{"id":36022,"date":"2025-01-04T16:00:19","date_gmt":"2025-01-04T08:00:19","guid":{"rendered":"https:\/\/17aitech.com\/?p=36022"},"modified":"2025-01-04T16:00:19","modified_gmt":"2025-01-04T08:00:19","slug":"%e5%9b%bd%e4%ba%a7%e6%a8%a1%e5%9e%8b%e9%a6%96%e5%bc%80hugging-face%e6%9c%88%e5%ba%a6%e4%b8%8b%e8%bd%bd%e5%85%a8%e7%90%83%e7%ac%ac%e4%b8%80%ef%bc%8c%e6%99%ba%e6%ba%90bge%e7%b4%af%e8%ae%a1%e4%b8%8b","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36022","title":{"rendered":"\u56fd\u4ea7\u6a21\u578b\u9996\u5f00Hugging Face\u6708\u5ea6\u4e0b\u8f7d\u5168\u7403\u7b2c\u4e00\uff0c\u667a\u6e90BGE\u7d2f\u8ba1\u4e0b\u8f7d\u903e\u4ebf"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-10-11-5\" target=\"_blank\">\u56fd\u4ea7\u6a21\u578b\u9996\u5f00Hugging Face\u6708\u5ea6\u4e0b\u8f7d\u5168\u7403\u7b2c\u4e00\uff0c\u667a\u6e90BGE\u7d2f\u8ba1\u4e0b\u8f7d\u903e\u4ebf<\/a><\/p>\n<section>\u8fd1\u65e5\uff0cHugging Face\u66f4\u65b0\u4e86\u6708\u5ea6\u699c\u5355\uff0c\u667a\u6e90\u7814\u7a76\u9662\u7684BGE\u6a21\u578b\u767b\u9876\u699c\u9996\uff0c\u8fd9\u662f\u4e2d\u56fd\u56fd\u4ea7AI\u6a21\u578b\u9996\u6b21\u6210\u4e3aHugging Face\u6708\u699c\u51a0\u519b\u3002BGE\u5728\u77ed\u77ed\u4e00\u5e74\u65f6\u95f4\u5185\uff0c\u603b\u4e0b\u8f7d\u91cf\u5df2\u8d85\u6570\u4ebf\u6b21\uff0c\u662f\u76ee\u524d\u4e0b\u8f7d\u91cf\u6700\u591a\u7684\u56fd\u4ea7AI\u7cfb\u5217\u6a21\u578b\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-35dfea538e08ee2dcd6f5b3b11cc4e90.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-35dfea538e08ee2dcd6f5b3b11cc4e90.png\"><\/a><\/p>\n<section>BGE\uff0c\u5168\u79f0BAAI General Embedding\uff0c\u662f\u5317\u4eac\u667a\u6e90\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u9662\u7814\u53d1\u7684\u5f00\u6e90\u901a\u7528\u5411\u91cf\u6a21\u578b\uff0c\u8be5\u7cfb\u5217\u6a21\u578b\u4e13\u4e3a\u5404\u7c7b\u4fe1\u606f\u68c0\u7d22\u53ca\u5927\u8bed\u8a00\u6a21\u578b\u68c0\u7d22\u589e\u5f3a\u5e94\u7528\u800c\u6253\u9020\u3002<\/section>\n<section><\/section>\n<section>\u81ea2023\u5e748\u6708\u53d1\u5e03\u9996\u6b3e\u6a21\u578bBGE v1\uff0c\u5386\u7ecf\u6570\u6b21\u8fed\u4ee3\uff0cBGE\u5df2\u53d1\u5c55\u4e3a\u5168\u9762\u652f\u6301\u201c\u591a\u573a\u666f\u201d\u3001\u201c\u591a\u8bed\u8a00\u201d\u3001\u201c\u591a\u529f\u80fd\u201d\u3001\u201c\u591a\u6a21\u6001\u201d\u7684\u6280\u672f\u751f\u6001\u4f53\u7cfb\u3002BGE\u4e0d\u4ec5\u6027\u80fd\u7efc\u5408\u5353\u8d8a\uff0c\u591a\u6b21\u5927\u5e45\u5237\u65b0BEIR\u3001MTEB\u3001C-MTEB\u7b49\u9886\u57df\u5185\u4e3b\u6d41\u8bc4\u6d4b\u699c\u5355\uff0c\u800c\u4e14\u59cb\u7ec8\u79c9\u6301\u5f7b\u5e95\u7684\u5f00\u6e90\u5f00\u653e\u7684\u7cbe\u795e\uff0c\u201c\u6a21\u578b\u3001\u4ee3\u7801\u3001\u6570\u636e\u201d\u5411\u793e\u533a\u5b8c\u5168\u516c\u5f00\u3002BGE\u5728\u5f00\u6e90\u793e\u533a\u5e7f\u53d7\u6b22\u8fce\uff0c\u8bb8\u591aRAG\u5f00\u53d1\u8005\u5c06\u5176\u6bd4\u4f5c\u4fe1\u606f\u68c0\u7d22\u7684\u201c\u745e\u58eb\u519b\u5200\u201d\u3002<\/section>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-478add32058bf15fd868b0866d234827.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-478add32058bf15fd868b0866d234827.png\"><\/a><\/p>\n<section><\/section>\n<section>\u9664\u4e86\u4e2a\u4eba\u7528\u6237\uff0cBGE\u4ea6\u88ab\u56fd\u5185\u5916\u5404\u4e3b\u6d41\u4e91\u670d\u52a1\u548cAI\u5382\u5546\u666e\u904d\u96c6\u6210\uff0c\u5f62\u6210\u4e86\u5f88\u9ad8\u7684\u793e\u4f1a\u5546\u4e1a\u4ef7\u503c\u3002<\/section>\n<section>\n<section>\n<section>\n<section>\n<section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-2138ef3e1aa178283a49fab72b81a61c.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-2138ef3e1aa178283a49fab72b81a61c.png\"><\/a><\/section>\n<\/section>\n<\/section>\n<section>\n<section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-0278e768cf2339b2e32d1367e415b6ff.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-0278e768cf2339b2e32d1367e415b6ff.png\"><\/a><\/section>\n<\/section>\n<\/section>\n<section>\n<section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3913dc2a562f5ea0820064e7f9e1c595.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-3913dc2a562f5ea0820064e7f9e1c595.png\"><\/a><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<section><strong>\u901a\u7528\u5411\u91cf\u6a21\u578b\uff1a\u4e3aRAG\u63d0\u4f9b\u4e00\u7ad9\u5f0f\u4fe1\u606f\u68c0\u7d22\u670d\u52a1<\/strong><\/section>\n<section><strong><br \/><\/strong><\/section>\n<section><strong>\u65f6\u4ee3\u80cc\u666f<\/strong><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-42d3904419886eb51a51d203839ebc7f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/10\/frc-42d3904419886eb51a51d203839ebc7f.png\"><\/a><\/section>\n<section>\u68c0\u7d22\u589e\u5f3a\uff08RAG: retrieval-augmented generation\uff09\u662f\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4e0e\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u4e00\u9879\u91cd\u8981\u6280\u672f\uff1a\u901a\u8fc7\u501f\u52a9\u641c\u7d22\u5f15\u64ce\u7b49\u4fe1\u606f\u68c0\u7d22\u5de5\u5177\uff0c\u8bed\u8a00\u6a21\u578b\u5f97\u4ee5\u4e0e\u5916\u90e8\u6570\u636e\u5e93\u8fde\u901a\uff0c\u4ece\u800c\u5b9e\u73b0\u63a8\u7406\u80fd\u529b\u4e0e\u4e16\u754c\u77e5\u8bc6\u7684\u6574\u5408\u3002<\/section>\n<section><\/section>\n<section>\u65e9\u57282019\u5e74\u81f32020\u5e74\uff0c\u8c37\u6b4c\u4e0eMeta\u7684\u7814\u7a76\u4eba\u5458\u5c31\u5728\u591a\u9879\u72ec\u7acb\u7684\u7814\u7a76\u5de5\u4f5c\u4e2d\u63d0\u51fa\u4e86\u8be5\u9879\u6280\u672f\u3002\u6b64\u540e\u6570\u5e74\u95f4\uff0cRAG\u88ab\u9010\u6e10\u5e94\u7528\u4e8e\u95ee\u7b54\u3001\u5bf9\u8bdd\u3001\u8bed\u8a00\u6a21\u578b\u9884\u8bad\u7ec3\u7b49\u8bb8\u591a\u573a\u666f\u3002<\/section>\n<section><\/section>\n<section>\u7136\u800c\uff0cRAG\u6280\u672f\u771f\u6b63\u5f97\u5230\u5e7f\u6cdb\u8ba4\u77e5\u5219\u662f\u6e90\u4e8e2022\u5e7411\u6708ChatGPT\u7684\u53d1\u5e03\uff1a\u5927\u8bed\u8a00\u6a21\u578b\u4e3a\u793e\u4f1a\u5927\u4f17\u5e26\u6765\u4e86\u524d\u6240\u672a\u6709\u7684\u667a\u80fd\u4ea4\u4e92\u4f53\u9a8c\u3002\u7531\u6b64\uff0c\u884c\u4e1a\u5f00\u59cb\u601d\u8003\u5982\u4f55\u5e94\u7528\u8be5\u9879\u6280\u672f\u4ee5\u66f4\u597d\u7684\u4fc3\u8fdb\u751f\u4ea7\u529b\u7684\u53d1\u5c55\u3002<\/section>\n<section><\/section>\n<section>\u5728\u4f17\u591a\u601d\u8def\u4e2d\uff0cRAG\u6280\u672f\u662f\u5927\u8bed\u8a00\u6a21\u578b\u6700\u4e3a\u6210\u529f\u5e94\u7528\u8303\u5f0f\u4e4b\u4e00\u3002\u501f\u52a9RAG\u8fd9\u4e00\u5de5\u4f5c\u6a21\u5f0f\uff0c\u5927\u8bed\u8a00\u6a21\u578b\u53ef\u4ee5\u5e2e\u52a9\u4eba\u4eec\u4ee5\u975e\u5e38\u81ea\u7136\u7684\u65b9\u5f0f\u4e0e\u6570\u636e\u8fdb\u884c\u4ea4\u4e92\uff0c\u4ece\u800c\u6781\u5927\u63d0\u5347\u83b7\u53d6\u77e5\u8bc6\u7684\u6548\u7387\u3002\u4e0e\u6b64\u540c\u65f6\uff0cRAG\u8fd8\u53ef\u4ee5\u5e2e\u52a9\u5927\u8bed\u8a00\u6a21\u578b\u62d3\u5c55\u77e5\u8bc6\u8fb9\u754c\u3001\u83b7\u53d6\u5b9e\u65f6\u4fe1\u606f\u3001\u5904\u7406\u8fc7\u8f7d\u4e0a\u4e0b\u6587\u3001\u83b7\u53d6\u4e8b\u5b9e\u4f9d\u636e\uff0c\u4ece\u800c\u4f18\u5316\u4e8b\u5b9e\u6027\u3001\u65f6\u6548\u6027\u3001\u6210\u672c\u6548\u76ca\u3001\u53ef\u89e3\u91ca\u6027\u7b49\u5173\u952e\u95ee\u9898\u3002<\/section>\n<section><\/section>\n<section><strong>\u5411\u91cf\u68c0\u7d22<\/strong><\/section>\n<section><\/section>\n<section>\u7ecf\u5178\u7684RAG\u7cfb\u7edf\u7531\u68c0\u7d22\u4e0e\u751f\u6210\u4e24\u4e2a\u73af\u8282\u6240\u6784\u6210\u3002\u5927\u8bed\u8a00\u6a21\u578b\u5df2\u7ecf\u4e3a\u751f\u6210\u73af\u8282\u63d0\u4f9b\u4e86\u6709\u529b\u7684\u652f\u6491\uff0c\u7136\u800c\u68c0\u7d22\u73af\u8282\u5728\u6280\u672f\u5c42\u9762\u5c1a\u6709\u8bf8\u591a\u4e0d\u786e\u5b9a\u6027\u3002<\/section>\n<section><\/section>\n<section>\u76f8\u8f83\u4e0e\u5176\u4ed6\u6280\u672f\u65b9\u6848\uff0c\u5411\u91cf\u68c0\u7d22\uff08vector search\uff09\u56e0\u5176\u4f7f\u7528\u7684\u4fbf\u6377\u6027\u800c\u5e7f\u53d7\u5f00\u53d1\u8005\u6b22\u8fce\uff1a\u501f\u52a9\u5411\u91cf\u6a21\u578b\uff08embedding model\uff09\u4e0e\u5411\u91cf\u6570\u636e\u5e93\uff0c\u7528\u6237\u53ef\u4ee5\u6784\u5efa\u672c\u5730\u5316\u7684\u641c\u7d22\u670d\u52a1\uff0c\u4ece\u800c\u4fbf\u6377\u7684\u652f\u6491\u5305\u62ecRAG\u5728\u5185\u7684\u8bf8\u591a\u4e0b\u6e38\u5e94\u7528\u3002<\/section>\n<section><\/section>\n<section>\u5728RAG\u5174\u8d77\u76842023\u5e74\u521d\uff0c\u5411\u91cf\u6a21\u578b\u4f5c\u4e3a\u6280\u672f\u793e\u533a\u9996\u9009\u7684\u4fe1\u606f\u68c0\u7d22\u5de5\u5177\u88ab\u5e7f\u6cdb\u4f7f\u7528\uff0c\u4e00\u65f6\u95f4\u98ce\u5149\u65e0\u4e8c\u3002\u7136\u800c\u7a7a\u524d\u7684\u70ed\u5ea6\u80cc\u540e\uff0c\u5411\u91cf\u6a21\u578b\u7684\u53d1\u5c55\u5374\u8f83\u4e3a\u6ede\u540e\u3002<\/section>\n<section><\/section>\n<section>\u4f20\u7edf\u7684\u5411\u91cf\u6a21\u578b\u591a\u662f\u9488\u5bf9\u7279\u5b9a\u7684\u4f7f\u7528\u573a\u666f\u3001\u4ee5\u70b9\u5bf9\u70b9\u7684\u65b9\u5f0f\u5f00\u53d1\u5f97\u5230\u7684\u3002\u5728\u9762\u5bf9RAG\u590d\u6742\u591a\u6837\u7684\u4efb\u52a1\u8bc9\u6c42\u65f6\uff0c\u8fd9\u4e9b\u4e13\u5c5e\u7684\u5411\u91cf\u6a21\u578b\u7531\u4e8e\u7f3a\u4e4f\u8db3\u591f\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u68c0\u7d22\u8d28\u91cf\u5f80\u5f80\u5dee\u5f3a\u4eba\u610f\u3002\u6b64\u5916\uff0c\u4e0e\u8bb8\u591a\u5176\u4ed6\u9886\u57df\u7684\u95ee\u9898\u7c7b\u4f3c\uff0c\u4f20\u7edf\u5411\u91cf\u6a21\u578b\u7684\u7814\u53d1\u591a\u56f4\u7ed5\u82f1\u6587\u573a\u666f\uff0c\u5305\u62ec\u4e2d\u6587\u5728\u5185\u7684\u975e\u82f1\u6587\u793e\u533a\u66f4\u52a0\u7f3a\u4e4f\u5408\u9002\u7684\u5411\u91cf\u6a21\u578b\u4ee5\u53ca\u5fc5\u8981\u7684\u8bad\u7ec3\u8d44\u6e90\u3002<\/section>\n<section><\/section>\n<section><strong>\u901a\u7528\u6a21\u578b<\/strong><\/section>\n<section><\/section>\n<section>\u9488\u5bf9\u4e0a\u8ff0\u95ee\u9898\uff0c\u667a\u6e90\u63d0\u51fa\u201c\u901a\u7528\u5411\u91cf\u6a21\u578b\u201d\u8fd9\u4e00\u6280\u672f\u6784\u60f3\u3002\u76ee\u6807\u662f\u5b9e\u73b0\u9002\u5e94\u4e8e\u4e0d\u540c\u4e0b\u6e38\u4efb\u52a1\u3001\u4e0d\u540c\u5de5\u4f5c\u8bed\u8a00\u3001\u4e0d\u540c\u6570\u636e\u6a21\u6001\u7684\u6a21\u578b\u4f53\u7cfb\uff0c\u4ece\u800c\u4e3aRAG\u63d0\u4f9b\u4e00\u7ad9\u5f0f\u7684\u4fe1\u606f\u68c0\u7d22\u670d\u52a1\u3002\u5b9e\u73b0\u4e0a\u8ff0\u6784\u60f3\u5728\u7b97\u6cd5\u3001\u6570\u636e\u3001\u89c4\u6a21\u5c42\u9762\u5b58\u5728\u8bf8\u591a\u6311\u6218\uff0c\u56e0\u6b64\uff0c\u667a\u6e90\u89c4\u5212\u4e86\u591a\u6b65\u8d70\u7684\u7b56\u7565\u3002<\/section>\n<section><\/section>\n<section>\u9996\u5148\uff0c\u7740\u773c\u4e8e\u201c\u4efb\u52a1\u7edf\u4e00\u6027\u201d\u8fd9\u4e00\u53ef\u5b9e\u73b0\u6027\u6700\u5f3a\u540c\u65f6\u9700\u6c42\u5ea6\u6700\u9ad8\u7684\u80fd\u529b\u7ef4\u5ea6\uff0c\u5373\u6253\u9020\u9002\u7528\u4e8e\u4e2d\u82f1\u6587\u4e24\u79cd\u6700\u91cd\u8981\u8bed\u79cd\u3001\u5168\u9762\u652f\u6301\u4e0d\u540c\u4e0b\u6e38\u4efb\u52a1\u7684\u5411\u91cf\u6a21\u578b\u3002<\/section>\n<section><\/section>\n<section>\u8be5\u7cfb\u5217\u6a21\u578b\u88ab\u547d\u540d\u4e3aBGE v1\uff0c\u4e8e2023\u5e748\u6708\u4efd\u5b8c\u6210\u8bad\u7ec3\u5e76\u5bf9\u5916\u53d1\u5e03\u3002BGE v1\u7ecf\u75313\u4ebf\u89c4\u6a21\u7684\u4e2d\u82f1\u6587\u5173\u8054\u6570\u636e\u8bad\u7ec3\u5f97\u5230\uff0c\u53ef\u4ee5\u51c6\u786e\u8868\u5f81\u4e0d\u540c\u573a\u666f\u4e0b\u6570\u636e\u4e4b\u95f4\u7684\u8bed\u4e49\u76f8\u5173\u6027\u3002\u4e3b\u6d41\u57fa\u51c6MTEB\uff08\u82f1\u6587\uff09\u3001C-MTEB\uff08\u4e2d\u6587\uff09\u7684\u8bc4\u6d4b\u7ed3\u679c\u663e\u793a\uff0cBGE v1\u7684\u7efc\u5408\u80fd\u529b\u4e0e\u5404\u4e3b\u8981\u5b50\u4efb\u52a1\u80fd\u529b\u5747\u8fbe\u5230\u5f53\u65f6SOTA\uff0c\u8d85\u8fc7\u4e86\u5305\u62ecOpenAI Text-Embedding-002\u5728\u5185\u7684\u4f17\u591a\u9ad8\u6c34\u5e73\u57fa\u7ebf\u3002\u5176\u4e2d\uff0cBGE v1\u5728\u4e2d\u6587\u9886\u57df\u7684\u4f18\u52bf\u5c24\u4e3a\u663e\u8457\u3002\u8fd9\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u586b\u8865\u4e86\u4e2d\u6587\u5411\u91cf\u6a21\u578b\u7684\u7a7a\u767d\uff0c\u6781\u5927\u7684\u5e2e\u52a9\u4e86\u4e2d\u6587\u793e\u533a\u7684\u6280\u672f\u5f00\u53d1\u4eba\u5458\u3002<\/section>\n<section><\/section>\n<section>\u7b2c\u4e8c\uff0c\u5728\u5b9e\u73b0\u4efb\u52a1\u5c42\u9762\u7684\u7edf\u4e00\u4e4b\u540e\uff0c\u65b0\u4e00\u7248\u6a21\u578b\u7684\u8fed\u4ee3\u7740\u773c\u4e8e\u5b9e\u73b0\u201c\u8bed\u8a00\u7edf\u4e00\u6027\u201d\u3002\u4e3a\u6b64\uff0c\u667a\u6e90\u63a8\u51fa\u4e86BGE M3\u6a21\u578b\uff0c\u53ef\u652f\u6301100\u591a\u79cd\u4e16\u754c\u8bed\u8a00\u7684\u7edf\u4e00\u8868\u5f81\uff0c\u5e76\u5b9e\u73b0\u5404\u8bed\u8a00\u5185\u90e8\uff08\u591a\u8bed\u8a00\u80fd\u529b\uff09\u53ca\u4e0d\u540c\u8bed\u79cd\u4e4b\u95f4\uff08\u8de8\u8bed\u8a00\u80fd\u529b\uff09\u7684\u7cbe\u51c6\u8bed\u4e49\u5339\u914d\u3002<\/section>\n<section><\/section>\n<section>\u4e3a\u4e86\u5145\u5206\u5b66\u4e60\u4e0d\u540c\u8bed\u8a00\u4e2d\u7684\u9690\u542b\u4fe1\u606f\uff0cBGE M3\u6a21\u578b\u4f7f\u7528\u4e86\u8d85\u8fc710\u4ebf\u6761\u7684\u591a\u8bed\u8a00\u8bad\u7ec3\u6570\u636e\uff0c\u5e76\u5229\u7528\u4e86\u5927\u91cf\u673a\u5668\u7ffb\u8bd1\u6570\u636e\u3002\u8fd9\u4e00\u8bad\u7ec3\u6570\u636e\u7684\u89c4\u6a21\u3001\u8d28\u91cf\u3001\u591a\u6837\u6027\u90fd\u660e\u663e\u8d85\u8fc7\u4e86\u6b64\u524d\u63d0\u51fa\u7684\u591a\u8bed\u8a00\u5411\u91cf\u6a21\u578b\u3002\u9664\u4e86\u591a\u8bed\u8a00\u80fd\u529b\uff0cBGE M3\u6a21\u578b\u8fd8\u521b\u9020\u6027\u7684\u6574\u5408\u4e86\u5411\u91cf\u68c0\u7d22\u3001\u7a00\u758f\u68c0\u7d22\u3001\u591a\u5411\u91cf\u68c0\u7d22\uff0c\u9996\u6b21\u5b9e\u73b0\u4e86\u5355\u4e00\u6a21\u578b\u5bf9\u4e09\u79cd\u4e3b\u8981\u68c0\u7d22\u80fd\u529b\u7684\u7edf\u4e00\u3002\u540c\u65f6\u501f\u52a9\u4f4d\u7f6e\u7f16\u7801\u53ca\u8bad\u7ec3\u6548\u7387\u7684\u4f18\u5316\uff0cBGE M3\u7684\u6700\u5927\u8f93\u5165\u957f\u5ea6\u5f97\u4ee5\u62d3\u5c55\u81f38192\u4e2a\u8bcd\u5143\uff08token\uff09\uff0c\u6709\u6548\u7684\u652f\u6301\u4e86\u53e5\u5b50\u3001\u7bc7\u7ae0\u3001\u4ee5\u81f3\u8d85\u957f\u6587\u6863\u7b49\u8bf8\u591a\u4e0d\u540c\u7c92\u5ea6\u7684\u68c0\u7d22\u5bf9\u8c61\u3002<\/section>\n<section><\/section>\n<section>BGE M3\u6a21\u578b\u57282024\u5e742\u6708\u5b8c\u6210\u8bad\u7ec3\u5e76\u5bf9\u5916\u53d1\u5e03\u3002\u5176\u68c0\u7d22\u8d28\u91cf\u663e\u8457\u8d85\u8d8a\u4e86\u540c\u4e00\u65f6\u671f\u53d1\u5e03\u7684OpenAI Text-Embedding-003\u6a21\u578b\uff0c\u5728MIRACL\u3001MKQA\u7b49\u4e3b\u6d41\u8bc4\u6d4b\u57fa\u51c6\u7684\u6548\u679c\u5747\u8fbe\u5230\u4e1a\u5185\u6700\u4f73\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u5176\u652f\u6301\u7684\u8bed\u79cd\u8303\u56f4\u4e5f\u8fdc\u8d85\u5176\u4ed6\u540c\u7c7b\u6a21\u578b\uff0c\u5bf9\u4e8e\u5f88\u591a\u8bed\u8a00\uff0cBGE M3\u7684\u80fd\u529b\u751a\u81f3\u8d85\u8d8a\u4e86\u8be5\u8bed\u8a00\u6b64\u524d\u7684\u4e13\u5c5e\u5411\u91cf\u6a21\u578b\u3002<\/section>\n<section><\/section>\n<section>BGE M3\u4e00\u7ecf\u53d1\u5e03\u4fbf\u5e7f\u53d7\u597d\u8bc4\uff0c\u4e00\u5ea6\u4f4d\u5c45Hugging Face Trending\u524d\u4e09\u4f4d\u3001Github Trending\u524d\u4e94\u4f4d\u3002Zilliz\u3001Vespa\u7b49\u4e1a\u5185\u4e3b\u8981\u7684\u5411\u91cf\u6570\u636e\u5e93\u7b2c\u4e00\u65f6\u95f4\u4fbf\u5bf9BGE M3\u8fdb\u884c\u4e86\u96c6\u6210\u53ca\u5546\u4e1a\u5316\u5e94\u7528\u3002<\/section>\n<section><\/section>\n<section>\u7b2c\u4e09\uff0c\u57fa\u4e8e\u521d\u6b65\u7684\u9636\u6bb5\u6027\u6210\u679c\uff0cBGE\u6a21\u578b\u8fdb\u4e00\u6b65\u53d1\u5c55\u51fa\u591a\u4e2a\u884d\u751f\u7248\u672c\u3002<\/section>\n<section><\/section>\n<section>\u5176\u4e2d\uff0cBGE-re-ranker\u3001BGE-re-ranker-m3\u65e8\u5728\u5b9e\u73b0\u7cbe\u51c6\u6392\u5e8f\u529f\u80fd\uff0c\u4ee5\u652f\u6301\u591a\u9636\u6bb5\u3001\u7ec6\u7c92\u5ea6\u7684\u8bed\u4e49\u68c0\u7d22\u4efb\u52a1\u3002BGE visualized\u5728\u6587\u672c\u6a21\u578b\u4e4b\u4e0a\u8fdb\u4e00\u6b65\u62d3\u5c55\u89c6\u89c9\u6570\u636e\u5904\u7406\u80fd\u529b\uff0c\u4ece\u800c\u5b9e\u73b0\u591a\u6a21\u6001\u6df7\u5408\u68c0\u7d22\u80fd\u529b\u3002BGE-ICL\u5219\u9996\u6b21\u4f7f\u5f97\u5411\u91cf\u6a21\u578b\u5177\u5907\u4e86\u4e0a\u4e0b\u6587\u5b66\u4e60\u80fd\u529b\uff0c\u4f7f\u4e4b\u53ef\u4ee5\u4f9d\u7167\u7528\u6237\u610f\u56fe\u7075\u6d3b\u9002\u914d\u4e0b\u6e38\u4efb\u52a1\u3002<\/section>\n<section><\/section>\n<section>\u76f8\u5173\u6a21\u578b\u4e0d\u4ec5\u6301\u7eed\u5237\u65b0MTEB\u5728\u5185\u7684\u591a\u4e2a\u4e3b\u8981\u57fa\u51c6\u7684\u6700\u9ad8\u8bb0\u5f55\uff0c\u540c\u65f6\u5e26\u6765\u4e86\u7b97\u6cd5\u5c42\u9762\u7684\u8bf8\u591a\u521b\u65b0\uff0c\u5728\u6d77\u5185\u6280\u672f\u793e\u533a\u5f15\u8d77\u5e7f\u6cdb\u8ba8\u8bba\u3002<\/section>\n<section><\/section>\n<section><strong>\u793e\u533a\u5e94\u7528<\/strong><\/section>\n<section><\/section>\n<section>\u5f00\u6e90\u662f\u667a\u6e90\u7814\u7a76\u9662\u5927\u6a21\u578b\u7814\u53d1\u7684\u4e00\u8d2f\u7acb\u573a\u3002\u672c\u7740\u8fd9\u4e00\u539f\u5219\uff0cBGE\u7684\u6a21\u578b\u6743\u91cd\u3001\u63a8\u7406\u53ca\u8bad\u7ec3\u4ee3\u7801\u3001\u8bad\u7ec3\u6570\u636e\u5747\u9762\u5411\u793e\u533a\u5f00\u653e\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u7814\u53d1\u56e2\u961f\u81f4\u529b\u4e8e\u4e0d\u65ad\u63a8\u52a8\u521b\u65b0\u7814\u7a76\uff0c\u5e76\u79ef\u6781\u901a\u8fc7\u6280\u672f\u8bb2\u5ea7\u3001\u7814\u8ba8\u4f1a\u3001hands-on tutorial\u7b49\u5f62\u5f0f\u4e0e\u793e\u533a\u4e92\u52a8\uff0c\u5e2e\u52a9\u5411\u91cf\u68c0\u7d22\u3001RAG\u7b49\u6280\u672f\u7684\u4e0d\u65ad\u53d1\u5c55\u3002<\/section>\n<section><\/section>\n<section>BGE\u7cfb\u5217\u6a21\u578b\u9075\u5faa\u5f00\u653e\u7684MIT\u8bb8\u53ef\u534f\u8bae\uff0c\u793e\u533a\u7528\u6237\u53ef\u4ee5\u5bf9\u5176\u81ea\u7531\u7684\u4f7f\u7528\u3001\u4fee\u6539\u3001\u5e76\u8fdb\u4e00\u6b65\u5206\u53d1\u3002\u9664\u4e86\u4f17\u591a\u4e2a\u4eba\u7528\u6237\uff0cBGE\u7684\u53e6\u4e00\u5927\u4f7f\u7528\u7fa4\u4f53\u6765\u81ea\u4e8e\u793e\u533a\u4e2d\u70ed\u95e8\u7684\u5411\u91cf\u6570\u636e\u5e93\uff08\u5982Milvus\u3001Vespa\u3001Pinecone\uff09\u4ee5\u53caRAG\u5f00\u53d1\u6846\u67b6\uff08\u5982Langchain\u3001Llama Index\u3001RAGFlow\uff09\u3002\u56fd\u5185\u5916\u5404\u5927\u4e91\u670d\u52a1\u5382\u5546\u4e5f\u7eb7\u7eb7\u63d0\u4f9bBGE\u7684\u5546\u4e1a\u5316\u670d\u52a1API\uff0c\u8fd9\u4e0d\u4ec5\u8fdb\u4e00\u6b65\u4fc3\u8fdb\u7528\u6237\u4f7f\u7528\uff0c\u540c\u65f6\u521b\u9020\u4e86\u8f83\u9ad8\u7684\u793e\u4f1a\u5546\u4e1a\u4ef7\u503c\u3002<\/section>\n<section><\/section>\n<section>\u81ea2024\u5e74\u521d\u81f3\u4eca\uff0cBGE\u7cfb\u5217\u6a21\u578b\u7684\u7d2f\u8ba1\u4e0b\u8f7d\u91cf\u5df2\u8d85\u8fc71\u4ebf\u6b21\uff0c\u6210\u4e3a\u4e0b\u8f7d\u91cf\u6700\u591a\u540c\u65f6\u4e5f\u662f\u9996\u4e2a\u4e0b\u8f7d\u91cf\u8d85\u8fc7\u4e00\u4ebf\u6b21\u7684\u56fd\u4ea7\u5f00\u6e90AI\u6a21\u578b\u3002<\/section>\n<p><strong>\u672a\u6765\u6f14\u8fdb\uff1a\u4ece\u901a\u7528\u5411\u91cf\u6a21\u578b\u5230\u901a\u7528\u641c\u7d22\u667a\u80fd<\/strong><\/p>\n<section>\u5728\u8fc7\u53bb\u4e00\u5e74\u65f6\u95f4\u91cc\uff0c\u5305\u62ec\u667a\u6e90\u5728\u5185\u7684\u591a\u5bb6\u673a\u6784\u90fd\u5728\u81f4\u529b\u4e8e\u5f00\u53d1\u201c\u597d\u7528\u4e14\u6613\u7528\u201d\u7684\u68c0\u7d22\u5de5\u5177\uff0c\u4ee5\u63a8\u52a8\u76f8\u5173\u9886\u57df\u7684\u5b66\u672f\u7814\u7a76\u4e0e\u4ea7\u4e1a\u5e94\u7528\u3002\u968f\u7740BGE\u7b49\u6a21\u578b\u7684\u4e0d\u65ad\u53d1\u5c55\uff0c\u8fd9\u4e00\u76ee\u6807\u57282024\u5e74\u5e95\u5df2\u521d\u6b65\u5b9e\u73b0\uff1a\u5bf9\u4e8e\u5927\u591a\u6570\u5e94\u7528\u573a\u666f\u3001\u5de5\u4f5c\u8bed\u8a00\u3001\u6570\u636e\u6a21\u6001\uff0c\u5f00\u53d1\u8005\u90fd\u53ef\u4ee5\u6bd4\u8f83\u5bb9\u6613\u7684\u83b7\u53d6\u76f8\u5e94\u7684\u5f00\u6e90\u68c0\u7d22\u5de5\u5177\u3002\u4e0e\u6b64\u540c\u65f6\uff0cRAG\u4ea7\u4e1a\u7684\u53d1\u5c55\u4e5f\u65b9\u5174\u672a\u827e\uff1a\u5404\u4e2a\u5927\u6a21\u578b\u5382\u5546\u90fd\u5c06RAG\u4f5c\u4e3a\u4e3b\u8981\u5546\u4e1a\u6a21\u5f0f\u8d4b\u80fd\u5343\u884c\u767e\u4e1a\uff0cPerplexity\u3001New Bing\u7b49\u57fa\u4e8e\u68c0\u7d22\u589e\u5f3a\u7684AI\u641c\u7d22\u5f15\u64ce\u4e5f\u4e3a\u4eba\u4eec\u5e26\u6765\u4e86\u5168\u65b0\u7684\u641c\u7d22\u4f53\u9a8c\u3002<\/section>\n<section><\/section>\n<section>\u7136\u800c\u5e94\u7528\u4fa7\u7e41\u8363\u7684\u80cc\u540e\u9690\u85cf\u7740\u6280\u672f\u5c42\u9762\u7684\u53d1\u5c55\u9677\u5165\u76f8\u5bf9\u505c\u6ede\u3002\u76f8\u8f83\u4e8e\u57fa\u7840\u5927\u6a21\u578b\u3001\u591a\u6a21\u6001\u7b49\u9886\u57df\uff0c\u4fe1\u606f\u68c0\u7d22\u5728\u8fd1\u671f\u5185\u9c9c\u6709\u6fc0\u52a8\u4eba\u5fc3\u7684\u6280\u672f\u8fdb\u5c55\u3002<\/section>\n<section><\/section>\n<section><strong>\u51e0\u6735\u4e4c\u4e91<\/strong><\/section>\n<section><\/section>\n<section>\u5728\u5e94\u7528\u4e8eRAG\u4efb\u52a1\u65f6\uff0c\u6709\u4e09\u4e2a\u5173\u4e8e\u68c0\u7d22\u5de5\u5177\u7684\u201c\u5c0f\u95ee\u9898\u201d\u5e38\u88ab\u63d0\u53ca\u3002<\/section>\n<section><\/section>\n<section>\u4e00\u662f\u9886\u57df\u9002\u914d\u95ee\u9898\uff1a\u901a\u7528\u7684\u5411\u91cf\u6a21\u578b\u5728\u5904\u7406\u67d0\u4e9b\u7279\u5b9a\u9886\u57df\u7684\u95ee\u9898\u65f6\u6548\u679c\u4e0d\u4f73\uff0c\u9700\u8981\u7ecf\u8fc7\u8fdb\u4e00\u6b65\u5fae\u8c03\u65b9\u53ef\u8fbe\u5230\u53ef\u7528\u7684\u72b6\u6001\u3002<\/section>\n<section><\/section>\n<section>\u4e8c\u662f\u5207\u7247\u95ee\u9898\uff1a\u8fc7\u957f\u7684\u4e0a\u4e0b\u6587\u9700\u8981\u7ecf\u8fc7\u5207\u7247\u3001\u5e76\u72ec\u7acb\u7f16\u7801\uff0c\u65b9\u53ef\u5728RAG\u8fc7\u7a0b\u4e2d\u8fdb\u884c\u4f7f\u7528\uff1b\u4f46\u662f\uff0c\u6700\u4f73\u7684\u5207\u7247\u5c3a\u5bf8\u5f80\u5f80\u96be\u4ee5\u9009\u62e9\u3002<\/section>\n<section><\/section>\n<section>\u4e09\u662f\u63a7\u5236\u673a\u5236\u95ee\u9898\uff1a\u4ec0\u4e48\u65f6\u5019\u9700\u8981\u505a\u68c0\u7d22\uff0c\u62ff\u4ec0\u4e48\u5185\u5bb9\u53bb\u505a\u68c0\u7d22\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u51e0\u4e2a\u5c0f\u95ee\u9898\u5e38\u5728\u5de5\u7a0b\u5c42\u9762\u8fdb\u884c\u88ab\u8ba8\u8bba\uff0c\u4f46\u5176\u80cc\u540e\u6697\u542b\u7740\u4f20\u7edf\u68c0\u7d22\u5de5\u5177\uff08\u5411\u91cf\u6a21\u578b\u3001\u6392\u5e8f\u6a21\u578b\uff09\u672c\u8d28\u6027\u7684\u6280\u672f\u9650\u5236\u3002<\/section>\n<section><\/section>\n<section>\u5176\u4e00\u662f<strong>\u9759\u6001\u5c5e\u6027<\/strong>\u3002\u4ee5\u4f20\u7edf\u7684\u5411\u91cf\u6a21\u578b\u4e3a\u4f8b\uff1a\u8f93\u5165\u6570\u636e\u4f1a\u88ab\u5355\u5411\u6027\u3001\u4e00\u6b21\u5230\u4f4d\u5730\u6620\u5c04\u4e3a\u9ad8\u7ef4\u5411\u91cf\u3002<\/section>\n<section><\/section>\n<section>\u65e0\u8bba\u662f\u7528\u6237\u8fd8\u662f\u6a21\u578b\u81ea\u8eab\u5e76\u4e0d\u80fd\u81ea\u4e3b\u4f9d\u636e\u4e0d\u540c\u4efb\u52a1\u3001\u4e0d\u540c\u573a\u666f\u5bf9\u6a21\u578b\u529f\u80fd\u8fdb\u884c\u81ea\u9002\u5e94\u7684\u8c03\u6574\u3002\u867d\u7136\u6b64\u524d\u66fe\u6709\u4e5f\u5b66\u8005\u63d0\u51fa\u4f7f\u7528\u63d0\u793a\u6307\u4ee4\uff08instruction\uff09\u5bf9\u6a21\u578b\u8fdb\u884c\u4e2a\u6027\u5316\u8c03\u6574\uff0c\u4f46\u540e\u6765\u7684\u5b9e\u9a8c\u8bc1\u660e\uff0c\u4f20\u7edf\u6a21\u578b\u4ec5\u662f\u673a\u68b0\u6027\u7684\u8bb0\u4f4f\u4e86\u8bad\u7ec3\u65f6\u89c1\u5230\u8fc7\u7684\u6307\u4ee4\uff0c\u5e76\u4e0d\u80fd\u50cfGPT\u90a3\u6837\u6cdb\u5316\u51fa\u4e00\u822c\u6027\u7684\u6307\u4ee4\u9075\u5faa\u80fd\u529b\uff0c\u552f\u6709\u4e0d\u65ad\u5fae\u8c03\u6a21\u578b\u53c2\u6570\u65b9\u53ef\u4f7f\u4e4b\u9002\u5e94\u4e8e\u65b0\u7684\u4efb\u52a1\u573a\u666f\u3002<\/section>\n<section><\/section>\n<section>\u56e0\u6b64\uff0c\u5f53\u524d\u4e00\u4f17\u7684\u901a\u7528\u5411\u91cf\u6a21\u578b\u5904\u5904\u90fd\u53ef\u7528\u3001\u4f46\u6548\u679c\u5e76\u975e\u6700\u4f73\u3002\u4ece\u641c\u7d22\u7684\u5168\u5c40\u89c6\u89d2\u770b\uff0c\u4ed6\u4eec\u66f4\u5e94\u8be5\u4f5c\u4e3a\u4e00\u79cd\u5c40\u90e8\u6027\u7684\u6280\u672f\u624b\u6bb5\u3002<\/section>\n<section><\/section>\n<section>\u5176\u4e8c\u662f<strong>\u673a\u6784\u5316\u9650\u5236<\/strong>\u3002\u5f53\u4ee3\u7684\u4fe1\u606f\u68c0\u7d22\u6280\u672f\u591a\u53d1\u5c55\u81ea\u4e92\u8054\u7f51\u7684\u573a\u666f\uff0c\u56e0\u6b64\u90fd\u9690\u542b\u7740\u5bf9\u6570\u636e\u7684\u7ed3\u6784\u5316\u6216\u8005\u534a\u7ed3\u6784\u5316\u7684\u5efa\u8bbe\u3002<\/section>\n<section><\/section>\n<section>\u6bd4\u5982\uff1a\u4e00\u4e2a\u7f51\u9875\u3001\u4e00\u6761\u65b0\u95fb\u6216\u8005\u4e00\u4e2a\u7ef4\u57fa\u6bb5\u843d\u5c31\u662f\u4e00\u4e2a\u72ec\u7acb\u7684\u4fe1\u606f\u5355\u5143\u3002\u6570\u636e\u5929\u7136\u5c31\u662f\u53ef\u5207\u5206\u7684\uff0c\u6216\u8005\u8bf4\u6570\u636e\u5b58\u5728\u5e73\u51e1\u7684\u5207\u5206\u6700\u4f18\u89e3\uff08trivial solution for optimal chunking\uff09\u3002<\/section>\n<section><\/section>\n<section>\u56e0\u6b64\uff0c\u4f20\u7edf\u7684\u4fe1\u606f\u68c0\u7d22\u624b\u6bb5\u80fd\u591f\u6bd4\u8f83\u5bb9\u6613\u5bf9\u6570\u636e\u8fdb\u884c\u7f16\u7801\u4e0e\u7d22\u5f15\u3002\u4f46\u662f\u8fd9\u4e00\u5047\u8bbe\u5728RAG\u573a\u666f\u4e2d\u5b8c\u5168\u4e0d\u9002\u7528\u3002<\/section>\n<section><\/section>\n<section>\u6570\u636e\u4f1a\u662f\u4e00\u4e2a\u8d85\u957f\u7684\u8bcd\u5143\u5e8f\u5217\uff08\u5982pdf\u6587\u4ef6\u3001\u957f\u89c6\u9891\u3001\u4ee3\u7801\u4ed3\u5e93\u3001\u5386\u53f2\u4ea4\u4e92\u8bb0\u5f55\uff09\uff0c\u800c\u975e\u6309\u7167\u67d0\u79cd\u7ed3\u6784\u5b9a\u4e49\u597d\u7684\u77e5\u8bc6\u3002\u6570\u636e\u4e0d\u5b58\u5728\u6240\u8c13\u6700\u4f18\u7684\u5207\u7247\u7b56\u7565\uff1a\u4eba\u4eec\u56fa\u7136\u53ef\u4ee5\u9075\u5faa\u67d0\u79cd\u5f52\u7eb3\u504f\u6267\u5bf9\u975e\u7ed3\u6784\u5316\u6570\u636e\u8fdb\u884c\u5207\u7247\uff0c\u4f46\u662f\u5bf9\u4e8e\u67d0\u4e2a\u95ee\u9898\u6709\u5229\u7684\u4e0a\u4e0b\u6587\u5207\u7247\u7b56\u7565\uff0c\u6362\u505a\u53e6\u4e00\u4e2a\u95ee\u9898\u5c31\u53ef\u80fd\u662f\u4e00\u4e2a\u975e\u5e38\u7cdf\u7cd5\u7684\u7b56\u7565\u3002<\/section>\n<section><\/section>\n<section>\u5176\u4e09\u662f<strong>\u50f5\u5316\u7684\u5de5\u4f5c\u673a\u5236<\/strong>\u3002\u4f20\u7edf\u7684\u4fe1\u606f\u68c0\u7d22\u4e3b\u8981\u9488\u5bf9\u201c\u4e00\u95ee\u4e00\u7b54\u201d\u8fd9\u4e00\u56fa\u5b9a\u7684\u5de5\u4f5c\u6a21\u5f0f\u3002\u7528\u6237\u9700\u8981\u8f83\u4e3a\u6e05\u6670\u5730\u8868\u8ff0\u201c\u81ea\u5df1\u9700\u8981\u83b7\u53d6\u4fe1\u606f\u201d\u4ee5\u53ca\u201c\u9700\u8981\u83b7\u53d6\u4ec0\u4e48\u6837\u7684\u4fe1\u606f\u201d\u3002<\/section>\n<section><\/section>\n<section>\u4e5f\u6b63\u662f\u7531\u4e8e\u8fd9\u6837\u7684\u9650\u5236\uff0c\u5f53\u524d\u7684RAG\u5e94\u7528\u4f9d\u7136\u5c40\u9650\u4e8e\u7b80\u5355\u7684\u95ee\u7b54\u573a\u666f\uff08quesiton-answering\uff09\uff0c\u5728\u66f4\u52a0\u666e\u904d\u7684\u4efb\u52a1\u4e2d\u5c1a\u4e0d\u80fd\u83b7\u5f97\u53d6\u5f97\u4ee4\u4eba\u6ee1\u610f\u7684\u7ed3\u679c\uff08\u5982\u4ee3\u7801\u4ed3\u5e93\u7684\u4e0a\u4e0b\u6587\u7ba1\u7406\u3001\u957f\u671f\u8bb0\u5fc6\u3001\u957f\u89c6\u9891\u7406\u89e3\uff09\u3002<\/section>\n<section><\/section>\n<section><strong>\u901a\u7528\u641c\u7d22\u667a\u80fd<\/strong><\/section>\n<section><\/section>\n<section>\u901a\u7528\u641c\u7d22\u7684\u7ec8\u6781\u76ee\u6807\u662f\u80fd\u591f\u5728\u201c\u4efb\u4f55\u573a\u666f\u3001\u4efb\u4f55\u4efb\u52a1\u4e2d\uff0c\u7cbe\u51c6\u83b7\u53d6\u6240\u9700\u7684\u5404\u79cd\u5f62\u6001\u7684\u4fe1\u606f\u201d\u3002\u56e0\u6b64\uff0c\u7406\u60f3\u7684\u4fe1\u606f\u68c0\u7d22\u5de5\u5177\u5e94\u5177\u5907\u4e3b\u52a8\u53d1\u6398\u4efb\u52a1\u9700\u6c42\u7684\u80fd\u529b\uff0c\u5e76\u80fd\u6839\u636e\u4e0d\u540c\u7684\u5e94\u7528\u573a\u666f\u8fdb\u884c\u81ea\u9002\u5e94\u8c03\u6574\u3002\u540c\u65f6\uff0c\u8fd8\u8981\u80fd\u591f\u9ad8\u6548\u5904\u7406\u81ea\u7136\u72b6\u6001\u4e0b\u7684\u6570\u636e\u2014\u2014\u65e0\u8bba\u662f\u975e\u7ed3\u6784\u5316\u8fd8\u662f\u591a\u6a21\u6001\u7684\u6570\u636e\u3002<\/section>\n<section><\/section>\n<section>\u5982\u4f55\u6784\u5efa\u901a\u7528\u641c\u7d22\u667a\u80fd\u4ecd\u7136\u662f\u4e00\u4e2a\u672a\u89e3\u7684\u96be\u9898\uff0c\u800c\u6709\u6548\u5730\u6539\u9020\u548c\u5229\u7528\u5927\u6a21\u578b\u5c06\u662f\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\u7684\u5173\u952e\u3002<\/section>\n<section><\/section>\n<section>\u5927\u6a21\u578b\u7684\u5e94\u7528\u5c06\u4e3a\u4fe1\u606f\u68c0\u7d22\u5e26\u6765\u663e\u8457\u4f18\u52bf\u3002\u4e0e\u4f20\u7edf\u9759\u6001\u68c0\u7d22\u6a21\u578b\u4e0d\u540c\uff0c\u5927\u6a21\u578b\u5177\u6709\u52a8\u6001\u6027\uff1a\u5b83\u4eec\u80fd\u591f\u6839\u636e\u5177\u4f53\u4efb\u52a1\u7684\u8f93\u5165\u8fdb\u884c\u8c03\u6574\uff0c\u751a\u81f3\u901a\u8fc7\u81ea\u6211\u63d0\u793a\u548c\u53cd\u601d\u7b49\u673a\u5236\u8fdb\u4e00\u6b65\u4f18\u5316\uff0c\u8fdb\u800c\u66f4\u597d\u5730\u9002\u5e94\u4efb\u52a1\u9700\u6c42\u3002\u6b64\u5916\uff0c\u5927\u6a21\u578b\u80fd\u591f\u81ea\u7136\u5904\u7406\u975e\u7ed3\u6784\u5316\u548c\u591a\u6a21\u6001\u6570\u636e\uff0c\u5e76\u5177\u5907\u4e3b\u52a8\u53d1\u8d77\u4fe1\u606f\u9700\u6c42\u7684\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section>\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c2024\u5e74\u521d\u66fe\u7206\u53d1\u8fc7\u5173\u4e8eRAG\uff08\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff09\u4e0e\u957f\u4e0a\u4e0b\u6587\u5927\u6a21\u578b\u7684\u8ba8\u8bba\uff0c\u8868\u9762\u4e0a\u8fd9\u4e24\u8005\u4f3c\u4e4e\u5b58\u5728\u51b2\u7a81\uff0c\u4f46\u5b9e\u9645\u4e0a\u5e76\u65e0\u77db\u76fe\uff1a\u8bed\u8a00\u6a21\u578b\u76f4\u63a5\u5904\u7406\u6d77\u91cf\u4fe1\u606f\u7684\u6548\u7387\u8f83\u4f4e\uff0c\u5fc5\u987b\u501f\u52a9\u6709\u6548\u7684\u4fe1\u606f\u68c0\u7d22\u5de5\u5177\uff1b\u800c\u4f20\u7edf\u7684\u4fe1\u606f\u68c0\u7d22\u5de5\u5177\u667a\u80fd\u5316\u4e0d\u8db3\uff0c\u9700\u8981\u66f4\u667a\u6167\u7684\u4e2d\u67a2\u6765\u52a0\u4ee5\u9a71\u52a8\u3002<\/section>\n<section><\/section>\n<section>\u56e0\u6b64\uff0c\u672a\u6765\u901a\u7528\u641c\u7d22\u667a\u80fd\u7684\u5b9e\u73b0\uff0c\u4f9d\u8d56\u4e8e\u5927\u6a21\u578b\u4e0e\u68c0\u7d22\u5de5\u5177\u7684\u6df1\u5ea6\u878d\u5408\u3002<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-10-11-5\" target=\"_blank\">\u56fd\u4ea7\u6a21\u578b\u9996\u5f00Hugging Face\u6708\u5ea6\u4e0b\u8f7d\u5168\u7403\u7b2c\u4e00\uff0c\u667a\u6e90BGE\u7d2f\u8ba1\u4e0b\u8f7d\u903e\u4ebf<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u56fd\u4ea7\u6a21\u578b\u9996\u5f00Huggi [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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