\u4e3a\u5efa\u7acb\u4e25\u683c\u7684\u8bc4\u4f30\u4f53\u7cfb\uff0c\u5b66\u672f\u754c\u63d0\u51fa\u4e86 BRIGHT\u2014\u2014 \u9996\u4e2a\u9762\u5411\u63a8\u7406\u5bc6\u96c6\u578b\u68c0\u7d22\u7684\u6743\u5a01\u6d4b\u8bd5\u96c6\u3002\u8be5\u57fa\u51c6\u6db5\u76d6\u4e86\u6e90\u81ea\u7ecf\u6d4e\u5b66\u3001\u5fc3\u7406\u5b66\u3001\u6570\u5b66\u53ca\u7f16\u7a0b\u7b49\u591a\u4e2a\u77e5\u8bc6\u5bc6\u96c6\u578b\u9886\u57df\u7684\u771f\u5b9e\u67e5\u8be2\u3002\u8fd9\u4e9b\u67e5\u8be2\u7684\u5171\u6027\u5728\u4e8e\u5176\u7b54\u6848\u65e0\u6cd5\u901a\u8fc7\u4f20\u7edf\u7684\u76f4\u63a5\u68c0\u7d22\u663e\u5f0f\u83b7\u5f97\uff0c\u4f7f\u5f97\u5f88\u591a RAG \u7cfb\u7edf\u5931\u6548\u3002\u800c BRIGHT \u5fc5\u987b\u901a\u8fc7\u591a\u6b65\u63a8\u7406\u6784\u5efa\u8bc1\u636e\u94fe\uff0c\u4e5f\u5c31\u662f\u6240\u8c13\u7684\u300c\u7b2c\u4e00\u6027\u539f\u7406\u300d\uff0c \u4ece \u300c\u6839\u6e90\u300d \u63a8\u5bfc\uff0c\u800c\u975e \u300c\u7c7b\u6bd4\u300d\u6765\u89e3\u51b3\u95ee\u9898\u3002<\/p>\n\n\n\n
\u9488\u5bf9\u8fd9\u4e00\u6280\u672f\u6311\u6218\uff0c\u8682\u8681\u96c6\u56e2 AQ-MedAI \u56e2\u961f\u63d0\u51fa\u4e86 DIVER\uff08Deep reasonIng retrieVal and rERanking\uff09 \u6846\u67b6\uff0c\u65e8\u5728\u89e3\u51b3\u300c\u63a8\u7406\u5bc6\u96c6\u578b\u300d\uff08Reasoning-Intensive\uff09\u573a\u666f\u4e0b\u7684\u4fe1\u606f\u68c0\u7d22\u96be\u9898\u3002<\/p>\n\n\n\n
- \n
- \u8bba\u6587\u6807\u9898\uff1aDIVER: A Multi-Stage Approach for Reasoning-intensive Information Retrieval<\/li>\n\n\n\n
- arXiv \u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2508.07995<\/li>\n\n\n\n
- \u4ee3\u7801\u4e0e\u6a21\u578b\u5f00\u6e90\u5730\u5740\uff1a<\/li>\n\n\n\n
- https:\/\/github.com\/AQ-MedAI\/DIVER<\/li>\n\n\n\n
- https:\/\/huggingface.co\/AQ-MedAI\/DIVER-Retriever-4B<\/li>\n\n\n\n
- https:\/\/huggingface.co\/AQ-MedAI\/Diver-Retriever-0.6B<\/li>\n<\/ul>\n\n\n\n
\u76ee\u524d\uff0cDIVER \u6846\u67b6\u5728 BRIGHT \u516c\u5f00\u6392\u884c\u699c\u4e0a\u6d4b\u8bc4\u5f97\u5206 45.8\uff0c\u6392\u540d\u7b2c\u4e00\uff0c\u5145\u5206\u9a8c\u8bc1\u4e86\u5176\u6280\u672f\u7684\u9886\u5148\u6027\u3002<\/p>\n\n\n\n
![\"\"](\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-358-1024x610.jpg\")
<\/figure>\n\n\n\nDIVER\uff1a\u63a8\u7406\u9a71\u52a8\u5f0f\u68c0\u7d22\u7cfb\u7edf<\/strong><\/p>\n\n\n\n
DIVER \u662f\u4e00\u5957\u63a8\u7406\u9a71\u52a8\u5f0f\u7684\u68c0\u7d22\u6846\u67b6\uff0c\u5176\u5c06\u590d\u6742\u7684\u68c0\u7d22\u4efb\u52a1\u5206\u89e3\u4e3a\u56db\u4e2a\u9636\u6bb5\uff0c\u4e3b\u8981\u4e3a DIVER-DChunk\u3001DIVER-QExpand\u3001DIVER-Retriever \u548c DIVER-RERANK\u3002<\/p>\n\n\n\n
![\"\"](\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-360-1024x563.jpg\")
<\/figure>\n\n\n\nDIVER\uff1a\u6280\u672f\u67b6\u6784\u6df1\u5ea6\u62c6\u89e3<\/strong><\/p>\n\n\n\n
\u7b2c\u4e00\u9636\u6bb5\uff1a\u6587\u6863\u9884\u5904\u7406\uff08DIVER-DChunk\uff09\u2014\u2014 \u5960\u5b9a\u575a\u5b9e\u57fa\u7840<\/strong><\/p>\n\n\n\n
\u9ad8\u8d28\u91cf\u7684\u77e5\u8bc6\u5e93\u662f\u6709\u6548\u68c0\u7d22\u7684\u524d\u63d0\u3002DIVER \u9996\u5148\u5bf9\u539f\u59cb\u6587\u6863\u8fdb\u884c\u300c\u51c0\u5316\u300d\u548c\u300c\u91cd\u7ec4\u300d\u3002\u5b83\u4f1a\u81ea\u52a8\u6e05\u9664\u6587\u672c\u4e2d\u7684\u566a\u58f0\uff08\u5982\u65e0\u5173\u7684 HTML \u6807\u7b7e\u3001\u683c\u5f0f\u9519\u8bef\uff09\uff0c\u5e76\u5229\u7528\u8bed\u4e49\u7406\u89e3\u6280\u672f\u5c06\u8fc7\u957f\u7684\u6587\u6863\u667a\u80fd\u5207\u5206\u4e3a\u903b\u8f91\u8fde\u8d2f\u3001\u5927\u5c0f\u9002\u4e2d\u7684\u300c\u77e5\u8bc6\u5757\u300d\u3002<\/p>\n\n\n\n
\u8fd9\u4e00\u6b65\u786e\u4fdd\u4e86\u540e\u7eed\u6a21\u578b\u8bfb\u53d6\u7684\u662f\u6e05\u6670\u3001\u6709\u5e8f\u3001\u9ad8\u8d28\u91cf\u7684\u4fe1\u606f\uff0c\u4e3a\u540e\u7eed\u7684\u63a8\u7406\u73af\u8282\u6253\u4e0b\u4e86\u575a\u5b9e\u7684\u57fa\u7840\u3002<\/p>\n\n\n\n
\u7b2c\u4e8c\u9636\u6bb5\uff1a\u67e5\u8be2\u6269\u5c55\uff08DIVER-QExpand\uff09\u2014\u2014 \u8ba9\u6a21\u578b\u5b66\u4f1a\u300c\u8ffd\u95ee\u300d\u548c\u300c\u8054\u60f3\u300d<\/strong><\/p>\n\n\n\n
\u7528\u6237\u7684\u539f\u59cb\u95ee\u9898\u53ef\u80fd\u4e0d\u591f\u7cbe\u786e\uff0cDIVER \u91c7\u7528\u4e86\u4e00\u79cd\u4e0e\u6587\u6863\u300c\u4e92\u52a8\u300d\u7684\u8fed\u4ee3\u5f0f\u67e5\u8be2\u6269\u5c55\u7b56\u7565\u3002\u5f53\u63a5\u6536\u5230\u7528\u6237\u7684\u521d\u59cb\u67e5\u8be2\u540e\uff0c\u7cfb\u7edf\u5e76\u975e\u7acb\u5373\u8fdb\u884c\u68c0\u7d22\uff0c\u800c\u662f\u5229\u7528\u4e00\u4e2a\u5f3a\u5927\u7684\u8bed\u8a00\u6a21\u578b\u5bf9\u67e5\u8be2\u8fdb\u884c\u8fed\u4ee3\u5f0f\u7684\u300c\u7cbe\u70bc\u300d\u548c\u300c\u6269\u5c55\u300d\u3002\u6a21\u578b\u4f1a\u5206\u6790\u521d\u59cb\u67e5\u8be2\uff0c\u5e76\u7ed3\u5408\u521d\u6b65\u68c0\u7d22\u5230\u7684\u5c11\u91cf\u6587\u6863\uff0c\u751f\u6210\u66f4\u660e\u786e\u7684\u63a8\u7406\u8def\u5f84\u548c\u6240\u9700\u8bc1\u636e\u7684\u63cf\u8ff0\uff0c\u7136\u540e\u5c06\u8fd9\u4e9b\u4fe1\u606f\u8865\u5145\u56de\u539f\u59cb\u67e5\u8be2\u4e2d\u3002<\/p>\n\n\n\n
\u8fd9\u4e2a\u8fc7\u7a0b\u4f1a\u91cd\u590d\u8fdb\u884c\uff0c\u5f62\u6210\u4e00\u4e2a\u53cd\u9988\u5faa\u73af\uff0c\u4f7f\u67e5\u8be2\u7684\u610f\u56fe\u8d8a\u6765\u8d8a\u6e05\u6670\u3001\u7cbe\u51c6\uff0c\u5f15\u5bfc\u7cfb\u7edf\u8d70\u5411\u6b63\u786e\u7684\u7b54\u6848\u65b9\u5411\u3002<\/p>\n\n\n\n
![\"\"](\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-359-1024x353.jpg\")
<\/figure>\n\n\n\n\u7b2c\u4e09\u9636\u6bb5\uff1a\u4e13\u4e3a\u63a8\u7406\u5b9a\u5236\u7684\u68c0\u7d22\uff08DIVER-Retriever\uff09\u2014\u2014 \u4ece\u7b2c\u4e00\u6027\u51fa\u53d1\uff0c\u8bad\u7ec3\u4e00\u4f4d\u300c\u4fa6\u63a2\u300d\uff0c\u800c\u975e\u300c\u56fe\u4e66\u7ba1\u7406\u5458\u300d<\/strong><\/p>\n\n\n\n
\u6709\u4e86\u7ecf\u8fc7\u300c\u601d\u8003\u300d\u7684\u67e5\u8be2\uff0cDIVER \u4f1a\u542f\u7528\u4e00\u4e2a\u7ecf\u8fc7\u7279\u6b8a\u8bad\u7ec3\u7684\u68c0\u7d22\u6a21\u578b\u3002\u8fd9\u4e2a\u6a21\u578b\u7684\u72ec\u7279\u4e4b\u5904\u5728\u4e8e\u5176\u8bad\u7ec3\u6570\u636e\uff1a<\/p>\n\n\n\n
1. \u5408\u6210\u7684\u63a8\u7406\u6570\u636e<\/strong>\uff1a\u5728\u533b\u7597\u8bca\u65ad\u63a8\u5bfc\u548c\u6570\u5b66\u5b9a\u7406\u8bc1\u660e\u7b49\u590d\u6742\u63a8\u7406\u9886\u57df\uff0c\u8be5\u6280\u672f\u56e2\u961f\u6784\u5efa\u4e86\u5e26\u6709\u903b\u8f91\u94fe\u6807\u6ce8\u7684\u5408\u6210\u6570\u636e\u96c6\u3002\u8fd9\u4e9b\u6570\u636e\u8981\u6c42\u6a21\u578b\u4e0d\u4ec5\u8981\u5339\u914d\u5173\u952e\u8bcd\uff0c\u66f4\u8981\u5b66\u4e60\u9690\u542b\u7684\u903b\u8f91\u5173\u8054\u6027\uff0c\u5982\u75c7\u72b6 – \u75c5\u7406\u7684\u56e0\u679c\u63a8\u65ad\u6216\u6570\u5b66\u547d\u9898\u7684\u8574\u6db5\u5173\u7cfb\u3002<\/p>\n\n\n\n
2.\u300c\u56f0\u96be\u8d1f\u6837\u672c\u300d\uff08Hard Negatives\uff09<\/strong>\uff1a\u8bad\u7ec3\u4e2d\u5305\u542b\u4e86\u5927\u91cf\u4e0e\u6b63\u786e\u7b54\u6848\u8868\u9762\u76f8\u4f3c\u4f46\u5b9e\u9645\u9519\u8bef\u7684\u300c\u9677\u9631\u300d\u6837\u672c\u3002\u8fd9\u8feb\u4f7f\u6a21\u578b\u4e0d\u4ec5\u8981\u770b\u300c\u50cf\u4e0d\u50cf\u300d\uff0c\u66f4\u8981\u7406\u89e3\u300c\u662f\u4e0d\u662f\u300d\uff0c\u4ece\u800c\u5177\u5907\u4e86\u6781\u5f3a\u7684\u8fa8\u522b\u80fd\u529b\u3002\u8be5\u6280\u672f\u56e2\u961f\u8bbe\u8ba1\u4e86\u4e09\u7ea7\u8d1f\u6837\u672c\u7b5b\u9009\u7b56\u7565\uff1a<\/p>\n\n\n\n
- \n
- \u8868\u5c42\u76f8\u4f3c\uff1a\u4fdd\u6301\u8bcd\u9879\u91cd\u53e0\u4f46\u903b\u8f91\u77db\u76fe\u7684\u6837\u672c\uff08\u5982\u300c\u7cd6\u5c3f\u75c5\u80f0\u5c9b\u7d20\u62b5\u6297\u300dvs\u300c\u7cd6\u5c3f\u75c5\u80f0\u5c9b\u7d20\u5206\u6ccc\u8fc7\u5269\u300d\uff09<\/li>\n\n\n\n
- \u7ed3\u6784\u4eff\u9020\uff1a\u6a21\u4eff\u6b63\u786e\u63a8\u7406\u8def\u5f84\u4f46\u5305\u542b\u9690\u6027\u8c2c\u8bef\u7684\u6837\u672c<\/li>\n\n\n\n
- \u8bed\u4e49\u5bf9\u6297\uff1a\u901a\u8fc7\u8bed\u8a00\u6a21\u578b\u751f\u6210\u7684\u5f3a\u5e72\u6270\u9879<\/li>\n<\/ul>\n\n\n\n
3. \u57fa\u4e8e\u96be\u8d1f\u6837\u672c\u91c7\u6837\u7684\u5bf9\u6bd4\u5b66\u4e60<\/strong>\uff1a\u901a\u8fc7\u5f15\u5165\u5bf9\u6bd4\u5b66\u4e60\u6846\u67b6\uff0c\u6a21\u578b\u5c06\u6b63\u786e\u7b54\u6848\u4e0e\u8fd9\u4e9b\u9ad8\u96be\u8d1f\u6837\u672c\u540c\u65f6\u8fdb\u884c\u5bf9\u6bd4\u8bad\u7ec3\u3002\u6a21\u578b\u88ab\u8feb\u805a\u7126\u4e8e\u4e24\u8005\u95f4\u5fae\u5999\u5dee\u5f02\uff0c\u4ece\u800c\u63d0\u5347\u4e86\u5bf9\u590d\u6742\u63a8\u7406\u8fc7\u7a0b\u4e2d\u7684\u5173\u952e\u4fe1\u606f\u8bc6\u522b\u80fd\u529b\u548c\u9c81\u68d2\u6027\u3002<\/p>\n\n\n\n
\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\u8bad\u7ec3\u51fa\u7684\u68c0\u7d22\u5668\uff0c\u80fd\u591f\u7cbe\u51c6\u5730\u4ece\u6d77\u91cf\u4fe1\u606f\u4e2d\u6355\u83b7\u5230\u90a3\u4e9b\u771f\u6b63\u652f\u6491\u63a8\u7406\u94fe\u6761\u7684\u5173\u952e\u8bc1\u636e\u3002<\/p>\n\n\n\n
![\"\"](\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-361-1024x250.jpg\")
<\/figure>\n\n\n\n\u7b2c\u56db\u9636\u6bb5\uff1a\u6df7\u5408\u5f0f\u91cd\u6392\u5e8f\uff08Reranking\uff09\u2014\u2014 \u786e\u4fdd\u6700\u7ec8\u7b54\u6848\u7684\u8d28\u91cf\u4e0e\u8fde\u8d2f\u6027<\/strong><\/p>\n\n\n\n
\u6700\u540e\uff0c\u521d\u6b65\u68c0\u7d22\u51fa\u7684\u6587\u6863\u5217\u8868\u4f1a\u8fdb\u5165\u91cd\u6392\u5e8f\u9636\u6bb5\u3002DIVER \u5de7\u5999\u5730\u7ed3\u5408\u4e86\u4e24\u79cd\u7b56\u7565\uff1a\u9010\u70b9\u6392\u5e8f\uff08Pointwise\uff09\u7b56\u7565<\/strong>\u548c\u5217\u8868\u6392\u5e8f\uff08Listwise\uff09\u7b56\u7565<\/strong>\u3002\u8fd9\u79cd\u300c\u5c40\u90e8\u7cbe\u8c03\u300d\u4e0e\u300c\u5168\u5c40\u7edf\u7b79\u300d\u76f8\u7ed3\u5408\u7684\u6df7\u5408\u6a21\u5f0f\uff0c\u786e\u4fdd\u4e86\u5448\u73b0\u7ed9\u7528\u6237\u7684\u6587\u6863\u5217\u8868\u65e2\u6709\u9ad8\u8d28\u91cf\u7684\u4e2a\u4f53\uff0c\u53c8\u6709\u6700\u4f18\u7684\u6574\u4f53\u987a\u5e8f\u3002<\/p>\n\n\n\n
\u6280\u672f\u7a81\u7834\u9a8c\u8bc1 \u57fa\u51c6\u6d4b\u8bc4\u3001\u884c\u4e1a\u5bf9\u6bd4\u3001\u4ea7\u4e1a\u843d\u5730\u5168\u9762\u9886\u5148<\/strong><\/p>\n\n\n\n
BRIGHT \u699c\u5355\u8fbe\u5230 SOTA<\/strong><\/p>\n\n\n\n
DIVER \u5728\u6743\u5a01\u7684\u63a8\u7406\u5bc6\u96c6\u578b\u68c0\u7d22\u57fa\u51c6 BRIGHT \u4e0a\uff0c\u5176\u6574\u4f53 nDCG@10\uff08\u8861\u91cf\u524d 10 \u4e2a\u7ed3\u679c\u6392\u5e8f\u8d28\u91cf\u7684\u6307\u6807\uff09\u8fbe\u5230\u4e86 45.8<\/strong>\uff0c\u5168\u9762\u8d85\u8d8a\u4e86\u73b0\u6709\u7684\u5176\u4ed6\u5177\u5907\u63a8\u7406\u80fd\u529b\u7684\u6a21\u578b\uff0c\u8fbe\u5230\u4e86\u4e1a\u754c\u9876\u5c16\uff08SOTA\uff09\u6c34\u5e73\u3002<\/p>\n\n\n\n
![\"\"](\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-362-1024x266.jpg\")
<\/figure>\n\n\n\n![\"\"](\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-363-1024x681.jpg\")
<\/figure>\n\n\n\n\u884c\u4e1a\u6a21\u578b\u5bf9\u6bd4<\/strong><\/p>\n\n\n\n
\u5728\u8de8\u9886\u57df\u4efb\u52a1\u53ca\u4e0d\u540c\u67e5\u8be2\u96be\u5ea6\u7684\u8bc4\u6d4b\u4e2d\uff0cDIVER-Retriever \u5c55\u73b0\u4e86\u663e\u8457\u7684\u6027\u80fd\u4f18\u52bf\u4e0e\u5f3a\u52b2\u7684\u6cdb\u5316\u80fd\u529b\uff1a\u5728\u6570\u5b66\u63a8\u7406\u3001\u901a\u7528\u79d1\u5b66\u548c\u4ee3\u7801\u68c0\u7d22\u4e09\u5927\u573a\u666f\u4e0b\uff0c\u5176 nDCG@10 \u4e0e\u95ed\u6e90\u6a21\u578b Seed1.5 Embedding<\/strong> \u76f8\u6bd4\uff0c\u5e73\u5747\u63d0\u5347 2 \u4e2a\u767e\u5206\u70b9\uff1b\u76f8\u8f83\u4e8e\u53c2\u6570\u89c4\u6a21\u4e3a\u5176\u4e24\u500d\u7684\u5f00\u6e90\u6a21\u578b ReasonIR-8B<\/strong>\uff0c\u5e73\u5747\u63d0\u5347\u4e86 4 \u4e2a\u767e\u5206\u70b9\uff0c\u5145\u5206\u9a8c\u8bc1\u4e86 DIVER-Retriever \u5728\u4e0d\u540c\u9886\u57df\u4e0e\u96be\u5ea6\u6761\u4ef6\u4e0b\u5747\u80fd\u4fdd\u6301\u7a33\u5065\u800c\u6709\u6548\u7684\u68c0\u7d22\u6027\u80fd\u3002<\/p>\n\n\n\n
![\"\"](\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-364-1024x620.jpg\")
<\/figure>\n\n\n\nAQ \u843d\u5730\u5e94\u7528<\/strong><\/p>\n\n\n\n
\u533b\u7597\u9886\u57df\u5bf9\u77e5\u8bc6\u7684\u51c6\u786e\u6027\u548c\u63a8\u7406\u7684\u4e25\u8c28\u6027\u6709\u7740\u6781\u9ad8\u7684\u8981\u6c42\uff0c\u5c24\u5176\u662f\u5728\u7cbe\u51c6\u533b\u7597\u7684\u53d1\u5c55\u8d8b\u52bf\u4e0b\uff0c\u5fc5\u987b\u6839\u636e\u60a3\u8005\u7684\u5177\u4f53\u60c5\u51b5\u548c\u533b\u5b66\u539f\u7406\u5236\u5b9a\u6cbb\u7597\u65b9\u6848\uff0c\u800c\u4e0d\u80fd\u7b80\u5355\u5730\u7167\u642c\u7ecf\u9a8c\u3002<\/p>\n\n\n\n
\u81ea 6 \u6708\u5728 AQ \u533b\u7597\u5e94\u7528\u4e0a\u7ebf\u4ee5\u6765\uff0cDIVER \u9a71\u52a8\u7684\u68c0\u7d22\u589e\u5f3a\u7cfb\u7edf\u5b9e\u73b0\u4e86\u4e34\u5e8a\u7ea7\u68c0\u7d22\u548c\u5faa\u8bc1\u7cbe\u51c6\u7a81\u7834\uff1a\u5728\u8bca\u7597\u8bc1\u636e\u53ec\u56de\u573a\u666f\u4e2d\uff0c\u76f8\u6bd4 BGE-M3 \u6a21\u578b\uff0c\u82f1\u6587\u6587\u732e\u53ec\u56de\u7684 Hit@1 \u63d0\u5347 11 \u4e2a\u767e\u5206\u70b9\uff1b\u4e2d\u6587\u53ec\u56de\u7684 Hit@1 \u4ece 0.824 \u63d0\u5347\u81f3 0.922\uff0c\u63d0\u5347 9.8 \u4e2a\u767e\u5206\u70b9\uff1b\u6df7\u5408\u68c0\u7d22\uff08\u4e2d\u6587\u53ec\u56de\u82f1\u6587\uff09\u7684 Hit@1 \u63d0\u5347 8.6 \u4e2a\u767e\u5206\u70b9\u3002<\/p>\n\n\n\n
\u540c\u65f6 DIVER-Dchunk \u5e94\u7528\u5728\u79bb\u7ebf\u6307\u5357\u4e0e\u8bba\u6587\u7684 chunking \u73af\u8282\uff0c\u5927\u5e45\u63d0\u5347\u4e86\u6307\u5357\u4e0e\u8bba\u6587\u68c0\u7d22\u4fe1\u606f\u7684\u6709\u6548\u6027\u3002<\/p>\n\n\n\n
![\"\"](\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-365-1024x478.jpg\")
<\/figure>\n\n\n\n\u5c55\u671b<\/strong><\/p>\n\n\n\n
\u8682\u8681 MedAI \u5c06\u6301\u7eed\u6df1\u8015\u590d\u6742\u63a8\u7406\u578b\u7684\u68c0\u7d22\u6280\u672f\u4ee5\u53ca\u91cd\u6392\u5e8f\u6280\u672f\uff0c\u6301\u7eed\u63d0\u5347\u5728\u533b\u7597\u590d\u6742\u63a8\u7406\u3001\u6cdb\u5065\u5eb7\u573a\u666f\u7684\u68c0\u7d22\u5faa\u8bc1\u80fd\u529b\u3002\u8be5\u6280\u672f\u56e2\u961f\u5c06\u6301\u7eed\u4f18\u5316 DIVER \u6846\u67b6\uff0c\u4e3a\u4e34\u5e8a\u51b3\u7b56\u63d0\u4f9b\u4e86\u53ef\u9a8c\u8bc1\u3001\u53ef\u8ffd\u6eaf\u3001\u53ef\u66f4\u65b0\u7684\u77e5\u8bc6\u57fa\u7840\u8bbe\u65bd\uff0c\u91cd\u65b0\u5b9a\u4e49\u533b\u7597\u7ea7 RAG \u7684\u6280\u672f\u6807\u51c6\u3002<\/p>\n\n\n\n
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