{"id":6101,"date":"2024-09-16T03:52:00","date_gmt":"2024-09-15T19:52:00","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=6101"},"modified":"2024-09-16T03:52:00","modified_gmt":"2024-09-15T19:52:00","slug":"niyinggaizhidaode-r","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/en\/niyinggaizhidaode-r\/","title":{"rendered":"\u4f60\u5e94\u8be5\u77e5\u9053\u7684 RAG \u5173\u952e\u6280\u672f\u540d\u8bcd\u89e3\u91ca"},"content":{"rendered":"
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\"\u4f60\u5e94\u8be5\u77e5\u9053\u7684<\/p>\n<\/div>\n

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\n

\u5927\u5bb6\u65e9\u4e0a\u597d\uff01\u6211\u662f Louis-Francois\uff0cTowards AI \u7684\u8054\u5408\u521b\u59cb\u4eba\u517c CTO\uff0c\u4eca\u5929\u6211\u4eec\u5c06\u6df1\u5165\u63a2\u8ba8\u53ef\u80fd\u662f\u76ee\u524d\u6700\u597d\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u5806\u6808 \u2014\u2014 \u611f\u8c22 Wang \u7b49\u4eba\uff082024\uff09\u7684\u7cbe\u5f69\u7814\u7a76\u3002\u8fd9\u9879\u7814\u7a76\u4e3a\u6784\u5efa\u6700\u4f18\u7684 RAG<\/a> \u7cfb\u7edf\u63d0\u4f9b\u4e86\u5b9d\u8d35\u7684\u89c1\u89e3\uff0c\u6211\u5728\u8fd9\u91cc\u4e3a\u4f60\u89e3\u6790\u5176\u4e2d\u7684\u5965\u79d8\u3002<\/p>\n<\/div>\n

\n

\u90a3\u4e48\uff0c\u4ec0\u4e48\u624d\u662f\u771f\u6b63\u9876\u7ea7\u7684 RAG \u7cfb\u7edf\u5462\uff1f\u5f53\u7136\u662f\u5b83\u7684\u7ec4\u4ef6\uff01\u6211\u4eec\u6765\u770b\u770b\u8fd9\u4e9b\u6700\u4f73\u7ec4\u4ef6\u53ca\u5176\u5de5\u4f5c\u65b9\u5f0f\uff0c\u8fd9\u6837\u4f60\u4e5f\u53ef\u4ee5\u6253\u9020\u9876\u7ea7\u7684 RAG \u7cfb\u7edf\uff0c\u6700\u540e\u8fd8\u6709\u4e00\u4e2a\u591a\u6a21\u6001\u7684\u5f69\u86cb\u3002<\/p>\n<\/div>\n

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\"\u4f60\u5e94\u8be5\u77e5\u9053\u7684<\/p>\n<\/div>\n

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\n

\n

\u67e5\u8be2\u5206\u7c7b<\/h2>\n<\/div>\n
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Query Classification<\/strong><\/p>\n<\/div>\n

\n

\u6211\u4eec\u5148\u4ece\u00a0\u67e5\u8be2\u5206\u7c7b<\/em>\u00a0\u5f00\u59cb\u3002\u5e76\u975e\u6240\u6709\u67e5\u8be2\u90fd\u9700\u8981\u68c0\u7d22 \u2014\u2014 \u56e0\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u6709\u65f6\u5df2\u7ecf\u77e5\u9053\u7b54\u6848\u3002\u4f8b\u5982\uff0c\u5982\u679c\u4f60\u95ee\u201c\u6885\u897f\u662f\u8c01\uff1f\u201d\u5927\u8bed\u8a00\u6a21\u578b\u5c31\u5df2\u7ecf\u53ef\u4ee5\u56de\u7b54\u4f60\u4e86\uff0c\u4e0d\u9700\u8981\u68c0\u7d22\uff01<\/p>\n<\/div>\n

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Wang \u7b49\u4eba\u521b\u5efa\u4e86 15 \u4e2a\u4efb\u52a1\u7c7b\u522b\uff0c\u786e\u5b9a\u67e5\u8be2\u662f\u5426\u63d0\u4f9b\u4e86\u8db3\u591f\u7684\u4fe1\u606f\uff0c\u6216\u8005\u662f\u5426\u9700\u8981\u68c0\u7d22\u3002\u4ed6\u4eec\u8bad\u7ec3\u4e86\u4e00\u4e2a\u4e8c\u5206\u7c7b\u5668\u6765\u533a\u5206\u4efb\u52a1\uff0c\u6807\u6ce8\u201c\u8db3\u591f\u201d\u7684\u4efb\u52a1\u4e3a\u65e0\u9700\u68c0\u7d22\uff0c\u6807\u6ce8\u201c\u4e0d\u8db3\u591f\u201d\u7684\u4efb\u52a1\u4e3a\u9700\u8981\u68c0\u7d22\u3002\u5728\u8fd9\u5f20\u56fe\u7247\u4e2d\uff0c\u9ec4\u8272\u8868\u793a\u4e0d\u9700\u8981\u68c0\u7d22\uff0c\u7ea2\u8272\u8868\u793a\u9700\u8981\u53bb\u68c0\u7d22\u4e00\u4e9b\u6587\u6863\uff01<\/p>\n<\/div>\n

\n

\"\u4f60\u5e94\u8be5\u77e5\u9053\u7684<\/p>\n<\/div>\n

\n

\n

\n

\u5206\u5757\u5904\u7406<\/h2>\n<\/div>\n
\n

Chunking<\/strong><\/p>\n<\/div>\n

\n

\u63a5\u4e0b\u6765\u662f\u00a0\u5206\u5757\u5904\u7406<\/em>\u3002\u8fd9\u91cc\u7684\u6311\u6218\u5728\u4e8e\u4e3a\u4f60\u7684\u6570\u636e\u627e\u5230\u6700\u4f73\u7684\u5206\u5757\u5927\u5c0f\u3002\u592a\u957f\u4e86\uff1f\u4f60\u4f1a\u589e\u52a0\u4e0d\u5fc5\u8981\u7684\u566a\u58f0\u548c\u6210\u672c\u3002\u592a\u77ed\u4e86\uff1f\u4f60\u4f1a\u9519\u8fc7\u4e0a\u4e0b\u6587\u4fe1\u606f\u3002<\/p>\n<\/div>\n

\n

\"\u4f60\u5e94\u8be5\u77e5\u9053\u7684<\/p>\n<\/div>\n

\n

Wang \u7b49\u4eba\u53d1\u73b0\uff0c\u5206\u5757\u5927\u5c0f\u5728 256 \u5230 512 \u4e2a token<\/a> \u4e4b\u95f4\u6548\u679c\u6700\u4f73\u3002\u4f46\u8bf7\u8bb0\u4f4f\uff0c\u8fd9\u53d6\u51b3\u4e8e\u6570\u636e\u7c7b\u578b\u2014\u2014\u56e0\u6b64\u52a1\u5fc5\u8fd0\u884c\u4f60\u7684\u8bc4\u4f30\uff01\u4e13\u4e1a\u63d0\u793a\uff1a\u4f7f\u7528\u00a0small2big<\/em>\uff08\u641c\u7d22\u65f6\u4ece\u5c0f\u5757\u5f00\u59cb\uff0c\u7136\u540e\u751f\u6210\u65f6\u4f7f\u7528\u8f83\u5927\u5757\uff09\uff0c\u6216\u8005\u5c1d\u8bd5\u00a0\u6ed1\u52a8\u7a97\u53e3<\/em>\u00a0\u4ee5\u5728\u5206\u5757\u4e4b\u95f4\u91cd\u53e0 token\u3002<\/p>\n<\/div>\n

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\n

\u5143\u6570\u636e\u548c\u6df7\u5408\u641c\u7d22<\/h2>\n<\/div>\n
\n

Metadata & Hybrid Search<\/strong><\/p>\n<\/div>\n

\n

\u5229\u7528\u4f60\u7684\u5143\u6570\u636e\uff01\u6dfb\u52a0\u6807\u9898\u3001\u5173\u952e\u8bcd\uff0c\u751a\u81f3\u662f\u5047\u8bbe\u6027\u95ee\u9898\u3002\u7136\u540e\u914d\u5408\u00a0\u6df7\u5408\u641c\u7d22<\/em>\uff0c\u5b83\u7ed3\u5408\u4e86\u5411\u91cf\u641c\u7d22\uff08\u7528\u4e8e\u8bed\u4e49\u5339\u914d\uff09\u548c\u7ecf\u5178\u7684 BM25<\/a> \u5173\u952e\u5b57\u641c\u7d22\uff0c\u4f60\u7684\u7cfb\u7edf\u5c06\u4f1a\u8868\u73b0\u5f97\u975e\u5e38\u51fa\u8272\u3002<\/p>\n<\/div>\n

\n

HyDE\uff08\u751f\u6210\u4f2a\u6587\u6863\u4ee5\u589e\u5f3a\u68c0\u7d22\uff09\u867d\u7136\u5f88\u9177\uff0c\u7ed3\u679c\u4e5f\u66f4\u597d\uff0c\u4f46\u6548\u7387\u6781\u4f4e\u3002\u76ee\u524d\u8fd8\u662f\u575a\u6301\u4f7f\u7528\u6df7\u5408\u641c\u7d22\u5427\u2014\u2014\u5b83\u5728\u5e73\u8861\u6027\u80fd\u4e0a\u66f4\u4f73\uff0c\u5c24\u5176\u9002\u5408\u539f\u578b\u8bbe\u8ba1\u3002<\/p>\n<\/div>\n

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\n

\n

\u5d4c\u5165\u6a21\u578b<\/h2>\n<\/div>\n
\n

Embedding Model<\/strong><\/p>\n<\/div>\n

\n

\u9009\u62e9\u5408\u9002\u7684\u00a0\u5d4c\u5165\u6a21\u578b<\/em>\u00a0\u5c31\u50cf\u627e\u5230\u4e00\u53cc\u5408\u9002\u7684\u978b\u5b50\u3002\u4f60\u4e0d\u4f1a\u7a7f\u8db3\u7403\u978b\u53bb\u6253\u7f51\u7403\u3002FlagEmbedding \u7684\u00a0LLM-Embedder<\/a>\u00a0\u662f\u672c\u7814\u7a76\u4e2d\u6700\u9002\u5408\u7684\u2014\u2014\u5728\u6027\u80fd\u548c\u5c3a\u5bf8\u4e4b\u95f4\u53d6\u5f97\u4e86\u826f\u597d\u7684\u5e73\u8861\u3002\u4e0d\u5927\u4e5f\u4e0d\u5c0f\u2014\u2014\u6b63\u597d\u5408\u9002\u3002<\/p>\n<\/div>\n

\n

\u6ce8\u610f\uff0c\u4ed6\u4eec\u53ea\u6d4b\u8bd5\u4e86\u5f00\u6e90\u6a21\u578b\uff0c\u6240\u4ee5 Cohere<\/a> \u548c OpenAI \u7684\u6a21\u578b\u4e0d\u5728\u8003\u8651\u8303\u56f4\u5185\u3002\u5426\u5219\u7684\u8bdd\uff0cCohere \u53ef\u80fd\u662f\u4f60\u7684\u6700\u4f73\u9009\u62e9\u3002<\/p>\n<\/div>\n

\n

\n

\n

\u5411\u91cf\u6570\u636e\u5e93<\/h2>\n<\/div>\n
\n

Vector Database<\/strong><\/p>\n<\/div>\n

\n

\"\u4f60\u5e94\u8be5\u77e5\u9053\u7684<\/p>\n<\/div>\n

\n

\u73b0\u5728\u6765\u770b\u770b\u6570\u636e\u5e93\u3002\u5bf9\u4e8e\u957f\u671f\u4f7f\u7528\uff0cMilvus<\/em><\/a>\u00a0\u662f\u4ed6\u4eec\u9996\u9009\u7684\u5411\u91cf\u6570\u636e\u5e93\u3002\u5b83\u662f\u5f00\u6e90\u7684\uff0c\u53ef\u9760\u6027\u5f3a\uff0c\u662f\u4fdd\u6301\u4f60\u7684\u68c0\u7d22\u7cfb\u7edf\u987a\u7545\u8fd0\u884c\u7684\u7edd\u4f73\u9009\u62e9\u3002\u6211\u8fd8\u5728\u4e0b\u9762\u7684\u63cf\u8ff0\u4e2d\u63d0\u4f9b\u4e86\u94fe\u63a5\u3002<\/p>\n<\/div>\n

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\u67e5\u8be2\u8f6c\u6362<\/h2>\n<\/div>\n
\n

Query Transformation<\/strong><\/p>\n<\/div>\n

\n

\u5728\u68c0\u7d22\u4e4b\u524d\uff0c\u4f60\u5fc5\u987b\u5148\u00a0\u8f6c\u6362<\/em>\u00a0\u7528\u6237\u7684\u67e5\u8be2\uff01\u65e0\u8bba\u662f\u901a\u8fc7\u00a0\u67e5\u8be2\u91cd\u5199<\/em>\u00a0\u4ee5\u63d0\u9ad8\u6e05\u6670\u5ea6\uff0c\u8fd8\u662f\u00a0\u67e5\u8be2\u5206\u89e3<\/em>\u00a0\u5c06\u590d\u6742\u95ee\u9898\u62c6\u89e3\u4e3a\u66f4\u5c0f\u7684\u95ee\u9898\uff0c\u5e76\u5bf9\u6bcf\u4e2a\u5b50\u95ee\u9898\u8fdb\u884c\u68c0\u7d22\uff0c\u751a\u81f3\u662f\u751f\u6210\u4f2a\u6587\u6863\uff08\u5982\u00a0HyDE<\/em>\u00a0\u6240\u505a\u7684\u90a3\u6837\uff09\u5e76\u5728\u68c0\u7d22\u8fc7\u7a0b\u4e2d\u4f7f\u7528\u5b83\u4eec\u2014\u2014\u8fd9\u4e00\u6b65\u5bf9\u63d0\u9ad8\u51c6\u786e\u6027\u81f3\u5173\u91cd\u8981\u3002\u8bf7\u8bb0\u4f4f\uff0c\u66f4\u591a\u7684\u8f6c\u6362\u4f1a\u589e\u52a0\u5ef6\u8fdf\uff0c\u7279\u522b\u662f HyDE\u3002<\/p>\n<\/div>\n

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\n

\u91cd\u6392<\/h2>\n<\/div>\n
\n

Reranking<\/strong><\/p>\n<\/div>\n

\n

\u73b0\u5728\u6211\u4eec\u6765\u8c08\u8c08\u00a0\u91cd\u6392<\/em>\u3002\u4e00\u65e6\u4f60\u68c0\u7d22\u5230\u4e86\u6587\u6863\uff0c\u4f60\u9700\u8981\u786e\u4fdd\u6700\u76f8\u5173\u7684\u6587\u6863\u6392\u5728\u6700\u524d\u9762\uff0c\u8fd9\u5c31\u662f\u91cd\u6392\u7684\u4f5c\u7528\u3002<\/p>\n<\/div>\n

\n

\u5728\u8fd9\u9879\u7814\u7a76\u4e2d\uff0cmonoT5<\/strong>\u00a0\u662f\u5728\u6027\u80fd\u548c\u6548\u7387\u4e4b\u95f4\u8868\u73b0\u6700\u597d\u7684\u9009\u9879\u3002\u5b83\u5fae\u8c03\u4e86 T5 \u6a21\u578b\uff0c\u6839\u636e\u6587\u6863\u4e0e\u67e5\u8be2\u7684\u76f8\u5173\u6027\u91cd\u65b0\u6392\u5e8f\uff0c\u786e\u4fdd\u6700\u4f73\u5339\u914d\u7ed3\u679c\u6392\u5728\u9996\u4f4d\u3002RankLLaMA<\/em>\u00a0\u6574\u4f53\u6027\u80fd\u6700\u4f73\uff0c\u4f46\u00a0TILDEv2<\/em>\u00a0\u901f\u5ea6\u6700\u5feb\u3002\u5982\u679c\u4f60\u611f\u5174\u8da3\uff0c\u8bba\u6587\u4e2d\u6709\u66f4\u591a\u76f8\u5173\u4fe1\u606f\u3002<\/p>\n<\/div>\n

\n

\"\u4f60\u5e94\u8be5\u77e5\u9053\u7684<\/p>\n<\/div>\n

\n

\n

\n

\u6587\u6863\u91cd\u65b0\u6253\u5305<\/h2>\n<\/div>\n
\n

Document Repacking<\/strong><\/p>\n<\/div>\n

\n

\u5728\u91cd\u65b0\u6392\u5e8f\u4e4b\u540e\uff0c\u4f60\u9700\u8981\u8fdb\u884c\u4e00\u4e9b\u00a0\u6587\u6863\u91cd\u65b0\u6253\u5305<\/em>\u00a0\u3002Wang \u7b49\u4eba\u63a8\u8350\u4f7f\u7528\u201c\u9006\u5411\u201d\u65b9\u6cd5\uff0c\u5373\u5c06\u6587\u6863\u6309\u76f8\u5173\u6027\u5347\u5e8f\u6392\u5217\u3002\u00a0Liu \u7b49\u4eba (2024)<\/a>\u00a0\u53d1\u73b0\u8fd9\u79cd\u5c06\u76f8\u5173\u4fe1\u606f\u653e\u5728\u5f00\u5934\u6216\u7ed3\u5c3e\u7684\u65b9\u6cd5\u53ef\u4ee5\u63d0\u5347\u6027\u80fd\u3002\u91cd\u65b0\u6253\u5305\u4f18\u5316\u4e86\u5728\u91cd\u65b0\u6392\u5e8f\u8fc7\u7a0b\u4e4b\u540e\uff0c\u4fe1\u606f\u5982\u4f55\u5448\u73b0\u7ed9\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u4ee5\u5e2e\u52a9\u6a21\u578b\u66f4\u597d\u5730\u7406\u89e3\u63d0\u4f9b\u7684\u4fe1\u606f\u987a\u5e8f\uff0c\u800c\u4e0d\u662f\u4ec5\u4ec5\u4f9d\u636e\u7406\u8bba\u4e0a\u7684\u76f8\u5173\u6027\u987a\u5e8f\u3002<\/p>\n<\/div>\n

\n

\n

\n

\u603b\u7ed3<\/h2>\n<\/div>\n
\n

Summarization<\/strong><\/p>\n<\/div>\n

\n

\"\u4f60\u5e94\u8be5\u77e5\u9053\u7684<\/p>\n<\/div>\n

\n

\u7136\u540e\uff0c\u5728\u8c03\u7528\u5927\u8bed\u8a00\u6a21\u578b\u4e4b\u524d\uff0c\u4f60\u9700\u8981\u901a\u8fc7\u00a0\u603b\u7ed3<\/em>\u00a0\u6765\u53bb\u9664\u5197\u4f59\u4fe1\u606f\u3002\u53d1\u9001\u7ed9\u5927\u8bed\u8a00\u6a21\u578b\u7684\u957f\u63d0\u793a\u4ee3\u4ef7\u9ad8\u6602\u4e14\u5f80\u5f80\u4e0d\u5fc5\u8981\u3002\u603b\u7ed3\u53ef\u4ee5\u5e2e\u52a9\u5220\u9664\u5197\u4f59\u6216\u4e0d\u5fc5\u8981\u7684\u4fe1\u606f\uff0c\u8fdb\u800c\u51cf\u5c11\u6210\u672c\u3002<\/p>\n<\/div>\n

\n

\u4f60\u53ef\u4ee5\u4f7f\u7528\u50cf\u00a0Recomp<\/em><\/a>\u00a0\u8fd9\u6837\u7684\u5de5\u5177\u8fdb\u884c\u62bd\u53d6\u5f0f\u538b\u7f29\u6765\u9009\u62e9\u6709\u7528\u7684\u53e5\u5b50\uff0c\u6216\u901a\u8fc7\u751f\u6210\u5f0f\u538b\u7f29\u6765\u6574\u5408\u591a\u4e2a\u6587\u6863\u4e2d\u7684\u4fe1\u606f\u3002\u4f46\u662f\uff0c\u5982\u679c\u901f\u5ea6\u662f\u4f60\u7684\u4f18\u5148\u8003\u8651\u56e0\u7d20\uff0c\u4f60\u53ef\u4ee5\u8003\u8651\u8df3\u8fc7\u8fd9\u4e00\u6b65\u3002<\/p>\n<\/div>\n

\n

\n

\n

\u5fae\u8c03\u751f\u6210\u5668<\/h2>\n<\/div>\n
\n

Fine-tuning the Generator<\/strong><\/p>\n<\/div>\n

\n

\"\u4f60\u5e94\u8be5\u77e5\u9053\u7684<\/p>\n<\/div>\n

\n

\u6700\u540e\uff0c\u662f\u5426\u5e94\u8be5\u4e3a\u4f60\u4f7f\u7528\u7684\u00a0\u751f\u6210<\/em>\u00a0\u5927\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff1f\u7edd\u5bf9\u5e94\u8be5\uff01\u7528\u76f8\u5173\u548c\u968f\u673a\u6587\u6863\u7684\u6df7\u5408\u6570\u636e\u8fdb\u884c\u5fae\u8c03\u53ef\u4ee5\u63d0\u5347\u751f\u6210\u5668\u5904\u7406\u65e0\u5173\u4fe1\u606f\u7684\u80fd\u529b\u3002\u8fd9\u4f7f\u6a21\u578b\u66f4\u52a0\u5065\u58ee\uff0c\u5e76\u6709\u52a9\u4e8e\u63d0\u4f9b\u66f4\u597d\u7684\u6574\u4f53\u56de\u590d\u3002\u5c3d\u7ba1\u8bba\u6587\u4e2d\u6ca1\u6709\u63d0\u4f9b\u786e\u5207\u7684\u6bd4\u4f8b\uff0c\u4f46\u7ed3\u679c\u975e\u5e38\u660e\u786e\uff1a\u5fae\u8c03\u662f\u503c\u5f97\u7684\uff01\u5f53\u7136\uff0c\u8fd9\u4e5f\u53d6\u51b3\u4e8e\u4f60\u7684\u5177\u4f53\u9886\u57df\u3002<\/p>\n<\/div>\n

\n

\n

\n

\u591a\u6a21\u6001<\/h2>\n<\/div>\n
\n

Multimodalities<\/strong><\/p>\n<\/div>\n

\n

\"\u4f60\u5e94\u8be5\u77e5\u9053\u7684<\/p>\n<\/div>\n

\n

\u5904\u7406\u56fe\u7247\u65f6\uff1f\u5b9e\u73b0\u00a0\u591a\u6a21\u6001<\/em>\u00a0\u68c0\u7d22\u3002\u5bf9\u4e8e\u6587\u672c\u5230\u56fe\u7247\u7684\u4efb\u52a1\uff0c\u67e5\u8be2\u6570\u636e\u5e93\u4e2d\u7684\u76f8\u4f3c\u56fe\u7247\u53ef\u4ee5\u52a0\u5feb\u8fc7\u7a0b\u3002\u5728\u56fe\u7247\u5230\u6587\u672c\u7684\u4efb\u52a1\u4e2d\uff0c\u5339\u914d\u76f8\u4f3c\u56fe\u7247\u53ef\u4ee5\u68c0\u7d22\u5230\u51c6\u786e\u7684\u3001\u9884\u5b58\u7684\u63cf\u8ff0\u3002\u5173\u952e\u5728\u4e8e\u6839\u690d\u4e8e\u771f\u5b9e\u4e14\u7ecf\u8fc7\u9a8c\u8bc1\u7684\u4fe1\u606f\u3002<\/p>\n<\/div>\n

\n

\n

\n

\u7ed3\u8bba<\/h2>\n<\/div>\n
\n

\u7b80\u800c\u8a00\u4e4b\uff0cWang \u7b49\u4eba\u7684\u8fd9\u7bc7\u8bba\u6587\u4e3a\u6211\u4eec\u63d0\u4f9b\u4e86\u6784\u5efa\u9ad8\u6548 RAG \u7cfb\u7edf\u7684\u53ef\u9760\u84dd\u56fe\u3002\u4e0d\u8fc7\u8bf7\u8bb0\u4f4f\uff0c\u8fd9\u53ea\u662f\u4e00\u7bc7\u8bba\u6587\uff0c\u672a\u6db5\u76d6 RAG \u6d41\u6c34\u7ebf\u7684\u6240\u6709\u65b9\u9762\u3002\u4f8b\u5982\uff0c\u8bba\u6587\u5e76\u672a\u63a2\u7d22\u68c0\u7d22\u5668\u4e0e\u751f\u6210\u5668\u7684\u8054\u5408\u8bad\u7ec3\uff0c\u800c\u8fd9\u53ef\u80fd\u91ca\u653e\u66f4\u591a\u6f5c\u529b\u3002\u6b64\u5916\uff0c\u8bba\u6587\u4e5f\u672a\u6df1\u5165\u63a2\u8ba8\u7531\u4e8e\u6210\u672c\u95ee\u9898\u800c\u672a\u7814\u7a76\u7684\u5206\u5757\u6280\u672f\uff0c\u4f46\u8fd9\u662f\u4e00\u4e2a\u503c\u5f97\u63a2\u7d22\u7684\u65b9\u5411\u3002<\/p>\n<\/div>\n

\n

\u6211\u5f3a\u70c8\u63a8\u8350\u67e5\u770b\u5b8c\u6574\u8bba\u6587\u4ee5\u83b7\u53d6\u66f4\u591a\u4fe1\u606f\u3002<\/p>\n<\/div>\n

\n

\u4e00\u5982\u65e2\u5f80\uff0c\u611f\u8c22\u9605\u8bfb\u3002\u5982\u679c\u4f60\u89c9\u5f97\u8fd9\u6b21\u89e3\u6790\u6709\u5e2e\u52a9\uff0c\u6216\u6709\u4efb\u4f55\u610f\u89c1\uff0c\u8bf7\u5728\u8bc4\u8bba\u533a\u544a\u8bc9\u6211\uff0c\u6211\u4eec\u4e0b\u6b21\u89c1\uff01<\/p>\n<\/div>\n

\n

\n

\n

\u53c2\u8003\u6587\u732e<\/h2>\n<\/div>\n
\n

Building LLMs for Production:\u00a0https:\/\/amzn.to\/4bqYU9b<\/a><\/p>\n<\/div>\n

\n

Wang \u7b49\u4eba\uff0c2024<\/strong>\u00a0(\u8bba\u6587\u53c2\u8003):\u00a0https:\/\/arxiv.org\/abs\/2407.01219<\/a><\/p>\n<\/div>\n

\n

LLM-Embedder<\/strong>\u00a0(\u5d4c\u5165\u6a21\u578b):\u00a0https:\/\/github.com\/FlagOpen\/FlagEmbedding\/tree\/master\/FlagEmbedding\/llm_embedder<\/a><\/p>\n<\/div>\n

\n

Milvus<\/strong>\u00a0(\u5411\u91cf\u6570\u636e\u5e93<\/a>):\u00a0https:\/\/milvus.io\/<\/a><\/p>\n<\/div>\n

\n

Liu \u7b49\u4eba\uff0c2024<\/strong>\u00a0(\u6587\u6863\u91cd\u65b0\u6253\u5305):\u00a0https:\/\/arxiv.org\/abs\/2307.03172<\/a><\/p>\n<\/div>\n

\n

Recomp<\/strong>\u00a0(\u603b\u7ed3\u5de5\u5177):\u00a0https:\/\/github.com\/carriex\/recomp<\/a><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

\u5927\u5bb6\u65e9\u4e0a\u597d\uff01\u6211\u662f Louis-Francois\uff0cTowards AI \u7684\u8054\u5408\u521b\u59cb\u4eba\u517c CTO\uff0c\u4eca\u5929\u6211\u4eec\u5c06\u6df1\u5165\u63a2\u8ba8\u53ef\u80fd\u662f\u76ee\u524d\u6700\u597d\u7684\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u5806\u6808 \u2014\u2014 \u611f\u8c22 Wang \u7b49\u4eba\uff082024\uff09\u7684\u7cbe\u5f69\u7814\u7a76\u3002\u8fd9\u9879\u7814\u7a76\u4e3a\u6784\u5efa\u6700\u4f18\u7684 RAG \u7cfb\u7edf…<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[34],"tags":[],"class_list":["post-6101","post","type-post","status-publish","format-standard","hentry","category-knowledge"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/6101","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/comments?post=6101"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/6101\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media?parent=6101"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/categories?post=6101"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/tags?post=6101"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}