879\u91cd\u78c5\u7814\u7a76\u6210\u679c\uff0c\u5f7b\u5e95\u6253\u7834\u4e86\u8fd9\u4e00\u56fa\u5316\u683c\u5c40\u3002<\/p>\n

\u65af\u5766\u798f\u5927\u5b66\u6559\u6388\u3001NLP\u9886\u57df\u9876\u7ea7\u5b66\u8005\u3001\u9ea6\u514b\u963f\u745f\u5929\u624d\u5956\u5f97\u4e3b\u3001\u5927\u6a21\u578b\u5e38\u8bc6\u63a8\u7406\u4e0e\u5bf9\u9f50\u9886\u57df\u9886\u519b\u4eba\u7269Yejin Choi<\/strong>\uff0c\u8054\u5408\u65af\u5766\u798f\u5927\u5b66\u526f\u6559\u6388James Zou<\/strong>\uff0c\u5e26\u9886\u6765\u81ea\u65af\u5766\u798f\u5927\u5b66\u7684Seungju Han\u3001Konwoo Kim\u3001Suhas Kotha<\/strong>\u3001\u9ebb\u7701\u7406\u5de5\u5b66\u9662\uff08MIT\uff09\u7684Chanwoo Park<\/strong>\u3001\u534e\u76db\u987f\u5927\u5b66\u7684Benjamin Newman\u3001Jaehun Jung<\/strong>\u591a\u4f4d\u9752\u5e74\u79d1\u7814\u9aa8\u5e72\uff0c\u5728arXiv\u5e73\u53f0\u53d1\u5e03\u6700\u65b0\u8bba\u6587\u300aSynthetic Mixed Training: Scaling Parametric Knowledge Acquisition Beyond RAG<\/strong>\u300b\uff0c\u7528\u4e25\u8c28\u8be6\u5b9e\u7684\u5b9e\u9a8c\u6570\u636e\uff0c\u5b8c\u6210\u4e86\u4e00\u6b21\u5bf9\u4f20\u7edf\u6280\u672f\u8def\u7ebf\u7684\u98a0\u8986\u3002<\/p>\n

\u8fd9\u652f\u79d1\u7814\u68a6\u4e4b\u961f\uff0c\u5728\u5927\u91cf\u5bf9\u7167\u5b9e\u9a8c\u4e2d\uff0c\u63ed\u5f00\u4e86\u4e00\u4e2a\u88ab\u884c\u4e1a\u957f\u671f\u5ffd\u89c6\u7684\u771f\u76f8\uff1a<\/p>\n

\n

\u4f20\u7edf\u5408\u6210\u6570\u636e\u6548\u679c\u4e0d\u53caRAG\uff0c\u4ece\u6765\u4e0d\u662f\u6570\u636e\u672c\u8eab\u5b58\u5728\u7f3a\u9677\uff0c\u800c\u662f\u4f7f\u7528\u65b9\u5f0f\u5b58\u5728\u8bef\u533a<\/strong>\u3002<\/p>\n<\/blockquote>\n

\u8be5\u7814\u7a76\u901a\u8fc7\u6539\u826f\u8bad\u7ec3\u6a21\u5f0f\u3001\u4f18\u5316\u6570\u636e\u914d\u6bd4\uff0c\u56e2\u961f\u6210\u529f\u76d8\u6d3b\u5408\u6210\u6570\u636e\u6f5c\u529b\uff0c\u5b9e\u73b0\u4e86\u5bf9\u4e3b\u6d41RAG\u65b9\u6848\u7684\u53cd\u8d85\uff0c\u4e3a\u5927\u6a21\u578b\u5782\u76f4\u9886\u57df\u9002\u914d\uff0c\u5f00\u8f9f\u4e86\u4e00\u6761\u4f4e\u6210\u672c\u3001\u9ad8\u6548\u7387\u7684\u5168\u65b0\u8def\u5f84\u3002<\/p>\n

\"RAG\u795e\u8bdd\u7834\u706d\uff1f\u65af\u5766\u798f\u9876\u5c16\u56e2\u961f\u65b0\u7814\u7a76\uff1a\u5408\u6210\u6570\u636e\u8bad\u7ec3\u6548\u679c\u53cd\u8d85\uff0c\u6210\u672c\u5927\u964d\"<\/p>\n

\u88ab\u4f4e\u4f30\u7684\u5408\u6210\u6570\u636e\uff1a\u5e38\u5e74\u6ca6\u4e3a\u914d\u89d2\uff0c\u5e76\u975e\u80fd\u529b\u4e0d\u8db3<\/strong><\/h2>\n

\u8c08\u53ca\u5927\u6a21\u578b\u843d\u5730\u5782\u76f4\u9886\u57df\uff0cRAG\u6280\u672f\u65e9\u5df2\u5360\u636e\u4e0d\u53ef\u64bc\u52a8\u7684\u5730\u4f4d\u3002\u901a\u4fd7\u6765\u8bb2\uff0cRAG\u5c31\u50cf\u662f\u4e3a\u5927\u6a21\u578b\u914d\u5907\u4e86\u4e00\u5ea7\u968f\u8eab\u5916\u90e8\u77e5\u8bc6\u5e93\uff0c\u9047\u5230\u6a21\u7cca\u4e0d\u6e05\u7684\u95ee\u9898\u3001\u4e13\u4e1a\u6027\u6781\u5f3a\u7684\u77e5\u8bc6\u70b9\uff0c\u6a21\u578b\u65e0\u9700\u4f9d\u8d56\u81ea\u8eab\u6709\u9650\u7684\u9884\u8bad\u7ec3\u8bb0\u5fc6\uff0c\u800c\u662f\u5b9e\u65f6\u68c0\u7d22\u5916\u90e8\u8d44\u6599\uff0c\u8fb9\u67e5\u8bc1\u8fb9\u4f5c\u7b54\uff0c\u6700\u5927\u9650\u5ea6\u964d\u4f4e\u5e7b\u89c9\u51fa\u9519\u7387\uff0c\u8fd9\u4e5f\u662f\u5b83\u80fd\u7262\u7262\u5360\u636e\u91d1\u878d\u3001\u533b\u7597\u7b49\u9ad8\u7cbe\u51c6\u5ea6\u8d5b\u9053\u7684\u6838\u5fc3\u539f\u56e0\u3002<\/p>\n

\u4e0e\u4e4b\u76f8\u5bf9\uff0c\u5408\u6210\u6570\u636e\u8bad\u7ec3\uff0c\u4e00\u76f4\u88ab\u89c6\u4f5cRAG\u7684\u8f85\u52a9\u624b\u6bb5\u3002\u4e1a\u5185\u666e\u904d\u8ba4\u4e3a\uff0c\u4f9d\u9760\u5408\u6210\u6570\u636e\u5fae\u8c03\u7684\u6a21\u578b\uff0c\u77e5\u8bc6\u50a8\u5907\u6709\u9650\u3001\u6027\u80fd\u63d0\u5347\u5b58\u5728\u5929\u82b1\u677f\uff0c\u5373\u4fbf\u5927\u91cf\u5806\u780c\u6570\u636e\u3001\u66f4\u6362\u66f4\u5f3a\u7684\u751f\u6210\u6a21\u578b\uff0c\u6548\u679c\u4e5f\u59cb\u7ec8\u65e0\u6cd5\u8d76\u8d85RAG\uff0c\u4e24\u8005\u4e4b\u95f4\u4eff\u4f5b\u5b58\u5728\u4e00\u9053\u96be\u4ee5\u903e\u8d8a\u7684\u9e3f\u6c9f\u3002<\/p>\n

\u8fd9\u652f\u9876\u5c16\u56e2\u961f\u6700\u521d\u4e5f\u906d\u9047\u4e86\u540c\u6837\u7684\u74f6\u9888\u3002\u5728\u591a\u8f6e\u6d4b\u8bd5\u4e2d\uff0c\u5355\u7eaf\u4f7f\u7528\u5408\u6210\u95ee\u7b54\u5bf9\u3001\u6216\u662f\u4ec5\u7528\u5408\u6210\u6587\u6863\u8bad\u7ec3\u6a21\u578b\uff0c\u6027\u80fd\u63d0\u5347\u90fd\u6781\u4e3a\u7f13\u6162\uff0c\u5373\u4fbf\u52a0\u5927\u6570\u636e\u6295\u653e\u91cf\uff0c\u6548\u679c\u4e5f\u4f1a\u5feb\u901f\u89e6\u9876\uff0c\u751a\u81f3\u6bd4\u6210\u719fRAG\u65b9\u6848\u4f4e4.6%\u3002<\/p>\n

\u7ecf\u8fc7\u53cd\u590d\u590d\u76d8\u5b9e\u9a8c\uff0c\u56e2\u961f\u7ec8\u4e8e\u627e\u51c6\u4e86\u95ee\u9898\u75c7\u7ed3\uff1a<\/p>\n

\n

\u5355\u4e00\u7c7b\u578b\u7684\u5408\u6210\u6570\u636e\u8bad\u7ec3\uff0c\u53ea\u80fd\u8ba9\u6a21\u578b\u4e60\u5f97\u7247\u9762\u80fd\u529b\uff0c\u65e0\u6cd5\u5b9e\u73b0\u77e5\u8bc6\u4e0e\u80fd\u529b\u7684\u878d\u5408\u3002<\/p>\n

\u5408\u6210\u95ee\u7b54\u5bf9\u64c5\u957f\u8bad\u7ec3\u6a21\u578b\u7684\u63a8\u7406\u903b\u8f91\u3001\u77e5\u8bc6\u8c03\u7528\u6280\u5de7\uff0c\u5374\u65e0\u6cd5\u8ba9\u6a21\u578b\u7262\u7262\u638c\u63e1\u4e13\u4e1a\u7ec6\u8282\uff1b<\/p>\n

\u5408\u6210\u6587\u6863\u80fd\u586b\u5145\u5782\u76f4\u9886\u57df\u5e72\u8d27\uff0c\u5374\u96be\u4ee5\u6559\u4f1a\u6a21\u578b\u7075\u6d3b\u8fd0\u7528\u77e5\u8bc6\u3002\u4e8c\u8005\u5355\u6253\u72ec\u6597\uff0c\u81ea\u7136\u65e0\u6cd5\u7a81\u7834\u6027\u80fd\u4e0a\u9650\u3002<\/p>\n<\/blockquote>\n

\u9488\u5bf9\u8fd9\u4e00\u6838\u5fc3\u77ed\u677f\uff0c\u56e2\u961f\u5f7b\u5e95\u6452\u5f03\u4f20\u7edf\u5355\u4e00\u8bad\u7ec3\u6a21\u5f0f\uff0c\u63d0\u51fa\u4e24\u5927\u5173\u952e\u6539\u826f\u7b56\u7565<\/a>——\u5408\u6210\u6df7\u5408\u8bad\u7ec3\uff08SMT\uff0cSynthetic Mixed Training\uff09<\/strong>\u4e0e\u805a\u7126\u91cd\u5199\uff08Focal Rewriting\uff09<\/strong>\uff0c\u5f7b\u5e95\u91ca\u653e\u4e86\u5408\u6210\u6570\u636e\u7684\u6f5c\u529b\u3002<\/p>\n

SMT\u5b9e\u73b0\u7834\u5c40\uff1a\u8ba9AI\u4ece“\u5f00\u5377\u67e5\u8d44\u6599”\u8f6c\u5411“\u95ed\u5377\u8bb0\u77e5\u8bc6”<\/strong><\/h2>\n

\u5982\u679c\u628aRAG\u6bd4\u4f5c\u5f00\u5377\u8003\u8bd5\uff0c\u5141\u8bb8\u968f\u65f6\u7ffb\u9605\u8d44\u6599\u4f5c\u7b54\uff0c\u90a3\u4e48SMT\u5408\u6210\u6df7\u5408\u8bad\u7ec3\uff0c\u5c31\u662f\u8ba9AI\u5728\u8bad\u7ec3\u9636\u6bb5\u5b8c\u6210\u7cfb\u7edf\u5b66\u4e60\uff0c\u628a\u77e5\u8bc6\u70b9\u5185\u5316\u6210\u672c\u8eab\u8bb0\u5fc6\uff0c\u4f9d\u9760\u81ea\u8eab\u5b9e\u529b\u5e94\u5bf9\u5404\u7c7b\u95ee\u9898\u3002<\/p>\n

SMT\u7684\u6838\u5fc3\u903b\u8f91\u7b80\u6d01\u5374\u76f4\u51fb\u8981\u5bb3\uff1a\u5c06\u5408\u6210\u95ee\u7b54\u5bf9\u4e0e\u5408\u6210\u6587\u6863\u63091:1\u6bd4\u4f8b\u6df7\u5408\uff0c\u5171\u540c\u7528\u4e8e\u6a21\u578b\u5fae\u8c03\u8bad\u7ec3<\/strong>\u3002<\/p>\n

\u4e24\u7c7b\u6570\u636e\u5f62\u6210\u5b8c\u7f8e\u4e92\u8865\uff0c\u95ee\u7b54\u5bf9\u8d1f\u8d23\u9524\u70bc\u6a21\u578b\u7684\u63a8\u7406\u80fd\u529b\u3001\u89e3\u9898\u601d\u8def\uff0c\u6587\u6863\u8d1f\u8d23\u704c\u8f93\u4e13\u4e1a\u9886\u57df\u77e5\u8bc6\uff0c\u8ba9AI\u65e2\u61c2\u903b\u8f91\u65b9\u6cd5\uff0c\u53c8\u6709\u624e\u5b9e\u50a8\u5907\uff0c\u6446\u8131\u7247\u9762\u5b66\u4e60\u7684\u5c40\u9650\u3002<\/p>\n

\u4e3a\u4e86\u8fdb\u4e00\u6b65\u63d0\u5347\u8bad\u7ec3\u6548\u7387\uff0c\u907f\u514d\u6a21\u578b\u8017\u8d39\u7cbe\u529b\u5728\u5197\u4f59\u3001\u91cd\u590d\u7684\u65e0\u6548\u4fe1\u606f\u4e0a\uff0c\u56e2\u961f\u8fd8\u914d\u5957\u63a8\u51fa\u805a\u7126\u91cd\u5199\u6280\u672f\u3002\u8fd9\u9879\u6280\u672f\u76f8\u5f53\u4e8e\u4e3aAI\u5212\u5b9a\u6838\u5fc3\u8003\u70b9\uff0c\u5f15\u5bfc\u751f\u6210\u7684\u6587\u6863\u7d27\u6263\u5173\u952e\u95ee\u9898\u5c55\u5f00\uff0c\u5254\u9664\u65e0\u5173\u5185\u5bb9\uff0c\u8ba9\u6a21\u578b\u96c6\u4e2d\u5438\u6536\u9ad8\u4ef7\u503c\u77e5\u8bc6\u70b9\uff0c\u5927\u5e45\u63d0\u5347\u5b66\u4e60\u6548\u7387\u3002<\/p>\n

\"RAG\u795e\u8bdd\u7834\u706d\uff1f\u65af\u5766\u798f\u9876\u5c16\u56e2\u961f\u65b0\u7814\u7a76\uff1a\u5408\u6210\u6570\u636e\u8bad\u7ec3\u6548\u679c\u53cd\u8d85\uff0c\u6210\u672c\u5927\u964d\"<\/p>\n

\u8fd9\u5957\u7ec4\u5408\u7b56\u7565\uff0c\u4ea4\u51fa\u4e86\u4eae\u773c\u7684\u6210\u7ee9\u5355\u3002\u8bba\u6587\u5b9e\u9a8c\u6570\u636e\u663e\u793a\uff0c\u5728\u957f\u6587\u672c\u7406\u89e3\uff08QuALITY\uff09\u3001\u533b\u7597\u4e13\u4e1a\u95ee\u7b54\uff08LongHealth\uff09\u3001\u91d1\u878d\u5206\u6790\u7814\u5224\uff08FinanceBench\uff09\u4e09\u5927\u6743\u5a01\u6d4b\u8bd5\u573a\u666f\u4e2d\uff0c\u901a\u8fc7SMT\u4e0eFocal Rewriting\u7ec4\u5408\u7b56\u7565\u5fae\u8c03\u7684\u6a21\u578b\uff0c\u5b9e\u73b0\u4e86\u5bf9\u4f20\u7edfRAG\u7684\u8d85\u8d8a\uff0c\u5728QuaLITY\u6570\u636e\u96c6\u4e0a\u9886\u5148\u5e45\u5ea6\u9ad8\u8fbe4.4%\u3002\u66f4\u5177\u5b9e\u7528\u4ef7\u503c\u7684\u662f\uff0c\u5c06SMT\u8bad\u7ec3\u540e\u7684\u6a21\u578b\u4e0eRAG\u7ed3\u5408\u4f7f\u7528\uff0c\u6027\u80fd\u53ef\u5728\u539f\u6709\u57fa\u7840\u4e0a\u518d\u63d0\u53479.1%\uff0c\u5b9e\u73b0\u53cc\u91cd\u589e\u6548\u3002<\/p>\n

\"RAG\u795e\u8bdd\u7834\u706d\uff1f\u65af\u5766\u798f\u9876\u5c16\u56e2\u961f\u65b0\u7814\u7a76\uff1a\u5408\u6210\u6570\u636e\u8bad\u7ec3\u6548\u679c\u53cd\u8d85\uff0c\u6210\u672c\u5927\u964d\"<\/p>\n

\"RAG\u795e\u8bdd\u7834\u706d\uff1f\u65af\u5766\u798f\u9876\u5c16\u56e2\u961f\u65b0\u7814\u7a76\uff1a\u5408\u6210\u6570\u636e\u8bad\u7ec3\u6548\u679c\u53cd\u8d85\uff0c\u6210\u672c\u5927\u964d\"<\/p>\n

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\"RAG\u795e\u8bdd\u7834\u706d\uff1f\u65af\u5766\u798f\u9876\u5c16\u56e2\u961f\u65b0\u7814\u7a76\uff1a\u5408\u6210\u6570\u636e\u8bad\u7ec3\u6548\u679c\u53cd\u8d85\uff0c\u6210\u672c\u5927\u964d\"<\/p>\n

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Yejin Choi\u56e2\u961f\u7684\u8fd9\u9879\u7814\u7a76\uff0c\u4e0d\u4ec5\u63a8\u7ffb\u4e86“\u5408\u6210\u6570\u636e\u5f31\u4e8eRAG”\u7684\u884c\u4e1a\u5171\u8bc6\uff0c\u66f4\u4e3a\u884c\u4e1a\u6307\u660e\u4e86\u65b0\u65b9\u5411\uff1a\u6bd4\u8d77\u5806\u780c\u53c2\u6570\u3001\u6bd4\u62fc\u7b97\u529b\uff0c\u6253\u78e8\u6570\u636e\u8d28\u91cf\u3001\u4f18\u5316\u8bad\u7ec3\u6a21\u5f0f\uff0c\u624d\u662f\u672a\u6765\u7ade\u4e89\u7684\u6838\u5fc3\u7740\u529b\u70b9\u3002<\/p>\n

\u5bf9\u4e8e\u4f01\u4e1a\u800c\u8a00\uff0c\u6df1\u8015\u9ad8\u8d28\u91cf\u5408\u6210\u6570\u636e\u3001\u5e03\u5c40\u9ad8\u6548\u8bad\u7ec3\u65b9\u6cd5\uff0c\u5c06\u6210\u4e3a\u4e0b\u4e00\u9636\u6bb5\u62a2\u5360\u5e02\u573a\u7684\u6838\u5fc3\u7ade\u4e89\u529b\u3002\u5bf9\u4e8e\u6574\u4e2a\u884c\u4e1a\u6765\u8bf4\uff0c\u591a\u5143\u6280\u672f\u8def\u7ebf\u5e76\u884c\u878d\u5408\uff0c\u5c06\u63a8\u52a8\u5927\u6a21\u578b\u843d\u5730\u66f4\u7075\u6d3b\u3001\u6210\u672c\u66f4\u4eb2\u6c11\u3001\u5e94\u7528\u66f4\u5e7f\u6cdb\uff0c\u5f7b\u5e95\u544a\u522b\u7c97\u653e\u5185\u5377\uff0c\u8fc8\u5411\u6548\u7387\u4e0e\u8d28\u91cf\u5e76\u91cd\u7684\u9ad8\u8d28\u91cf\u53d1\u5c55\u65f6\u4ee3\u3002<\/p>\n

\uff08\u672c\u6587\u9996\u53d1\u949b\u5a92\u4f53<\/a>APP\uff0c\u4f5c\u8005 | \u7845\u8c37<\/a>Tech-news\uff0c\u7f16\u8f91 | \u8d75\u8679\u5b87\uff09<\/p>\n

(\u6765\u6e90\uff1a\u949b\u5a92\u4f53)<\/p>\n","protected":false},"excerpt":{"rendered":"

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