{"id":3313,"date":"2024-08-31T04:04:16","date_gmt":"2024-08-30T20:04:16","guid":{"rendered":"https:\/\/infernews.com\/?page_id=3313"},"modified":"2024-08-31T04:10:09","modified_gmt":"2024-08-30T20:10:09","slug":"llm%e8%88%87text-embedding-model-%e7%9a%84%e5%88%86%e5%88%a5","status":"publish","type":"page","link":"https:\/\/infernews.com\/blog\/llm%e8%88%87text-embedding-model-%e7%9a%84%e5%88%86%e5%88%a5\/","title":{"rendered":"LLM\u8207Text Embedding Model \u7684\u5206\u5225"},"content":{"rendered":"\n<p><strong>\u4ec0\u9ebc\u662f LLM\uff0c\u4ec0\u9ebc\u662f Text Embedding Model\uff1f<\/strong><\/p>\n\n\n\n<p>\u5728\u4eba\u5de5\u667a\u6167\u7684\u4e16\u754c\u88e1\uff0cLLM\uff08Large Language Model\uff0c\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff09\u8207Text Embedding Model\uff08\u6587\u672c\u5d4c\u5165\u6a21\u578b\uff09\u662f\u5169\u500b\u7d93\u5e38\u88ab\u63d0\u53ca\u7684\u6982\u5ff5\u3002\u96d6\u7136\u5b83\u5011\u90fd\u8207\u81ea\u7136\u8a9e\u8a00\u8655\u7406\u6709\u95dc\uff0c\u4f46\u537b\u626e\u6f14\u8457\u622a\u7136\u4e0d\u540c\u7684\u89d2\u8272\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong class=\"\">LLM\uff1a\u8a9e\u8a00\u7684\u9b54\u6cd5\u5e2b<\/strong> LLM\uff0c\u5982GPT-3\u3001Bard\u7b49\uff0c\u64c5\u9577\u751f\u6210\u6587\u5b57\u3001\u7ffb\u8b6f\u8a9e\u8a00\u3001\u64b0\u5beb\u4e0d\u540c\u98a8\u683c\u7684\u5275\u610f\u5167\u5bb9\uff0c\u751a\u81f3\u53ef\u4ee5\u56de\u7b54\u4f60\u7684\u554f\u984c\u3002\u5b83\u5011\u5c31\u50cf\u4e00\u500b\u77e5\u8b58\u6df5\u535a\u7684\u8a9e\u8a00\u5b78\u5bb6\uff0c\u80fd\u5920\u7406\u89e3\u4e26\u751f\u6210\u4eba\u985e\u8a9e\u8a00\u3002<\/li>\n\n\n\n<li><strong>Text Embedding Model\uff1a\u6587\u672c\u7684\u5bc6\u78bc\u7834\u89e3\u8005<\/strong> Text Embedding Model\u5247\u5c07\u6587\u672c\u8f49\u63db\u70ba\u6578\u5b78\u5411\u91cf\uff0c\u4e5f\u5c31\u662f\u5c07\u6587\u5b57\u8f49\u63db\u6210\u96fb\u8166\u53ef\u4ee5\u7406\u89e3\u7684\u6578\u5b57\u3002\u9019\u4e9b\u5411\u91cf\u6355\u6349\u4e86\u6587\u672c\u7684\u8a9e\u7fa9\u548c\u8a9e\u6cd5\u4fe1\u606f\uff0c\u8b93\u96fb\u8166\u80fd\u50cf\u4eba\u985e\u4e00\u6a23\u7406\u89e3\u6587\u5b57\u4e4b\u9593\u7684\u95dc\u4fc2\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u5169\u8005\u7684\u5dee\u7570\uff1a<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table aligncenter\"><table><tbody><tr><th>\u7279\u5fb5<\/th><th>LLM<\/th><th>Text Embedding Model<\/th><\/tr><tr><td>\u529f\u80fd<\/td><td>\u751f\u6210\u6587\u5b57\u3001\u7ffb\u8b6f\u3001\u554f\u7b54<\/td><td>\u5c07\u6587\u672c\u8f49\u63db\u70ba\u5411\u91cf<\/td><\/tr><tr><td>\u8f38\u51fa<\/td><td>\u6587\u5b57<\/td><td>\u6578\u503c\u5411\u91cf<\/td><\/tr><tr><td>\u61c9\u7528\u5834\u666f<\/td><td>\u5c0d\u8a71\u7cfb\u7d71\u3001\u5167\u5bb9\u751f\u6210\u3001\u6a5f\u5668\u7ffb\u8b6f<\/td><td>\u6587\u672c\u76f8\u4f3c\u5ea6\u8a08\u7b97\u3001\u8cc7\u8a0a\u6aa2\u7d22\u3001\u63a8\u85a6\u7cfb\u7d71<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><strong>\u6709\u8da3\u7684\u5c0f\u77e5\u8b58\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u70ba\u4ec0\u9ebc\u8981\u5c07\u6587\u5b57\u8f49\u63db\u70ba\u5411\u91cf\uff1f<\/strong> \u60f3\u50cf\u4e00\u4e0b\uff0c\u6211\u5011\u8981\u6559\u96fb\u8166\u5340\u5206\u300c\u8c93\u300d\u548c\u300c\u72d7\u300d\u3002\u5982\u679c\u76f4\u63a5\u7d66\u96fb\u8166\u770b\u300c\u8c93\u300d\u548c\u300c\u72d7\u300d\u9019\u5169\u500b\u5b57\uff0c\u5b83\u53ef\u80fd\u7121\u6cd5\u7406\u89e3\u3002\u4f46\u5982\u679c\u6211\u5011\u5c07\u300c\u8c93\u300d\u548c\u300c\u72d7\u300d\u8f49\u63db\u70ba\u5411\u91cf\uff0c\u4e26\u5728\u5411\u91cf\u7a7a\u9593\u4e2d\u5c07\u5b83\u5011\u5206\u958b\uff0c\u96fb\u8166\u5c31\u80fd\u5f88\u5bb9\u6613\u5730\u5340\u5206\u5b83\u5011\u4e86\u3002<\/li>\n\n\n\n<li><strong>LLM\u5982\u4f55\u5229\u7528Text Embedding\uff1f<\/strong> LLM\u5728\u751f\u6210\u6587\u5b57\u6642\uff0c\u6703\u5229\u7528Text Embedding\u4f86\u7406\u89e3\u4e0a\u4e0b\u6587\uff0c\u78ba\u4fdd\u751f\u6210\u7684\u6587\u5b57\u662f\u9023\u8cab\u4e14\u6709\u610f\u7fa9\u7684\u3002<\/li>\n\n\n\n<li>**Text Embedding\u7684\u61c9\u7528\uff1a**\u9664\u4e86\u5728\u81ea\u7136\u8a9e\u8a00\u8655\u7406\u9818\u57df\uff0cText Embedding\u9084\u88ab\u5ee3\u6cdb\u61c9\u7528\u65bc\u63a8\u85a6\u7cfb\u7d71\u4e2d\u3002\u4f8b\u5982\uff0c\u7576\u4f60\u5728\u7db2\u4e0a\u8cfc\u7269\u6642\uff0c\u7cfb\u7d71\u6703\u6839\u64da\u4f60\u904e\u53bb\u7684\u8cfc\u8cb7\u8a18\u9304\uff0c\u5c07\u4f60\u7684\u8208\u8da3\u8f49\u63db\u70ba\u5411\u91cf\uff0c\u7136\u5f8c\u627e\u5230\u8207\u4f60\u8208\u8da3\u6700\u76f8\u4f3c\u7684\u5546\u54c1\u63a8\u85a6\u7d66\u4f60\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u70ba\u4ec0\u9ebc\u5c07\u300c\u8c93\u300d\u548c\u300c\u72d7\u300d\u8f49\u63db\u70ba\u5411\u91cf\uff0c\u96fb\u8166\u5c31\u80fd\u5f88\u5bb9\u6613\u5730\u5340\u5206\u5b83\u5011\uff1f<\/h2>\n\n\n\n<p><strong>\u60f3\u50cf\u5411\u91cf\u7a7a\u9593<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6bcf\u500b\u8a5e\u90fd\u662f\u4e00\u500b\u9ede\uff1a<\/strong> \u7576\u6211\u5011\u5c07\u300c\u8c93\u300d\u548c\u300c\u72d7\u300d\u8f49\u63db\u6210\u5411\u91cf\u6642\uff0c\u5176\u5be6\u662f\u5728\u4e00\u500b\u591a\u7dad\u7684\u5411\u91cf\u7a7a\u9593\u4e2d\u70ba\u5b83\u5011\u627e\u5230\u4e86\u4e00\u500b\u4f4d\u7f6e\u3002\u9019\u500b\u7a7a\u9593\u4e2d\u7684\u6bcf\u500b\u8ef8\u90fd\u4ee3\u8868\u8457\u4e00\u500b\u7279\u5b9a\u7684\u8a9e\u7fa9\u6216\u8a9e\u6cd5\u7279\u5fb5\u3002<\/li>\n\n\n\n<li><strong>\u76f8\u4f3c\u8a5e\u9760\u5f97\u8fd1\uff1a<\/strong> \u5728\u9019\u500b\u7a7a\u9593\u4e2d\uff0c\u610f\u601d\u76f8\u8fd1\u7684\u8a5e\u6703\u88ab\u653e\u5728\u76f8\u8fd1\u7684\u4f4d\u7f6e\u3002\u4f8b\u5982\uff0c\u300c\u8c93\u300d\u3001\u300c\u864e\u300d\u3001\u300c\u8c79\u300d\u53ef\u80fd\u6703\u805a\u96c6\u5728\u4e00\u8d77\uff0c\u800c\u300c\u72d7\u300d\u3001\u300c\u72fc\u300d\u3001\u300c\u72d0\u72f8\u300d\u5247\u6703\u805a\u96c6\u5728\u53e6\u4e00\u500b\u5340\u57df\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u70ba\u4ec0\u9ebc\u5411\u91cf\u80fd\u5e6b\u52a9\u5340\u5206\uff1f<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6578\u5b78\u8a08\u7b97\u7684\u512a\u52e2\uff1a<\/strong> \u96fb\u8166\u64c5\u9577\u8655\u7406\u6578\u5b57\u3002\u7576\u6211\u5011\u5c07\u6587\u5b57\u8f49\u63db\u6210\u5411\u91cf\u5f8c\uff0c\u5c31\u53ef\u4ee5\u5229\u7528\u5404\u7a2e\u6578\u5b78\u65b9\u6cd5\u4f86\u8a08\u7b97\u5411\u91cf\u4e4b\u9593\u7684\u76f8\u4f3c\u5ea6\u6216\u5dee\u7570\u3002<\/li>\n\n\n\n<li><strong>\u6355\u6349\u8a9e\u7fa9\u548c\u8a9e\u6cd5\uff1a<\/strong> \u5411\u91cf\u53ef\u4ee5\u6355\u6349\u5230\u8a5e\u8a9e\u4e4b\u9593\u8907\u96dc\u7684\u95dc\u4fc2\uff0c\u4f8b\u5982\u540c\u7fa9\u3001\u53cd\u7fa9\u3001\u4e0a\u4e0b\u4f4d\u7b49\u3002\u9019\u4f7f\u5f97\u96fb\u8166\u80fd\u5920\u7406\u89e3\u8a5e\u8a9e\u5728\u53e5\u5b50\u4e2d\u7684\u542b\u7fa9\uff0c\u4e26\u9032\u884c\u66f4\u7cbe\u6e96\u7684\u5224\u65b7\u3002<\/li>\n\n\n\n<li><strong>\u964d\u7dad\u7684\u85dd\u8853\uff1a<\/strong> \u96d6\u7136\u5411\u91cf\u7a7a\u9593\u7684\u7dad\u5ea6\u5f88\u9ad8\uff0c\u4f46\u6211\u5011\u53ef\u4ee5\u901a\u904e\u964d\u7dad\u6280\u8853\uff08\u5982t-SNE\uff09\u5c07\u5176\u53ef\u8996\u5316\u3002\u9019\u6a23\u4e00\u4f86\uff0c\u6211\u5011\u5c31\u80fd\u76f4\u89c0\u5730\u770b\u5230\u4e0d\u540c\u8a5e\u8a9e\u4e4b\u9593\u7684\u95dc\u4fc2\uff0c\u4e26\u7406\u89e3\u70ba\u4ec0\u9ebc\u96fb\u8166\u80fd\u5340\u5206\u5b83\u5011\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u8209\u500b\u4f8b\u5b50\uff1a<\/strong><\/p>\n\n\n\n<p>\u5047\u8a2d\u6211\u5011\u7528\u5169\u500b\u7dad\u5ea6\u4f86\u8868\u793a\u300c\u8c93\u300d\u548c\u300c\u72d7\u300d\u3002\u7b2c\u4e00\u500b\u7dad\u5ea6\u4ee3\u8868\u300c\u5927\u5c0f\u300d\uff0c\u7b2c\u4e8c\u500b\u7dad\u5ea6\u4ee3\u8868\u300c\u53eb\u8072\u300d\u3002\u90a3\u9ebc\uff0c\u300c\u8c93\u300d\u7684\u5411\u91cf\u53ef\u80fd\u8868\u793a\u70ba\uff08\u5c0f\uff0c\u55b5\uff09\uff0c\u800c\u300c\u72d7\u300d\u7684\u5411\u91cf\u53ef\u80fd\u8868\u793a\u70ba\uff08\u5927\uff0c\u6c6a\uff09\u3002\u5728\u9019\u500b\u4e8c\u7dad\u7a7a\u9593\u4e2d\uff0c\u300c\u8c93\u300d\u548c\u300c\u72d7\u300d\u5c31\u6703\u88ab\u6e05\u695a\u5730\u5206\u958b\u3002<\/p>\n\n\n\n<p>\u5c07\u6587\u5b57\u8f49\u63db\u70ba\u5411\u91cf\uff0c\u53ef\u4ee5\u8b93\u96fb\u8166\u66f4\u6df1\u5165\u5730\u7406\u89e3\u8a9e\u8a00\u3002\u901a\u904e\u8a08\u7b97\u5411\u91cf\u4e4b\u9593\u7684\u76f8\u4f3c\u5ea6\u6216\u5dee\u7570\uff0c\u96fb\u8166\u53ef\u4ee5\u5b8c\u6210\u8a31\u591a\u8907\u96dc\u7684\u4efb\u52d9\uff0c\u4f8b\u5982\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6587\u672c\u5206\u985e\uff1a<\/strong> \u5c07\u6587\u672c\u6309\u7167\u4e3b\u984c\u9032\u884c\u5206\u985e\uff08\u4f8b\u5982\uff0c\u65b0\u805e\u3001\u9ad4\u80b2\u3001\u5a1b\u6a02\uff09\u3002<\/li>\n\n\n\n<li><strong>\u60c5\u611f\u5206\u6790\uff1a<\/strong> \u5224\u65b7\u6587\u672c\u7684\u60c5\u611f\u50be\u5411\uff08\u4f8b\u5982\uff0c\u6b63\u9762\u3001\u8ca0\u9762\u3001\u4e2d\u6027\uff09\u3002<\/li>\n\n\n\n<li><strong>\u6a5f\u5668\u7ffb\u8b6f\uff1a<\/strong> \u5c07\u4e00\u7a2e\u8a9e\u8a00\u7684\u6587\u672c\u7ffb\u8b6f\u6210\u53e6\u4e00\u7a2e\u8a9e\u8a00\u3002<\/li>\n\n\n\n<li><strong>\u554f\u7b54\u7cfb\u7d71\uff1a<\/strong> \u56de\u7b54\u7528\u6236\u63d0\u51fa\u7684\u554f\u984c\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u66f4\u9032\u4e00\u6b65<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5411\u91cf\u8868\u793a\u7684\u65b9\u6cd5\uff1a<\/strong> 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Model\u662f\u76f8\u8f14\u76f8\u6210\u7684\u3002LLM\u8ca0\u8cac\u751f\u6210\u6709\u610f\u7fa9\u7684\u6587\u5b57\uff0c\u800cText Embedding Model\u5247\u70baLLM\u63d0\u4f9b\u7406\u89e3\u6587\u672c\u7684\u57fa\u790e\u3002\u5b83\u5011\u5171\u540c\u63a8\u52d5\u4e86\u81ea\u7136\u8a9e\u8a00\u8655\u7406\u6280\u8853\u7684\u767c\u5c55\uff0c\u4e26\u5728\u6211\u5011\u7684\u65e5\u5e38\u751f\u6d3b\u4e2d\u767c\u63ee\u8457\u8d8a\u4f86\u8d8a\u91cd\u8981\u7684\u4f5c\u7528\u3002<\/p>\n\n\n\n<p>\u96a8\u8457\u6280\u8853\u7684\u9032\u6b65\uff0c\u6211\u5011\u53ef\u4ee5\u671f\u5f85LLM\u548cText Embedding Model\u5728\u672a\u4f86\u6703\u6709\u66f4\u5ee3\u6cdb\u7684\u61c9\u7528\u3002\u4f8b\u5982\uff0cLLM\u53ef\u4ee5\u88ab\u7528\u65bc\u5275\u9020\u66f4\u903c\u771f\u7684\u865b\u64ec\u89d2\u8272\uff0c\u800cText Embedding 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