{"id":28253,"date":"2025-03-11T17:16:58","date_gmt":"2025-03-11T09:16:58","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=28253"},"modified":"2025-03-11T17:45:39","modified_gmt":"2025-03-11T09:45:39","slug":"zhangwenbenxiangliangmoan","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/ja\/zhangwenbenxiangliangmoan\/","title":{"rendered":"\u957f\u6587\u672c\u5411\u91cf\u6a21\u578b\u57284K Tokens \u4e4b\u5916\u5f62\u540c\u76f2\u533a\uff1f"},"content":{"rendered":"<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/113d1093c6cd0f4.png\" \/><\/p>\n<p>2025 \u5e74 2 \u6708\u53d1\u5e03\u7684 NoLiMA \u662f\u4e00\u79cd\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u957f\u6587\u672c\u7406\u89e3\u80fd\u529b\u8bc4\u4f30\u65b9\u6cd5\u3002\u4e0d\u540c\u4e8e\u4f20\u7edf\u201c\u5927\u6d77\u635e\u9488\u201d\uff08Needle-in-a-Haystack, NIAH\uff09\u6d4b\u8bd5\u4f9d\u8d56\u5173\u952e\u8bcd\u5339\u914d\u7684\u505a\u6cd5\uff0c\u5b83\u6700\u5927\u7684\u7279\u70b9\u662f\u00a0<strong>\u901a\u8fc7\u7cbe\u5fc3\u8bbe\u8ba1\u95ee\u9898\u548c\u5173\u952e\u4fe1\u606f\uff0c\u8feb\u4f7f\u6a21\u578b\u8fdb\u884c\u6df1\u5c42\u8bed\u4e49\u7406\u89e3\u548c\u63a8\u7406\uff0c\u624d\u80fd\u4ece\u957f\u6587\u672c\u4e2d\u627e\u5230\u7b54\u6848\u3002<\/strong><\/p>\n<p>NoLiMa: https:\/\/arxiv.org\/abs\/2502.05167<\/p>\n<p>NoLiMA \u7684\u7814\u7a76\u7ed3\u679c\u63ed\u793a\u4e86\u4e00\u4e2a\u91cd\u8981\u95ee\u9898\uff1a\u90a3\u4e9b\u53f7\u79f0\u80fd\u5904\u7406\u51e0\u5341\u4e07\u751a\u81f3\u4e0a\u767e\u4e07\u8bcd\u5143\uff08tokens\uff09\u7684 LLM\uff0c\u5728\u771f\u6b63\u9700\u8981\u7406\u89e3\u957f\u6587\u672c\u7684\u4efb\u52a1\u91cc\uff0c\u6027\u80fd\u5927\u6253\u6298\u6263\u3002\u6bd4\u5982\uff0c\u5728 32K \u8bcd\u5143\u7684\u957f\u5ea6\u4e0b\uff0c\u6709 10 \u4e2a\u53d7\u6d4b\u6a21\u578b\uff0c\u8868\u73b0\u8fd8\u4e0d\u5982\u5904\u7406\u77ed\u6587\u672c\uff08\u5c0f\u4e8e 1K \u8bcd\u5143\uff09\u65f6\u7684\u4e00\u534a\u597d\uff1b\u5c31\u8fde\u8868\u73b0\u6700\u597d\u7684 GPT-4o\uff0c\u6027\u80fd\u4e5f\u4ece\u63a5\u8fd1\u5b8c\u7f8e\u7684 99.3% \u6389\u5230\u4e86 69.7%\u3002<\/p>\n<p>\u53d7 NoLiMA \u542f\u53d1\uff0c\u6211\u4eec\u7528\u5411\u91cf\u6a21\u578b <code>jina-embeddings-v3<\/code> \u505a\u4e86\u7c7b\u4f3c\u7684\u5b9e\u9a8c\u3002\u4e4b\u6240\u4ee5\u8981\u7814\u7a76\u5411\u91cf\u6a21\u578b\uff0c\u662f\u56e0\u4e3a\u5728\u68c0\u7d22\u589e\u5f3a\u751f\u6210\uff08RAG\uff09\u7cfb\u7edf\u4e2d\uff0c\u68c0\u7d22\u6a21\u578b\uff08\u4e5f\u5c31\u662f\u5411\u91cf\u6a21\u578b\uff09\u7684\u597d\u574f\uff0c\u76f4\u63a5\u51b3\u5b9a\u4e86\u6574\u4e2a\u7cfb\u7edf\u7684\u6548\u679c\u3002<\/p>\n<p>\u6211\u4eec\u7684\u7814\u7a76\u4e3b\u8981\u5173\u6ce8\u4e24\u4e2a\u6838\u5fc3\u95ee\u9898\uff1a<\/p>\n<ul>\n<li><strong>\u5411\u91cf\u6a21\u578b\u80fd\u4e0d\u80fd\u5728\u957f\u6587\u672c\u4e2d\u8fdb\u884c\u201c\u5355\u8df3\u63a8\u7406\u201d\uff1f<\/strong> \u4f20\u7edf\u7684 NIAH \u6d4b\u8bd5\uff0c\u95ee\u9898\u548c\u7b54\u6848\u901a\u5e38\u80fd\u76f4\u63a5\u5bf9\u4e0a\uff08\u6bd4\u5982\uff0c\u201c\u7ea6\u7ff0\u54ea\u4e00\u5e74\u53bb\u7684\u5df4\u9ece\uff1f\u201d\u548c\u201c\u7ea6\u7ff0 2019 \u5e74\u53bb\u4e86\u5df4\u9ece\u201d\uff09\u3002\u800c\u6211\u4eec\u8bbe\u8ba1\u7684\u201c\u9488\u201d\u4e0d\u4e00\u6837\uff0c\u5b83\u9700\u8981\u6a21\u578b\u8fdb\u884c\u8bed\u4e49\u63a8\u7406\uff08\u6bd4\u5982\uff0c\u95ee\u9898\u662f\u201c\u54ea\u4e2a\u89d2\u8272\u53bb\u8fc7\u6cd5\u56fd\uff1f\u201d\uff0c\u201c\u9488\u201d\u662f\u201cYuki \u4f4f\u5728\u68ee\u73c0\u6b4c\u5267\u9662\u65c1\u8fb9\u201d\uff0c\u6a21\u578b\u5f97\u77e5\u9053\u68ee\u73c0\u6b4c\u5267\u9662\u5728\u5fb7\u56fd\u624d\u884c\uff09\u3002<\/li>\n<li><strong>\u67e5\u8be2\u6269\u5c55\u80fd\u4e0d\u80fd\u8ba9\u957f\u6587\u672c\u68c0\u7d22\u66f4\u597d\u7528\uff1f<\/strong> \u67e5\u8be2\u6269\u5c55\u5c31\u662f\u7ed9\u67e5\u8be2\u52a0\u4e9b\u76f8\u5173\u7684\u8bcd\uff0c\u8ba9\u8bed\u4e49\u66f4\u4e30\u5bcc\u3002\u6211\u4eec\u60f3\u770b\u770b\uff0c\u8fd9\u4e2a\u65b9\u6cd5\u80fd\u4e0d\u80fd\u5f25\u8865\u5411\u91cf\u6a21\u578b\u5728\u5904\u7406\u957f\u6587\u672c\u65f6\u7684\u4e0d\u8db3\u3002<\/li>\n<\/ul>\n<div style=\"width: 250px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/0fb08351bc81966.svg\" alt=\"\u4f20\u7edf NIAH \u6d4b\u8bd5\uff08\u5141\u8bb8\u5173\u952e\u8bcd\u5339\u914d\uff09\u4e0e NOLIMA \u6d4b\u8bd5\uff08\u9700\u8981\u8bed\u4e49\u63a8\u7406\uff09\u7684\u5bf9\u6bd4\u56fe\" width=\"240\" height=\"150\" \/><p class=\"wp-caption-text\">\u4f20\u7edf NIAH \u6d4b\u8bd5\uff08\u5141\u8bb8\u5173\u952e\u8bcd\u5339\u914d\uff09\u4e0e NOLIMA \u6d4b\u8bd5\uff08\u9700\u8981\u8bed\u4e49\u63a8\u7406\uff09\u7684\u5bf9\u6bd4\u56fe<\/p><\/div>\n<p>LLM \u7684\u5b9e\u9a8c\u7ed3\u679c\u5df2\u7ecf\u8868\u660e\uff0c\u5b83\u4eec\u592a\u4f9d\u8d56\u8868\u9762\u7684\u6587\u5b57\u5339\u914d\uff0c\u6df1\u5c42\u7684\u63a8\u7406\u80fd\u529b\u8fd8\u4e0d\u591f\u3002\u6211\u4eec\u60f3\u77e5\u9053\uff0c\u5411\u91cf\u6a21\u578b\u662f\u4e0d\u662f\u4e5f\u8fd9\u6837\uff1f\u8fd9\u53ef\u80fd\u4f1a\u8ba9\u6211\u4eec\u770b\u6e05\uff0c\u73b0\u5728\u7684\u8bed\u4e49\u641c\u7d22\u6280\u672f\u5230\u5e95\u8fd8\u6709\u54ea\u4e9b\u4e0d\u8db3\u3002<\/p>\n<h2>\u5173\u952e\u4fe1\u606f\u548c\u4e0a\u4e0b\u6587\u7684\u6784\u5efa<\/h2>\n<h3>\u5173\u952e\u4fe1\u606f\u7684\u6784\u5efa<\/h3>\n<p>\u4f20\u7edf\u7684\u201c\u5927\u6d77\u635e\u9488\u201d\u6d4b\u8bd5\u4e2d\uff0c\u5173\u952e\u4fe1\u606f\uff08\u201c\u9488\u201d\uff09\u7684\u63aa\u8f9e\u901a\u5e38\u548c\u8981\u627e\u7684\u95ee\u9898\u5f88\u50cf\u3002\u4f8b\u5982\uff1a<\/p>\n<ul>\n<li>\u95ee\u9898\uff1a&#8221;\u54ea\u4e2a\u89d2\u8272\u53bb\u8fc7\u5fb7\u7d2f\u65af\u987f\uff1f&#8221;<\/li>\n<li>\u5173\u952e\u4fe1\u606f\uff1a&#8221;Yuki \u4f4f\u5728\u5fb7\u7d2f\u65af\u987f\u3002&#8221;<\/li>\n<\/ul>\n<p>\u4f46 NoLiMa \u90a3\u7bc7\u8bba\u6587\u4e0d\u8fd9\u4e48\u505a\uff0c\u6211\u4eec\u4e5f\u4e0d\u60f3\u8fd9\u4e48\u505a\u3002\u6211\u4eec\u60f3\u8003\u5bdf\u7684\u662f\u6a21\u578b\u5bf9\u8bed\u4e49\u7684\u7406\u89e3\uff0c\u800c\u4e0d\u662f\u7b80\u5355\u7684\u5173\u952e\u8bcd\u5339\u914d\u3002\u6240\u4ee5\uff0c\u6211\u4eec\u8bbe\u8ba1\u4e86\u4e00\u79cd\u201c\u5355\u8df3\u201d\u7684\u53d8\u4f53\uff08\u201c\u5355\u8df3\u201d\u7684\u610f\u601d\u662f\uff0c\u7b54\u6848\u548c\u95ee\u9898\u4e4b\u95f4\u9700\u8981\u7a0d\u5fae\u63a8\u7406\u4e00\u4e0b\u624d\u80fd\u8054\u7cfb\u8d77\u6765\uff09\uff0c\u5e76\u4e14\u7279\u610f\u7528\u4e86\u4e00\u4e9b\u6587\u672c\u91cc\u6ca1\u6709\u51fa\u73b0\u8fc7\u7684\u8bcd\uff0c\u8fd8\u91c7\u7528\u4e86\u5012\u88c5\u53e5\u3002<\/p>\n<ul>\n<li>\u95ee\u9898\uff1a\u201c\u54ea\u4e2a\u89d2\u8272\u53bb\u8fc7\u5fb7\u7d2f\u65af\u987f\uff1f\u201d<\/li>\n<li>\u5173\u952e\u4fe1\u606f\uff08\u9ed8\u8ba4\uff09\uff1a\u201c\u4e8b\u5b9e\u4e0a\uff0cYuki \u4f4f\u5728\u68ee\u73c0\u6b4c\u5267\u9662\u65c1\u8fb9\u3002\u201d<\/li>\n<li>\u5173\u952e\u4fe1\u606f\uff08\u5012\u88c5\uff09\uff1a\u201c\u68ee\u73c0\u6b4c\u5267\u9662\u5c31\u5728 Yuki \u4f4f\u7684\u5730\u65b9\u65c1\u8fb9\u3002\u201d<\/li>\n<\/ul>\n<p>\u6309\u7167\u8bba\u6587\u7684\u65b9\u6cd5\uff0c\u6211\u4eec\u751f\u6210\u4e86\u591a\u4e2a\u7c7b\u522b\u7684\u201c\u95ee\u9898-\u5173\u952e\u4fe1\u606f\u201d\u7ec4\uff08\u6bcf\u4e2a\u7ec4\u5305\u542b\u4e00\u4e2a\u95ee\u9898\u3001\u4e00\u4e2a\u201c\u5355\u8df3\u201d\u5f0f\u5173\u952e\u4fe1\u606f\uff0c\u8fd8\u6709\u4e00\u4e2a\u628a\u201c\u5355\u8df3\u201d\u5173\u952e\u4fe1\u606f\u5012\u8fc7\u6765\u8bf4\u7684\u7248\u672c\u3002\uff09<\/p>\n<p>\u793a\u4f8b\u5982\u4e0b\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u7c7b\u522b<\/th>\n<th>\u95ee\u9898<\/th>\n<th>\u539f\u59cb\u5173\u952e\u4fe1\u606f\uff08\u4ec5\u4f9b\u53c2\u8003\uff09<\/th>\n<th>\u5355\u8df3\u5173\u952e\u4fe1\u606f<\/th>\n<th>\u5012\u88c5\u5355\u6311\u5173\u952e\u4fe1\u606f<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u996e\u98df\u9650\u5236<\/td>\n<td>\u54ea\u4e2a\u89d2\u8272\u4e0d\u80fd\u5403\u9c7c\u7c7b\u98df\u7269\uff1f<\/td>\n<td>Alice \u4e0d\u80fd\u5403\u9c7c\u7c7b\u98df\u7269\u3002<\/td>\n<td>\u7136\u540e\uff0cAlice \u63d0\u5230\u5979\u591a\u5e74\u6765\u4e00\u76f4\u662f\u7d20\u98df\u8005\u3002<\/td>\n<td>\u591a\u5e74\u6765\uff0c\u7d20\u98df\u5bf9 Alice \u6765\u8bf4\u5f88\u91cd\u8981\u3002<\/td>\n<\/tr>\n<tr>\n<td>\u533b\u7597\u72b6\u51b5<\/td>\n<td>\u54ea\u4e2a\u89d2\u8272\u4e0d\u80fd\u559d\u725b\u5976\uff1f<\/td>\n<td>Bob \u4e0d\u80fd\u559d\u725b\u5976\u3002<\/td>\n<td>Bob \u89e3\u91ca\u8bf4\u4ed6\u4e73\u7cd6\u4e0d\u8010\u53d7\u3002<\/td>\n<td>\u4e73\u7cd6\u4e0d\u8010\u53d7\u6bcf\u5929\u90fd\u5f71\u54cd\u7740 Bob\u3002<\/td>\n<\/tr>\n<tr>\n<td>\u8bed\u8a00\u80fd\u529b<\/td>\n<td>\u54ea\u4e2a\u89d2\u8272\u4f1a\u8bf4\u6cd5\u8bed\uff1f<\/td>\n<td>Charlie \u4f1a\u8bf4\u6cd5\u8bed\u3002<\/td>\n<td>\u4e8b\u5b9e\u4e0a\uff0cCharlie \u5728\u7d22\u90a6\u5927\u5b66\u5b66\u4e60\u3002<\/td>\n<td>Charlie \u5728\u7d22\u90a6\u5927\u5b66\u5b8c\u6210\u4e86\u4ed6\u7684\u5b66\u4f4d\u3002<\/td>\n<\/tr>\n<tr>\n<td>\u804c\u4e1a\u80cc\u666f<\/td>\n<td>\u54ea\u4e2a\u89d2\u8272\u662f\u97f3\u4e50\u5bb6\uff1f<\/td>\n<td>Diane \u662f\u4e00\u540d\u97f3\u4e50\u5bb6\u3002<\/td>\n<td>2013 \u5e74\uff0cDiane \u5728\u6089\u5c3c\u6b4c\u5267\u9662\u6307\u6325\u3002<\/td>\n<td>\u6089\u5c3c\u6b4c\u5267\u9662\u7684\u6f14\u51fa\u7531 Diane \u6307\u6325\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\ud83d\udca1 \u4e0a\u9762\u7684\u4eba\u540d\u53ea\u662f\u4e3e\u4f8b\u3002\u5728\u5b9e\u9645\u7684\u201c\u9488\u201d\u4e2d\uff0c\u4eba\u540d\u662f\u4ece\u4e00\u4e2a\u5305\u542b\u4e0d\u540c\u6587\u5316\u80cc\u666f\u7684\u540d\u5b57\u5217\u8868\u4e2d\u968f\u673a\u62bd\u53d6\u7684\u3002<\/p>\n<p>\u53e6\u5916\uff0c\u8868\u683c\u91cc\u7684\u201c\u539f\u59cb\u5173\u952e\u4fe1\u606f\u201d\uff08\u4e5f\u5c31\u662f\u5b57\u9762\u5339\u914d\u7684\u7248\u672c\uff09\u53ea\u662f\u7ed9\u5927\u5bb6\u770b\u770b\uff0c\u65b9\u4fbf\u7406\u89e3\uff0c\u6211\u4eec\u7684\u5b9e\u9a8c\u91cc\u5e76\u4e0d\u4f1a\u7528\u5230\u3002<\/p>\n<h3>\u4e0a\u4e0b\u6587\u7684\u6784\u5efa<\/h3>\n<p>\u6211\u4eec\u51c6\u5907\u4e86\u5341\u672c\u516c\u7248\u4e66\uff0c\u6bcf\u672c\u90fd\u81f3\u5c11\u6709 5 \u4e07\u4e2a\u8bcd\u5143\uff08tokens\uff09\uff0c\u6211\u4eec\u4ece\u6bcf\u672c\u4e66\u91cc\u968f\u673a\u62bd\u53d6\u4e00\u4e9b\u77ed\u5c0f\u7684\u7247\u6bb5\uff08\u6bcf\u4e2a\u7247\u6bb5\u4e0d\u8d85\u8fc7 250 \u4e2a\u8bcd\u5143\uff09\uff0c\u7136\u540e\u628a\u8fd9\u4e9b\u7247\u6bb5\u62fc\u63a5\u8d77\u6765\uff0c\u5f62\u6210\u4e0d\u540c\u957f\u5ea6\u7684\u201c\u4e0a\u4e0b\u6587\u201d\uff0c\u957f\u5ea6\u5206\u522b\u662f 128\u3001256\u3001512\u30011024\u30012048\u30014096 \u548c 8192 \u4e2a\u8bcd\u5143\u3002\u7136\u540e\uff0c\u6211\u4eec\u5728\u6bcf\u4e00\u4e2a\u4e0a\u4e0b\u6587\u91cc\uff0c\u90fd\u653e\u8fdb\u53bb\u4e00\u4e2a\u5173\u952e\u4fe1\u606f\uff1a<\/p>\n<div style=\"width: 1090px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/a73bd510c4b6551.png\" alt=\"\u7528\u4e66\u4e2d\u7684\u77ed\u7247\u6bb5\u548c\u5173\u952e\u4fe1\u606f\u6765\u6784\u5efa\u4e0a\u4e0b\u6587\" width=\"1080\" height=\"534\" \/><p class=\"wp-caption-text\">\u7528\u4e66\u4e2d\u7684\u77ed\u7247\u6bb5\u548c\u5173\u952e\u4fe1\u606f\u6765\u6784\u5efa\u4e0a\u4e0b\u6587<\/p><\/div>\n<p>\u66f4\u5177\u4f53\u4e00\u70b9\uff0c\u6bd4\u5982\u6211\u4eec\u628a\u201c\u4e8b\u5b9e\u4e0a\uff0cYuki \u4f4f\u5728\u68ee\u73c0\u6b4c\u5267\u9662\u65c1\u8fb9\u201d\u8fd9\u6761\u5173\u952e\u4fe1\u606f\uff0c\u653e\u5230\u4e00\u4e2a\u957f\u5ea6\u4e3a 128 \u4e2a\u8bcd\u5143\u7684\u4e0a\u4e0b\u6587\u91cc\uff0c\u653e\u5728\u7b2c 50 \u4e2a\u8bcd\u5143\u7684\u4f4d\u7f6e\uff1a<\/p>\n<div style=\"width: 1090px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/6012d544cc027ea.png\" alt=\"\u5927\u6d77\u635e\u9488\u793a\u4f8b\" width=\"1080\" height=\"361\" \/><p class=\"wp-caption-text\">\u5927\u6d77\u635e\u9488\u793a\u4f8b<\/p><\/div>\n<p>\u6211\u4eec\u7528 <code>jina-embeddings-v3<\/code> \u6a21\u578b\u6765\u5411\u91cf\u5316\u6587\u672c\uff0c\u518d\u8ba1\u7b97\u201c\u5173\u952e\u4fe1\u606f\u201d\u6587\u672c\u548c\u201c\u4e0a\u4e0b\u6587\u201d\u6587\u672c\u7684\u76f8\u4f3c\u5ea6\u5f97\u5206\uff1a<\/p>\n<pre><code>Question-Haystack\u00a0similarity\u00a0=\u00a00.2391\r\n<\/code><\/pre>\n<p>\u4e3a\u4e86\u8ba9\u8fd9\u4e2a\u76f8\u4f3c\u5ea6\u5f97\u5206\u66f4\u6709\u610f\u4e49\uff0c\u6211\u4eec\u8fd8\u9700\u8981\u505a\u4e00\u6b65\u201c\u5f52\u4e00\u5316\u201d\u3002\u5177\u4f53\u505a\u6cd5\u662f\uff0c\u5148\u8ba1\u7b97\u95ee\u9898\u548c\u9ed8\u8ba4\u5173\u952e\u4fe1\u606f\uff08\u4e5f\u5c31\u662f\u6ca1\u6709\u4e0a\u4e0b\u6587\uff0c\u76f4\u63a5\u6bd4\u8f83\uff09\u7684\u76f8\u4f3c\u5ea6\u5f97\u5206\u3002\u7136\u540e\uff0c\u7528\u524d\u9762\u7684\u201c\u5173\u952e\u4fe1\u606f-\u4e0a\u4e0b\u6587\u201d\u76f8\u4f3c\u5ea6\u9664\u4ee5\u8fd9\u4e2a\u201c\u95ee\u9898-\u5173\u952e\u4fe1\u606f\u201d\u76f8\u4f3c\u5ea6\uff1a<\/p>\n<pre><code>Question-Needle\u00a0similarity\u00a0=\u00a00.3598\r\nNormalized\u00a0Query\u00a0-\u00a0Haystack\u00a0similarity\u00a0=\u00a00.2391\u00a0\/\u00a00.3598\u00a0=\u00a00.6644\r\n<\/code><\/pre>\n<p>\u4e3a\u4ec0\u4e48\u8981\u5f52\u4e00\u5316\u5462\uff1f\u56e0\u4e3a\u4e0d\u540c\u7684\u5411\u91cf\u6a21\u578b\uff0c\u7b97\u51fa\u6765\u7684\u76f8\u4f3c\u5ea6\u5f97\u5206\u53ef\u80fd\u4f1a\u4e0d\u4e00\u6837\u3002\u800c\u4e14\uff0c<code>jina-embeddings-v3<\/code> \u6a21\u578b\u901a\u5e38\u4f1a\u4f4e\u4f30\u4e24\u6bb5\u6587\u672c\u4e4b\u95f4\u7684\u76f8\u4f3c\u5ea6\u3002<\/p>\n<p>\u5bf9\u4e8e\u6bcf\u4e00\u4e2a\u5173\u952e\u4fe1\u606f\uff08\u5305\u62ec\u9ed8\u8ba4\u7248\u672c\u548c\u5012\u88c5\u7248\u672c\uff09\uff0c\u6211\u4eec\u90fd\u751f\u6210\u4e86 10 \u4e2a\u4e0d\u540c\u957f\u5ea6\u7684\u4e0a\u4e0b\u6587\uff0c\u6bcf\u4e00\u4e2a\u4e0a\u4e0b\u6587\u91cc\uff0c\u5173\u952e\u4fe1\u606f\u51fa\u73b0\u7684\u4f4d\u7f6e\u90fd\u4e0d\u4e00\u6837\u3002\u5bf9\u4e8e\u540c\u4e00\u4e2a\u5173\u952e\u4fe1\u606f\u548c\u540c\u4e00\u4e2a\u4e0a\u4e0b\u6587\u957f\u5ea6\uff0c\u8fd9 10 \u4e2a\u4e0a\u4e0b\u6587\u5927\u6982\u662f\u8fd9\u6837\u7684\uff1a<\/p>\n<div style=\"width: 810px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" title=\"\u957f\u6587\u672c\u5411\u91cf\u6a21\u578b\u57284K Tokens \u4e4b\u5916\u5f62\u540c\u76f2\u533a\uff1f-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/d3ec35c39b2f690.png\" alt=\"\u957f\u6587\u672c\u5411\u91cf\u6a21\u578b\u57284K Tokens \u4e4b\u5916\u5f62\u540c\u76f2\u533a\uff1f-1\" width=\"800\" height=\"290\" \/><p class=\"wp-caption-text\">\u5728\u5341\u4e2a\u4e0a\u4e0b\u6587\u4e2d\uff0c\u4ee5\u56fa\u5b9a\u7684\u95f4\u9694\u653e\u7f6e\u5173\u952e\u4fe1\u606f<\/p><\/div>\n<p>&nbsp;<\/p>\n<p>\u53e6\u5916\uff0c\u4e3a\u4e86\u6709\u4e2a\u5bf9\u7167\uff0c\u6211\u4eec\u8fd8\u7ed9\u6bcf\u4e00\u79cd\u6d4b\u8bd5\u6761\u4ef6\uff08\u4e0d\u540c\u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\uff09\u751f\u6210\u4e86\u4e00\u4e2a\u4e0d\u5305\u542b\u4efb\u4f55\u5173\u952e\u4fe1\u606f\u7684\u4e0a\u4e0b\u6587\u3002\u8fd9\u6837\u7b97\u4e0b\u6765\uff0c\u6211\u4eec\u603b\u5171\u751f\u6210\u4e86 3234 \u4e2a\u4e0a\u4e0b\u6587\u3002<\/p>\n<p>\u6700\u540e\uff0c\u6211\u4eec\u7528<code>jina-embeddings-v3<\/code> \u6a21\u578b\uff08\u4f7f\u7528\u9ed8\u8ba4\u7684 text-matching LoRA\uff09\u5bf9\u6bcf\u4e00\u4e2a\u4e0a\u4e0b\u6587\u8fdb\u884c\u7f16\u7801\u3002\u5982\u679c\u4e0a\u4e0b\u6587\u7684\u603b\u8bcd\u5143\u6570\u8d85\u8fc7\u4e86 8192\uff08\u8fd9\u662f jina-embeddings-v3 \u6a21\u578b\u7684\u4e0a\u9650\uff09\uff0c\u6211\u4eec\u5c31\u628a\u591a\u4f59\u7684\u90e8\u5206\u622a\u65ad\uff0c\u5e76\u5bf9\u5bf9\u5e94\u7684\u6bcf\u4e2a\u95ee\u9898\u4e5f\u8fdb\u884c\u7f16\u7801\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u8bc4\u4f30\u6307\u6807<\/h2>\n<p>\u6211\u4eec\u8bbe\u8ba1\u4e86\u4e00\u5957\u8bc4\u4f30\u6846\u67b6\uff0c\u7528\u51e0\u4e2a\u4e0d\u540c\u7684\u6307\u6807\uff0c\u6765\u8861\u91cf\u5411\u91cf\u6a21\u578b\u5728\u4e0d\u540c\u4e0a\u4e0b\u6587\u957f\u5ea6\u4e0b\u7684\u8868\u73b0\uff1a<\/p>\n<h3>\u4e3b\u8981\u6307\u6807<\/h3>\n<p><strong>1. \u5f52\u4e00\u5316\u76f8\u4f3c\u5ea6\u5206\u6570<\/strong><\/p>\n<p>\u8fd9\u662f\u6700\u6838\u5fc3\u7684\u6307\u6807\u3002\u5b83\u4e0d\u53ea\u662f\u7b80\u5355\u5730\u770b\u95ee\u9898\u548c\u6574\u4e2a\u4e0a\u4e0b\u6587\u4e4b\u95f4\u7684\u8bed\u4e49\u76f8\u4f3c\u5ea6\uff0c\u8fd8\u4f1a\u628a\u95ee\u9898\u548c\u5173\u952e\u4fe1\u606f\u5355\u72ec\u62ff\u51fa\u6765\u6bd4\u8f83\u4e00\u4e0b\u3002\u8fd9\u6837\uff0c\u6211\u4eec\u5c31\u80fd\u77e5\u9053\uff0c\u6a21\u578b\u5728\u5305\u542b\u5173\u952e\u4fe1\u606f\u7684\u4e0a\u4e0b\u6587\u91cc\u7684\u8868\u73b0\uff0c\u8ddf\u5b83\u5728\u7406\u60f3\u60c5\u51b5\u4e0b\u7684\u8868\u73b0\uff08\u95ee\u9898\u548c\u5173\u952e\u4fe1\u606f\u76f4\u63a5\u6bd4\u8f83\uff09\u76f8\u6bd4\uff0c\u5dee\u8ddd\u6709\u591a\u5927\u3002<\/p>\n<p>\u5177\u4f53\u8ba1\u7b97\u65b9\u6cd5\u662f\uff1a\u5148\u7b97\u51fa\u95ee\u9898\u548c\u5b83\u5bf9\u5e94\u7684\u5173\u952e\u4fe1\u606f\u4e4b\u95f4\u7684\u4f59\u5f26\u76f8\u4f3c\u5ea6\u5f97\u5206\uff0c\u4f5c\u4e3a\u57fa\u51c6\uff1b\u7136\u540e\uff0c\u7528\u201c\u95ee\u9898-\u4e0a\u4e0b\u6587\u76f8\u4f3c\u5ea6\u201d\u9664\u4ee5\u8fd9\u4e2a\u57fa\u51c6\uff0c\u5f97\u5230\u5f52\u4e00\u5316\u7684\u76f8\u4f3c\u5ea6\u5f97\u5206\u3002<\/p>\n<p><img decoding=\"async\" title=\"\u957f\u6587\u672c\u5411\u91cf\u6a21\u578b\u57284K Tokens \u4e4b\u5916\u5f62\u540c\u76f2\u533a\uff1f-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/e919f0673771eb1.png\" alt=\"\u957f\u6587\u672c\u5411\u91cf\u6a21\u578b\u57284K Tokens \u4e4b\u5916\u5f62\u540c\u76f2\u533a\uff1f-1\" \/><\/p>\n<p><strong>2. \u6bd4\u968f\u673a\u778e\u731c\u5f3a\u591a\u5c11<\/strong><\/p>\n<p>\u5bf9\u4e8e\u5411\u91cf\u6a21\u578b\uff0c\u53ea\u6709\u6bd4\u8f83\u540c\u4e00\u4e2a\u95ee\u9898\u548c\u4e0d\u540c\u6587\u672c\u7684\u76f8\u4f3c\u5ea6\u624d\u6709\u610f\u4e49\u3002\u6240\u4ee5\uff0c\u9664\u4e86\u5f52\u4e00\u5316\u76f8\u4f3c\u5ea6\u5f97\u5206\uff0c\u6211\u4eec\u8fd8\u8981\u770b\uff0c\u8fd9\u4e2a\u95ee\u9898\u8ddf\u6574\u4e2a\u4e0a\u4e0b\u6587\u6bd4\u8d77\u6765\uff0c\u662f\u4e0d\u662f\u771f\u7684\u6bd4\u8ddf\u4e00\u6bb5\u540c\u6837\u957f\u5ea6\u4f46\u6ca1\u6709\u5173\u952e\u4fe1\u606f\u7684\u968f\u673a\u6587\u672c\u66f4\u50cf\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c\u6211\u4eec\u8981\u770b\u770b\u6a21\u578b\u627e\u5230\u7684\u7b54\u6848\u662f\u4e0d\u662f\u771f\u7684\u6bd4\u778e\u731c\u8981\u51c6\u3002<\/p>\n<h3>\u6b21\u8981\u6307\u6807<\/h3>\n<p><strong>1. \u533a\u5206\u80fd\u529b\u5206\u6790<\/strong><\/p>\n<p>\u8fd9\u4e2a\u6307\u6807\u662f\u770b\u6a21\u578b\u80fd\u4e0d\u80fd\u628a\u5173\u952e\u4fe1\u606f\u548c\u5176\u4ed6\u4e0d\u76f8\u5173\u7684\u5185\u5bb9\u533a\u5206\u5f00\u3002\u5177\u4f53\u6709\u4e24\u4e2a\u65b9\u9762\uff1a<\/p>\n<ul>\n<li><strong>\u5e73\u5747\u5206\u79bb\u5ea6<\/strong>\uff1a\u5305\u542b\u7b54\u6848\u7684\u6bb5\u843d\uff08\u201c\u6b63\u4f8b\u201d\uff09\u548c\u4e0d\u5305\u542b\u7b54\u6848\u7684\u6bb5\u843d\uff08\u201c\u8d1f\u4f8b\u201d\uff09\u4e4b\u95f4\u7684\u5dee\u5f02\u6709\u591a\u5927\u3002<\/li>\n<li><strong>AUC\uff08\u66f2\u7ebf\u4e0b\u9762\u79ef\uff09\u5f97\u5206<\/strong>\uff1a\u901a\u8fc7\u8ba1\u7b97 ROC \u66f2\u7ebf\uff08\u53d7\u8bd5\u8005\u5de5\u4f5c\u7279\u5f81\u66f2\u7ebf\uff09\u4e0b\u7684\u9762\u79ef\uff0c\u6765\u8861\u91cf\u6a21\u578b\u533a\u5206\u5173\u952e\u4fe1\u606f\u548c\u5176\u4ed6\u5185\u5bb9\u7684\u80fd\u529b\u3002<\/li>\n<\/ul>\n<p><strong>2. \u4f4d\u7f6e\u6548\u5e94<\/strong><\/p>\n<p>\u6211\u4eec\u8fd8\u4f1a\u7814\u7a76\u5173\u952e\u4fe1\u606f\u5728\u4e0a\u4e0b\u6587\u4e2d\u7684\u4f4d\u7f6e\uff0c\u4f1a\u4e0d\u4f1a\u5f71\u54cd\u6a21\u578b\u627e\u5230\u5b83\u7684\u96be\u6613\u7a0b\u5ea6\u3002\u6211\u4eec\u4f1a\u5206\u6790\uff1a<\/p>\n<ul>\n<li>\u5173\u952e\u4fe1\u606f\u7684\u4f4d\u7f6e\u548c\u76f8\u4f3c\u5ea6\u5f97\u5206\u4e4b\u95f4\u6709\u6ca1\u6709\u5173\u7cfb\uff08\u76f8\u5173\u7cfb\u6570\uff09\u3002<\/li>\n<li>\u628a\u5173\u952e\u4fe1\u606f\u653e\u5728\u4e0d\u540c\u4f4d\u7f6e\uff0c\u6a21\u578b\u7684\u8868\u73b0\u4f1a\u6709\u4ec0\u4e48\u53d8\u5316\uff08\u56de\u5f52\u659c\u7387\uff09\u3002<\/li>\n<li>\u628a\u5173\u952e\u4fe1\u606f\u6309\u4f4d\u7f6e\u5206\u7ec4\uff0c\u770b\u770b\u4e0d\u540c\u7ec4\u7684\u8868\u73b0\u6709\u4ec0\u4e48\u4e0d\u540c\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<h2>\u7814\u7a76\u53d1\u73b0<\/h2>\n<h3>\u76f8\u4f3c\u5ea6\u5f97\u5206\u548c\u51c6\u786e\u7387\u968f\u7740\u6587\u672c\u53d8\u957f\u800c\u4e0b\u964d<\/h3>\n<p><strong>\u5b9e\u9a8c\u7ed3\u679c\u5f88\u660e\u663e\uff1a\u6587\u672c\u4e0a\u4e0b\u6587\u8d8a\u957f\uff0c\u6a21\u578b\u8868\u73b0\u8d8a\u5dee\u3002<\/strong>\u5e73\u5747\u76f8\u4f3c\u5ea6\u5f97\u5206\u4ece 128 \u4e2a\u8bcd\u5143\u65f6\u7684 0.37 \u4e00\u8def\u964d\u5230\u4e86 8K \u8bcd\u5143\u65f6\u7684 0.10\u3002\u800c\u4e14\uff0c\u8fd9\u4e2a\u4e0b\u964d\u8fc7\u7a0b\u4e0d\u662f\u4e00\u6761\u76f4\u7ebf\uff0c\u800c\u662f\u5728 128 \u4e2a\u8bcd\u5143\u5230 1 \u5343\u4e2a\u8bcd\u5143\u4e4b\u95f4\u964d\u5f97\u7279\u522b\u5feb\u3002<\/p>\n<div style=\"width: 1090px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" title=\"\u957f\u6587\u672c\u5411\u91cf\u6a21\u578b\u57284K Tokens \u4e4b\u5916\u5f62\u540c\u76f2\u533a\uff1f-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/d6dd4da09f56a76.png\" alt=\"\u957f\u6587\u672c\u5411\u91cf\u6a21\u578b\u57284K Tokens \u4e4b\u5916\u5f62\u540c\u76f2\u533a\uff1f-1\" width=\"1080\" height=\"592\" \/><p class=\"wp-caption-text\">\u5f52\u4e00\u5316\u6027\u80fd\u4e0e\u4e0a\u4e0b\u6587\u957f\u5ea6\u7684\u5173\u7cfb<\/p><\/div>\n<p>&nbsp;<\/p>\n<p>\u6211\u4eec\u8fd8\u53d1\u73b0\uff0c<strong>\u628a\u5173\u952e\u4fe1\u606f\u7684\u8bf4\u6cd5\u5012\u8fc7\u6765\uff08\u5012\u88c5\uff09\uff0c\u5bf9\u6a21\u578b\u627e\u5230\u5b83\u7684\u5f71\u54cd\u4e0d\u5927\u3002<\/strong> \u4e0d\u7ba1\u662f\u201c\u5b9e\u9645\u4e0a\uff0cYuki \u4f4f\u5728\u68ee\u73c0\u6b4c\u5267\u9662\u9644\u8fd1\u201d\uff08\u9ed8\u8ba4\u8bf4\u6cd5\uff09\u8fd8\u662f\u201c\u68ee\u73c0\u6b4c\u5267\u9662\u5c31\u5728 Yuki \u4f4f\u7684\u5730\u65b9\u65c1\u8fb9\u201d\uff08\u5012\u88c5\u8bf4\u6cd5\uff09\uff0c\u6a21\u578b\u627e\u5230\u5b83\u4eec\u7684\u6982\u7387\u51e0\u4e4e\u4e00\u6837\uff1a<\/p>\n<div style=\"width: 1090px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" title=\"\u957f\u6587\u672c\u5411\u91cf\u6a21\u578b\u57284K Tokens \u4e4b\u5916\u5f62\u540c\u76f2\u533a\uff1f-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/f32aa8e614a5a68.png\" alt=\"\u957f\u6587\u672c\u5411\u91cf\u6a21\u578b\u57284K Tokens \u4e4b\u5916\u5f62\u540c\u76f2\u533a\uff1f-1\" width=\"1080\" height=\"585\" \/><p class=\"wp-caption-text\">\u4e24\u79cd\u8bf4\u6cd5\uff08\u9ed8\u8ba4\u987a\u5e8f vs. \u5012\u88c5\u987a\u5e8f\uff09\u4e0b\uff0c\u6a21\u578b\u6027\u80fd\u7684\u5bf9\u6bd4<\/p><\/div>\n<p>&nbsp;<\/p>\n<p>\u4e0d\u8fc7\uff0c<strong>\u5173\u952e\u4fe1\u606f\u7684\u5185\u5bb9\u7c7b\u578b\uff0c\u5bf9\u6a21\u578b\u67e5\u627e\u7684\u96be\u5ea6\u6709\u5f71\u54cd\u3002<\/strong> \u5982\u679c\u662f\u5173\u4e8e\u5730\u70b9\u548c\u5730\u6807\u7684\u4fe1\u606f\uff0c\u6a21\u578b\u627e\u8d77\u6765\u6bd4\u8f83\u5bb9\u6613\uff1b\u4f46\u5982\u679c\u662f\u5173\u4e8e\u996e\u98df\u548c\u5065\u5eb7\u72b6\u51b5\u7684\u4fe1\u606f\uff0c\u6a21\u578b\u5c31\u6bd4\u8f83\u96be\u627e\uff0c\u800c\u4e14\u968f\u7740\u6587\u672c\u53d8\u957f\uff0c\u96be\u5ea6\u589e\u52a0\u5f97\u66f4\u5feb\uff1a<\/p>\n<div style=\"width: 1090px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" title=\"\u957f\u6587\u672c\u5411\u91cf\u6a21\u578b\u57284K Tokens \u4e4b\u5916\u5f62\u540c\u76f2\u533a\uff1f-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/fd98c2775da43ba.png\" alt=\"\u957f\u6587\u672c\u5411\u91cf\u6a21\u578b\u57284K Tokens \u4e4b\u5916\u5f62\u540c\u76f2\u533a\uff1f-1\" width=\"1080\" height=\"550\" \/><p class=\"wp-caption-text\">\u4e0d\u540c\u7c7b\u578b\u4fe1\u606f\uff08\u5206\u7ec4\uff09\u7684\u67e5\u627e\u96be\u5ea6\uff08\u5f52\u4e00\u5316\u6027\u80fd\uff09\u548c\u6587\u672c\u957f\u5ea6\u7684\u5173\u7cfb<\/p><\/div>\n<p>&nbsp;<\/p>\n<p>\u4e3a\u4e86\u770b\u770b\u6a21\u578b\u662f\u4e0d\u662f\u771f\u7684\u6bd4\u778e\u731c\u5f3a\uff0c\u6211\u4eec\u628a\u6a21\u578b\u7684\u7ed3\u679c\u548c\u201c\u968f\u673a\u731c\u6d4b\u201d\u505a\u4e86\u4e2a\u6bd4\u8f83\u3002\u201c\u968f\u673a\u731c\u6d4b\u201d\u5c31\u662f\u968f\u4fbf\u6311\u4e00\u6bb5\u8ddf\u95ee\u9898\u4e00\u6837\u957f\u3001\u4f46\u4e0d\u5305\u542b\u5173\u952e\u4fe1\u606f\u7684\u6587\u672c\u3002\u7ed3\u679c\u53d1\u73b0\uff0c<strong>\u4e0a\u4e0b\u6587\u8d8a\u957f\uff0c\u6a21\u578b\u7684\u7ed3\u679c\u5c31\u8d8a\u63a5\u8fd1\u778e\u731c\uff0c\u8ddf\u968f\u4fbf\u6311\u4e00\u6bb5\u6ca1\u7528\u7684\u6587\u672c\u5dee\u4e0d\u591a\u3002<\/strong><\/p>\n<div style=\"width: 1090px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" title=\"\u957f\u6587\u672c\u5411\u91cf\u6a21\u578b\u57284K Tokens \u4e4b\u5916\u5f62\u540c\u76f2\u533a\uff1f-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/04ddc3c5f9f40fe.png\" alt=\"\u957f\u6587\u672c\u5411\u91cf\u6a21\u578b\u57284K Tokens \u4e4b\u5916\u5f62\u540c\u76f2\u533a\uff1f-1\" width=\"1080\" height=\"538\" \/><p class=\"wp-caption-text\">\u6a21\u578b\u6027\u80fd\u548c\u968f\u673a\u6982\u7387\uff08\u6982\u7387\u4e3a 0.5\uff09\u7684\u5bf9\u6bd4<\/p><\/div>\n<p>&nbsp;<\/p>\n<p>\u6211\u4eec\u8fd8\u6309\u7167\u5173\u952e\u4fe1\u606f\u7684\u5185\u5bb9\u7c7b\u578b\uff0c\u628a\u6570\u636e\u5206\u7ec4\uff0c\u518d\u6765\u770b\u6a21\u578b\u7684\u8868\u73b0\u3002\u7ed3\u679c\u8fd8\u662f\u7c7b\u4f3c\uff1a\u6709\u4e9b\u7c7b\u578b\u7684\u4fe1\u606f\uff08\u6bd4\u5982\u996e\u98df\u9650\u5236\uff09\uff0c\u5373\u4f7f\u6587\u672c\u4e0d\u957f\uff0c\u6a21\u578b\u4e5f\u6bd4\u778e\u731c\u5f3a\u4e0d\u4e86\u591a\u5c11\uff1b\u53e6\u4e00\u4e9b\u7c7b\u578b\u7684\u4fe1\u606f\uff08\u6bd4\u5982\u5730\u70b9\u548c\u5730\u6807\uff09\uff0c\u4e0d\u7ba1\u6587\u672c\u591a\u957f\uff0c\u6a21\u578b\u90fd\u8868\u73b0\u5f97\u4e0d\u9519\uff1a<\/p>\n<div style=\"width: 1090px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" title=\"\u957f\u6587\u672c\u5411\u91cf\u6a21\u578b\u57284K Tokens \u4e4b\u5916\u5f62\u540c\u76f2\u533a\uff1f-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/c60a7827e1318bc.png\" alt=\"\u957f\u6587\u672c\u5411\u91cf\u6a21\u578b\u57284K Tokens \u4e4b\u5916\u5f62\u540c\u76f2\u533a\uff1f-1\" width=\"1080\" height=\"549\" \/><p class=\"wp-caption-text\">\u4e0d\u540c\u7c7b\u578b\u4fe1\u606f\u5206\u7ec4\uff0c\u6a21\u578b\u627e\u5230\u7b54\u6848\u7684\u6982\u7387\u548c\u968f\u673a\u731c\u6d4b\u7684\u6982\u7387\u5bf9\u6bd4<\/p><\/div>\n<p>&nbsp;<\/p>\n<p>\u628a\u5173\u952e\u4fe1\u606f\u7684\u8bf4\u6cd5\u5012\u8fc7\u6765\uff0c\u5bf9\u6a21\u578b\u627e\u5230\u5b83\u7684\u6982\u7387\u57fa\u672c\u6ca1\u5f71\u54cd\u3002\u4e0b\u56fe\u5c55\u793a\u4e86\u6a21\u578b\u627e\u5230\u6b63\u786e\u5305\u542b\u5173\u952e\u4fe1\u606f\u7684\u6587\u672c\u7684\u6982\u7387\uff0c\u6bd4\u968f\u673a\u731c\u6d4b\u7684\u6982\u7387\u9ad8\u591a\u5c11\u3002\u6211\u4eec\u628a\u5173\u952e\u4fe1\u606f\u7684\u4e24\u79cd\u8bf4\u6cd5\uff08\u9ed8\u8ba4\u548c\u5012\u88c5\uff09\u5206\u5f00\u6765\u770b\uff1a<\/p>\n<div style=\"width: 1090px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" title=\"\u957f\u6587\u672c\u5411\u91cf\u6a21\u578b\u57284K Tokens \u4e4b\u5916\u5f62\u540c\u76f2\u533a\uff1f-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/5dc7d445ca1a113.png\" alt=\"\u957f\u6587\u672c\u5411\u91cf\u6a21\u578b\u57284K Tokens \u4e4b\u5916\u5f62\u540c\u76f2\u533a\uff1f-1\" width=\"1080\" height=\"592\" \/><p class=\"wp-caption-text\">\u9ed8\u8ba4\u987a\u5e8f vs \u5012\u88c5\u987a\u5e8f\uff0c\u6a21\u578b\u627e\u5230\u7b54\u6848\u7684\u6982\u7387\u6bd4\u968f\u673a\u731c\u6d4b\u9ad8\u591a\u5c11<\/p><\/div>\n<p>&nbsp;<\/p>\n<p>\u4ece\u56fe\u91cc\u80fd\u770b\u51fa\u6765\uff0c\u4e24\u79cd\u8bf4\u6cd5\u4e0b\uff0c\u6a21\u578b\u6027\u80fd\u7684\u53d8\u5316\u8d8b\u52bf\u90fd\u5dee\u4e0d\u591a\u3002\u6240\u4ee5\uff0c\u540e\u9762\u6211\u4eec\u5c31\u4e0d\u518d\u533a\u5206\u8fd9\u4e24\u79cd\u60c5\u51b5\u4e86\u3002<\/p>\n<h3>\u6a21\u578b\u8fd8\u80fd\u533a\u5206\u6709\u7528\u4fe1\u606f\u548c\u65e0\u7528\u4fe1\u606f\u5417\uff1f<\/h3>\n<p>\u6211\u4eec\u6700\u91cd\u8981\u7684\u53d1\u73b0\u4e4b\u4e00\uff0c\u662f\u5173\u4e8e\u5411\u91cf\u6a21\u578b\u80fd\u4e0d\u80fd\u5728\u4e0d\u540c\u957f\u5ea6\u7684\u6587\u672c\u91cc\uff0c\u533a\u5206\u6709\u7528\u4fe1\u606f\u548c\u6ca1\u7528\u4fe1\u606f\u3002\u6211\u4eec\u505a\u4e86\u4e00\u4e2a\u201c\u5206\u79bb\u5ea6\u5206\u6790\u201d\uff0c\u7ed3\u679c\u53d1\u73b0\uff0c\u5728 128 \u4e2a\u8bcd\u5143\u5230 1000 \u4e2a\u8bcd\u5143\u4e4b\u95f4\uff0c\u6a21\u578b\u627e\u5230\u6b63\u786e\u7b54\u6848\u7684\u80fd\u529b\u6389\u5f97\u7279\u522b\u5feb\u3002\u4e4b\u540e\u867d\u7136\u8fd8\u5728\u4e0b\u964d\uff0c\u4f46\u901f\u5ea6\u5c31\u6162\u4e0b\u6765\u4e86\u3002<\/p>\n<div style=\"width: 1090px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" title=\"\u957f\u6587\u672c\u5411\u91cf\u6a21\u578b\u57284K Tokens \u4e4b\u5916\u5f62\u540c\u76f2\u533a\uff1f-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/44e4f8829e9ae2b.png\" alt=\"\u957f\u6587\u672c\u5411\u91cf\u6a21\u578b\u57284K Tokens \u4e4b\u5916\u5f62\u540c\u76f2\u533a\uff1f-1\" width=\"1080\" height=\"579\" \/><p class=\"wp-caption-text\">\u5206\u79bb\u5ea6\u4e0e\u4e0a\u4e0b\u6587\u957f\u5ea6\u7684\u5173\u7cfb<\/p><\/div>\n<p>&nbsp;<\/p>\n<p><strong>\u77ed\u6587\u672c\uff08128 \u8bcd\u5143\uff09\u4e0b\uff0c\u6a21\u578b\u80fd\u6e05\u6670\u533a\u5206\u6709\u7528\u4fe1\u606f\u548c\u65e0\u7528\u4fe1\u606f<\/strong>\uff0c\u5e73\u5747\u5206\u79bb\u5ea6\u4e3a 0.1\uff0cAUC \u8fbe 0.81\uff08\u5373 100 \u6b21\u4e2d\u6709 81 \u6b21\u80fd\u5c06\u5305\u542b\u7b54\u6848\u7684\u6bb5\u843d\u6392\u5728\u524d\u9762\uff09\u3002<\/p>\n<p><strong>\u7136\u800c\uff0c\u968f\u7740\u6587\u672c\u53d8\u957f\uff0c\u6a21\u578b\u6027\u80fd\u6025\u5267<\/strong><strong>\u4e0b\u964d<\/strong>\u30021000 \u8bcd\u5143\u65f6\uff0c\u5206\u79bb\u5ea6\u964d\u81f3 0.04\uff08\u4e0b\u964d 60%\uff09\uff0cAUC \u964d\u81f3 0.66\uff0c\u8868\u660e\u6a21\u578b\u5df2\u96be\u4ee5\u533a\u5206\u3002\u5230 8000 \u8bcd\u65f6\uff0c\u5206\u79bb\u5ea6\u51e0\u4e4e\u4e3a\u96f6 (0.001)\uff0cAUC \u63a5\u8fd1 0.5\uff08\u4e0e\u968f\u673a\u731c\u6d4b\u76f8\u5f53\uff09\uff0c\u8fd9\u610f\u5473\u7740\u6a21\u578b\u5df2\u65e0\u6cd5\u6839\u636e\u76f8\u4f3c\u5ea6\u5f97\u5206\u533a\u5206\u6709\u7528\u4fe1\u606f\u3002<\/p>\n<p><strong>\u6a21\u578b\u533a\u5206\u6709\u7528\u4fe1\u606f\u7684\u80fd\u529b\u968f\u6587\u672c\u957f\u5ea6\u589e\u52a0\u800c\u4e0b\u964d\u7684\u901f\u5ea6\u975e\u5e38\u60ca\u4eba\u3002<\/strong>\u867d\u7136\u539f\u59cb\u76f8\u4f3c\u5ea6\u5f97\u5206\u4ece 128 \u8bcd\u5230 8000 \u8bcd\u4e0b\u964d\u4e86\u7ea6 75%\uff0c\u4f46\u5206\u79bb\u5ea6\u6307\u6807\u5374\u4e0b\u964d\u4e86\u8fd1 99%\uff0c\u6548\u5e94\u91cf\u66f4\u662f\u4e0b\u964d\u4e86 98.6%\uff01\u8fd9\u8868\u660e\uff0c<strong>\u5411\u91cf\u6a21\u578b\u5904\u7406\u957f\u6587\u672c\u7684\u56f0\u96be\uff0c\u4e0d\u4ec5\u5728\u4e8e\u76f8\u4f3c\u5ea6\u5f97\u5206\u964d\u4f4e\uff0c\u66f4\u5728\u4e8e\u533a\u5206\u6709\u7528\u4fe1\u606f\u548c\u65e0\u7528\u4fe1\u606f\u7684\u80fd\u529b\u4e25\u91cd\u9000\u5316\uff0c\u8fdc\u8d85\u6211\u4eec\u4e4b\u524d\u7684\u9884\u671f\u3002<\/strong><\/p>\n<p>\u5173\u952e\u4fe1\u606f\u7684\u4f4d\u7f6e\u5982\u4f55\u5f71\u54cd\u67e5\u627e\u96be\u5ea6\uff1f<\/p>\n<p>\u4e00\u822c\u6765\u8bf4\uff0c\u628a\u5173\u952e\u4fe1\u606f\u653e\u5728\u6587\u672c\u6700\u524d\u9762\uff0c\u6700\u5bb9\u6613\u627e\u5230\u3002\u4f46\u4e5f\u4e0d\u662f\u8bf4\u653e\u5728\u4e2d\u95f4\u5c31\u4e00\u5b9a\u96be\u627e\uff1a<\/p>\n<div style=\"width: 1090px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" title=\"\u957f\u6587\u672c\u5411\u91cf\u6a21\u578b\u57284K Tokens \u4e4b\u5916\u5f62\u540c\u76f2\u533a\uff1f-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/9c8dd24c2738487.png\" alt=\"\u957f\u6587\u672c\u5411\u91cf\u6a21\u578b\u57284K Tokens \u4e4b\u5916\u5f62\u540c\u76f2\u533a\uff1f-1\" width=\"1080\" height=\"577\" \/><p class=\"wp-caption-text\">\u5728\u4e0d\u540c\u957f\u5ea6\u7684\u6587\u672c\u91cc\uff0c\u628a\u5173\u952e\u4fe1\u606f\u653e\u5728\u4e0d\u540c\u4f4d\u7f6e\uff0c\u5bf9\u627e\u5230\u5b83\u7684\u5f71\u54cd<\/p><\/div>\n<p>&nbsp;<\/p>\n<p>\u5b9e\u9a8c\u7ed3\u679c\u4e5f\u8bc1\u5b9e\uff0c\u5173\u952e\u4fe1\u606f\u653e\u5728\u5f00\u5934\u7684\u65f6\u5019\uff0c\u6700\u5bb9\u6613\u88ab\u627e\u5230\u3002\u800c\u4e14\uff0c\u5982\u679c\u6587\u672c\u6bd4\u8f83\u77ed\uff0c\u628a\u5b83\u653e\u5728\u9760\u8fd1\u7ed3\u5c3e\u7684\u5730\u65b9\uff0c\u4e5f\u6bd4\u8f83\u5bb9\u6613\u627e\u5230\u3002\u4f46\u662f\uff0c\u4e0d\u7ba1\u6587\u672c\u957f\u77ed\uff0c\u628a\u5b83\u653e\u5728\u4e2d\u95f4\u4f4d\u7f6e\uff0c\u90fd\u4e0d\u592a\u597d\u627e\uff1a<\/p>\n<div style=\"width: 1090px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" title=\"\u957f\u6587\u672c\u5411\u91cf\u6a21\u578b\u57284K Tokens \u4e4b\u5916\u5f62\u540c\u76f2\u533a\uff1f-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/6a5ccb8bafd60ae.png\" alt=\"\u957f\u6587\u672c\u5411\u91cf\u6a21\u578b\u57284K Tokens \u4e4b\u5916\u5f62\u540c\u76f2\u533a\uff1f-1\" width=\"1080\" height=\"485\" \/><p class=\"wp-caption-text\">\u628a\u5173\u952e\u4fe1\u606f\u653e\u5728\u4e0d\u540c\u4f4d\u7f6e\uff0c\u627e\u5230\u5b83\u7684\u6982\u7387\u5bf9\u6bd4\u3002<\/p><\/div>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h2>\u67e5\u8be2\u6269\u5c55\u80fd\u5e2e\u4e0a\u5fd9\u5417\uff1f<\/h2>\n<p>\u6211\u4eec\u6700\u8fd1\u53d1\u4e86\u7bc7\u535a\u5ba2\uff0c\u8bb2\u7684\u662f\u201c\u67e5\u8be2\u6269\u5c55\u201d\u3002\u8fd9\u662f\u4e00\u79cd\u641c\u7d22\u91cc\u5e38\u7528\u7684\u65b9\u6cd5\uff0c\u7b80\u5355\u6765\u8bf4\uff0c\u5c31\u662f\u5728\u4f60\u63d0\u95ee\u7684\u65f6\u5019\uff0c\u7ed9\u4f60\u7684\u95ee\u9898\u91cc\u52a0\u70b9\u76f8\u5173\u7684\u8bcd\uff0c\u8ba9\u641c\u7d22\u7ed3\u679c\u66f4\u51c6\u786e\u3002<\/p>\n<blockquote><p><a href=\"https:\/\/www.kdjingpai.com\/query-expansion\/\">\u57fa\u4e8e LLM \u7684\u67e5\u8be2\u6269\u5c55\uff1a\u4fe1\u606f\u66f4\u5168\uff0c\u641c\u7d22\u66f4\u51c6<\/a><\/p><\/blockquote>\n<p>\u81ea\u4ece\u6709\u4e86\u5411\u91cf\u6a21\u578b\uff0c\u641c\u7d22\u7684\u65b9\u5f0f\u53d1\u751f\u4e86\u5f88\u5927\u7684\u53d8\u5316\u3002\u90a3\u50cf\u201c\u67e5\u8be2\u6269\u5c55\u201d\u8fd9\u79cd\u4e3b\u8981\u9760\u52a0\u8bcd\u6c47\u7684\u65b9\u6cd5\uff0c\u5728 AI \u65f6\u4ee3\u8fd8\u6709\u7528\u5417\uff1f\u6211\u4eec\u8ba4\u4e3a\u8fd8\u662f\u6709\u7528\u7684\u3002<\/p>\n<p>\u5728\u90a3\u7bc7\u535a\u5ba2\u91cc\uff0c\u6211\u4eec\u7528\u5927\u6a21\u578b\uff08LLM\uff09\u751f\u6210\u4e86\u4e00\u4e9b\u6269\u5c55\u8bcd\uff0c\u7136\u540e\u628a\u8fd9\u4e9b\u8bcd\u52a0\u5230\u67e5\u8be2\u5411\u91cf\u91cc\uff0c\u7ed3\u679c\u53d1\u73b0\u641c\u7d22\u6548\u679c\u66f4\u597d\u4e86\u3002\u73b0\u5728\uff0c\u6211\u4eec\u60f3\u770b\u770b\u8fd9\u62db\u5bf9\u201c\u5927\u6d77\u635e\u9488\u201d\u8fd9\u79cd\u957f\u6587\u672c\u68c0\u7d22\u4efb\u52a1\u6709\u6ca1\u6709\u5e2e\u52a9\u3002\u6bd4\u5982\u8bf4\uff0c\u5f53\u4f60\u95ee\uff1a<\/p>\n<pre><code>\u54ea\u4e2a\u89d2\u8272\u53bb\u8fc7\u5fb7\u7d2f\u65af\u987f\uff1f\r\n<\/code><\/pre>\n<p>\u6211\u4eec\u7528\u5927\u6a21\u578b\uff08Gemini 2.0\uff09\u7ed9\u5b83\u6269\u5c55\u4e00\u4e0b\uff0c\u52a0\u4e0a 100 \u4e2a\u76f8\u5173\u7684\u8bcd\uff0c\u5927\u6982\u957f\u8fd9\u6837\uff1a<\/p>\n<pre><code>\u54ea\u4e2a\u89d2\u8272\u53bb\u8fc7\u5fb7\u7d2f\u65af\u987f\uff1f\u00a0\u89d2\u8272\uff1a\u865a\u6784\u89d2\u8272\u00a0\u6587\u5b66\u89d2\u8272\u00a0\u4e3b\u89d2\u00a0\u53cd\u6d3e\u00a0\u4eba\u7269\u00a0\u89d2\u8272\u00a0\u8eab\u4efd\u00a0\u5267\u4e2d\u4eba\u7269\r\n\r\n\u5fb7\u7d2f\u65af\u987f\uff1a\u5fb7\u56fd\u5fb7\u7d2f\u65af\u987f\uff1b\u4e8c\u6218\u5fb7\u7d2f\u65af\u987f\u8f70\u70b8\u00a0\u5386\u53f2\u5c0f\u8bf4\u00a0\u5e93\u5c14\u7279\u00b7\u51af\u5185\u53e4\u7279\u00a0\u300a\u4e94\u53f7\u5c60\u5bb0\u573a\u300b\u00a0\u8428\u514b\u68ee\u5dde\u57ce\u5e02\u00a0\u6613\u5317\u6cb3\u00a0\u6587\u5316\u5730\u6807\r\n\r\n\u53bb\u8fc7\uff1a\u8bbf\u95ee\u8fc7\u00a0\u53bb\u8fc7\u00a0\u66fe\u5230\u8fc7\u00a0\u51fa\u73b0\u4e8e\u00a0\u51fa\u73b0\u4e8e\u00a0\u7279\u5f81\u4e3a\u00a0\u8bbe\u5b9a\u5728\u00a0\u53d1\u751f\u4e8e\u00a0\u5730\u70b9\u00a0\u80cc\u666f\r\n<\/code><\/pre>\n<h3>\u67e5\u8be2\u6269\u5c55\u80fd\u8d77\u591a\u5927\u4f5c\u7528\uff1f<\/h3>\n<p>\u6211\u4eec\u505a\u4e86\u4e2a\u5b9e\u9a8c\uff0c\u751f\u6210\u4e86\u4e09\u7ec4\u6269\u5c55\u540e\u7684\u67e5\u8be2\uff0c\u6bcf\u7ec4\u5206\u522b\u52a0\u4e86 100 \u4e2a\u3001150 \u4e2a\u548c 250 \u4e2a\u8bcd\uff08\u5177\u4f53\u600e\u4e48\u52a0\uff0c\u53ef\u4ee5\u770b\u770b\u8fd9\u7bc7\u6587\u7ae0\uff09\u3002\u7136\u540e\uff0c\u6211\u4eec\u628a\u4e4b\u524d\u7684\u5b9e\u9a8c\u53c8\u8dd1\u4e86\u4e09\u904d\uff0c\u6bcf\u6b21\u7528\u4e00\u7ec4\u4e0d\u540c\u7684\u6269\u5c55\u67e5\u8be2\u3002<\/p>\n<p>\u7ed3\u679c\u53d1\u73b0\uff0c\u4e0d\u7ba1\u52a0\u591a\u5c11\u8bcd\uff0c\u53ea\u8981\u6587\u672c\u4e00\u957f\uff0c\u6a21\u578b\u8868\u73b0\u5c31\u62c9\u80ef\uff0c\u8ddf\u4e0d\u4f7f\u7528\u67e5\u8be2\u6269\u5c55\u7684\u65f6\u5019\u5dee\u4e0d\u591a\uff1a<\/p>\n<div style=\"width: 1090px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/6e07d05834de2ad.png\" alt=\"\u5404\u79cd\u201c\u52a0\u8bcd\u201d\u60c5\u51b5\u4e0b\uff0c\u6a21\u578b\u6027\u80fd\u7684\u7efc\u5408\u8868\u73b0\" width=\"1080\" height=\"589\" \/><p class=\"wp-caption-text\">\u5404\u79cd\u67e5\u8be2\u62d3\u5c55\u60c5\u51b5\u4e0b\uff0c\u6a21\u578b\u6027\u80fd\u7684\u7efc\u5408\u8868\u73b0<\/p><\/div>\n<p>\u8ddf\u6ca1\u6269\u5c55\u7684\u95ee\u9898\u6bd4\uff0c\u6240\u6709\u52a0\u4e86\u8bcd\u7684\u60c5\u51b5\uff0c\u90fd\u8fd8\u662f\u8001\u6837\u5b50\uff1a<strong>\u6587\u672c\u8d8a\u957f\uff0c\u6027\u80fd\u8d8a\u5dee\u3002<\/strong> \u800c\u4e14\uff0c\u8fd9\u4e2a\u4e0b\u964d\u8fc7\u7a0b\u8fd8\u662f\u4e0d\u5747\u5300\u7684\uff0c\u5728 128 \u4e2a\u8bcd\u5230 1K \u4e2a\u8bcd\u4e4b\u95f4\u964d\u5f97\u6700\u5389\u5bb3\uff1a<\/p>\n<div style=\"width: 1090px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/dadf2019a4a509b.png\" alt=\"\u5404\u79cd\u201c\u52a0\u8bcd\u201d\u60c5\u51b5\u4e0b\uff0c\u6a21\u578b\u627e\u5230\u6b63\u786e\u7b54\u6848\u7684\u6982\u7387\u3002\" width=\"1080\" height=\"569\" \/><p class=\"wp-caption-text\">\u5404\u79cd\u67e5\u8be2\u62d3\u5c55\u60c5\u51b5\u4e0b\uff0c\u6a21\u578b\u627e\u5230\u6b63\u786e\u7b54\u6848\u7684\u6982\u7387\u3002<\/p><\/div>\n<p>\u4f46\u662f\uff01\u4ed4\u7ec6\u770b\u770b\u201c\u6bd4\u8f83\u6bd4\u7387\u201d\u8fd9\u4e2a\u6307\u6807\uff0c\u5c31\u4f1a\u53d1\u73b0\u67e5\u8be2\u6269\u5c55\u8fd8\u662f\u6709\u7528\u7684\uff1a<strong>\u5b83\u80fd\u8ba9\u6a21\u578b\u66f4\u5bb9\u6613\u627e\u5230\u5305\u542b\u5173\u952e\u4fe1\u606f\u7684\u6587\u672c\u3002<\/strong> \u5982\u679c\u4e0d\u505a\u67e5\u8be2\u6269\u5c55\uff0c\u6a21\u578b\u5728 8K \u8bcd\u5143\u957f\u5ea6\u4e0b\u7684\u8868\u73b0\u5c31\u8ddf\u968f\u673a\u731c\u6d4b\u5dee\u4e0d\u591a\u4e86\u3002<\/p>\n<h3>\u5982\u4f55\u89e3\u91ca\u67e5\u8be2\u6269\u5c55\u7684\u7ed3\u679c\uff1f<\/h3>\n<p>\u4e0a\u9762\u8fd9\u4e9b\u7ed3\u679c\uff0c\u8ddf NoLiMa \u8bba\u6587\uff0c\u8fd8\u6709\u6211\u4eec\u4e4b\u524d\u201c\u67e5\u8be2\u6269\u5c55\u201d\u7814\u7a76\u7684\u53d1\u73b0\uff0c\u90fd\u662f\u4e00\u81f4\u7684\u3002\u53ef\u4ee5\u8fd9\u6837\u89e3\u91ca\uff1a<\/p>\n<ol>\n<li><strong>\u9002\u5ea6\u52a0\u8bcd\u6548\u679c\u6700\u597d<\/strong>\uff1a\u52a0 100 \u4e2a\u8bcd\u6bd4\u52a0 150 \u4e2a\u3001250 \u4e2a\u8bcd\u6548\u679c\u597d\uff0c\u8bf4\u660e\u67e5\u8be2\u62d3\u5c55\u65f6\uff0c\u52a0\u8bcd\u5f97\u6709\u4e2a\u5ea6\uff0c\u52a0\u592a\u591a\u53cd\u800c\u4f1a\u5e26\u6765\u8bed\u4e49\u566a\u58f0\u800c\u4e0d\u662f\u4fe1\u53f7\uff0c\u5e72\u6270\u6a21\u578b\u7684\u5224\u65ad\u3002\u52a0 250 \u4e2a\u8bcd\u7684\u65f6\u5019\uff0c\u5f88\u53ef\u80fd\u52a0\u8fdb\u53bb\u4e00\u4e9b\u8ddf\u95ee\u9898\u76f8\u5173\u6027\u8f83\u5f31\u7684\u672f\u8bed\uff0c\u5728\u957f\u6587\u672c\u91cc\u8fd9\u4e9b\u8bcd\u5c31\u5e2e\u5012\u5fd9\u4e86\u3002<\/li>\n<li><strong>\u957f\u6587\u672c\u4f9d\u7136\u662f\u6838\u5fc3\u6311\u6218<\/strong>\uff1a\u5373\u4f7f\u8fdb\u884c\u4e86\u67e5\u8be2\u6269\u5c55\uff0c\u4e0a\u4e0b\u6587\u4e00\u957f\uff0c\u6a21\u578b\u6027\u80fd\u8fd8\u662f\u4f1a\u663e\u8457\u4e0b\u964d\u3002\u76ee\u524d\u57fa\u4e8e\u6ce8\u610f\u529b\u7684\u6a21\u578b\u67b6\u6784\u5728\u5904\u7406\u957f\u6587\u672c\u65f6\u5b58\u5728\u6839\u672c\u6027\u7684\u74f6\u9888\uff0c\u8fd9\u4e2a\u95ee\u9898\u4e0d\u662f\u7b80\u5355\u5730\u589e\u52a0\u51e0\u4e2a\u8bcd\u5c31\u80fd\u89e3\u51b3\u7684\u3002<\/li>\n<li><strong>\u67e5\u8be2\u62d3\u5c55\u4ecd\u6709\u4ef7\u503c<\/strong>\uff1a\u867d\u7136\u65e0\u6cd5\u5b8c\u5168\u514b\u670d\u957f\u6587\u672c\u5e26\u6765\u7684\u6311\u6218\uff0c\u4f46\u201c\u6bd4\u8f83\u6bd4\u7387\u201d\u6307\u6807\u59cb\u7ec8\u9ad8\u4e8e 0.5\uff0c\u8fd9\u8bf4\u660e\u7740\u67e5\u8be2\u6269\u5c55\u8fd8\u662f\u6709\u6548\u679c\u7684\u3002\u5c31\u7b97\u662f 8 \u5343\u8bcd\u5143\u7684\u957f\u6587\u672c\uff0c\u7ecf\u8fc7\u67e5\u8be2\u6269\u5c55\u540e\u7684\u95ee\u9898\u4e5f\u6bd4\u968f\u673a\u731c\u6d4b\u8981\u66f4\u5bb9\u6613\u627e\u5230\u6b63\u786e\u7b54\u6848\u3002\u8fd9\u7ed9\u4e86\u6211\u4eec\u4e00\u4e2a\u542f\u53d1\uff1a\u67e5\u8be2\u6269\u5c55\u4ecd\u7136\u662f\u63d0\u5347\u5411\u91cf\u6a21\u578b\u957f\u6587\u672c\u5904\u7406\u80fd\u529b\u7684\u4e00\u4e2a\u6709\u6f5c\u529b\u7684\u65b9\u5411\uff0c\u503c\u5f97\u8fdb\u4e00\u6b65\u63a2\u7d22\u3002<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<h2>\u5b57\u9762\u5339\u914d\u5bf9\u5411\u91cf\u6a21\u578b\u7684\u5f71\u54cd\uff1f<\/h2>\n<p>\u5728\u4e4b\u524d\u7684\u5b9e\u9a8c\u4e2d\uff0c\u4e3a\u4e86\u8861\u91cf\u5411\u91cf\u6a21\u578b\u5728\u957f\u6587\u672c\u4e2d\u8fdb\u884c\u201c\u5355\u8df3\u63a8\u7406\u201d\u7684\u80fd\u529b\uff0c\u6211\u4eec\u7279\u610f\u907f\u514d\u8ba9\u95ee\u9898\u548c\u5173\u952e\u4fe1\u606f\u4e4b\u95f4\u6709\u4efb\u4f55\u5b57\u9762\u4e0a\u7684\u91cd\u590d\u3002\u7ed3\u679c\u8868\u660e\uff1a\u5373\u4f7f\u505a\u4e86\u67e5\u8be2\u6269\u5c55\uff0c\u6a21\u578b\u5728\u957f\u6587\u672c\u4e2d\u627e\u5230\u76f8\u5173\u4fe1\u606f\u7684\u80fd\u529b\u8fd8\u662f\u4f1a\u53d8\u5dee\u3002\u8fd9\u4e2a\u73b0\u8c61\u5f88\u6709\u610f\u601d\u3002\u6309\u7406\u8bf4\uff0c\u5411\u91cf\u6a21\u578b\u5e94\u8be5\u6709\u80fd\u529b\u81ea\u5df1\u5b8c\u6210\u8fd9\u79cd\u63a8\u7406\uff0c\u4e0d\u9700\u8981\u989d\u5916\u5e2e\u5fd9\u3002\u6bd5\u7adf\uff0c\u6211\u4eec\u53ea\u662f\u628a\u201c\u5fb7\u7d2f\u65af\u987f\u201d\u6362\u6210\u4e86\u201c\u68ee\u73c0\u6b4c\u5267\u9662\u201d\uff0c\u672c\u8d28\u4e0a\u5c31\u662f\u7528\u4e00\u4e2a\u610f\u601d\u76f8\u8fd1\u7684\u8bcd\u66ff\u6362\u4e86\u53e6\u4e00\u4e2a\u8bcd\u3002<\/p>\n<p>\u90a3\u4e48\uff0c\u5b57\u9762\u5339\u914d\u5728\u8bed\u4e49\u5339\u914d\u4e2d\u5230\u5e95\u6709\u591a\u91cd\u8981\uff1f\u8fd8\u662f\u8bf4\u6587\u672c\u957f\u5ea6\u7684\u5f71\u54cd\u66f4\u5927\uff1f\u4e3a\u4e86\u627e\u5230\u7b54\u6848\uff0c\u6211\u4eec\u91cd\u65b0\u8bbe\u8ba1\u4e86\u5b9e\u9a8c\uff0c\u8ba9\u5173\u952e\u4fe1\u606f\u548c\u95ee\u9898\u4e4b\u95f4\u5b58\u5728\u5b57\u9762\u4e0a\u7684\u91cd\u590d\uff0c\u6bd4\u5982\uff1a<\/p>\n<ul>\n<li>\u95ee\u9898\uff1a\u201c\u54ea\u4e2a\u89d2\u8272\u53bb\u8fc7\u5fb7\u7d2f\u65af\u987f\uff1f\u201d<\/li>\n<li>\u5173\u952e\u4fe1\u606f\uff08\u9ed8\u8ba4\uff09\uff1a\u201c\u5b9e\u9645\u4e0a\uff0cYuki \u4f4f\u5728\u5fb7\u7d2f\u65af\u987f\u3002\u201d<\/li>\n<li>\u5173\u952e\u4fe1\u606f\uff08\u5012\u88c5\uff09\uff1a\u201c\u5fb7\u7d2f\u65af\u987f\u662f Yuki \u4f4f\u7684\u5730\u65b9\u3002\u201d<\/li>\n<\/ul>\n<p>\u6ce8\u610f\uff0c\u8fd9\u91cc\u6211\u4eec\u76f4\u63a5\u7ed9\u51fa\u4e86\u201cYuki \u4f4f\u5728\u5fb7\u7d2f\u65af\u987f\u201d\u8fd9\u4e2a\u4fe1\u606f\uff0c\u800c\u4e0d\u662f\u50cf\u4e4b\u524d\u90a3\u6837\uff0c\u9700\u8981\u8bfb\u8005\u81ea\u5df1\u63a8\u7406\u51fa\u201c\u68ee\u73c0\u6b4c\u5267\u9662\u5728\u5fb7\u7d2f\u65af\u987f\uff0c\u6240\u4ee5\u4f4f\u5728\u9644\u8fd1\u7684\u4eba\u53bb\u8fc7\u5fb7\u7d2f\u65af\u987f\u201d\u3002<\/p>\n<p>\u6211\u4eec\u628a\u6240\u6709 22 \u7ec4\u95ee\u9898\u548c\u5173\u952e\u4fe1\u606f\u90fd\u6539\u6210\u4e86\u8fd9\u79cd\u76f4\u63a5\u7684\u5f62\u5f0f\uff0c\u7136\u540e\u7528\u540c\u6837\u7684\u5411\u91cf\u6a21\u578b <code>jina-embeddings-v3<\/code> \u91cd\u65b0\u8dd1\u4e86\u4e00\u904d\u5b9e\u9a8c\uff0c\u5404\u79cd\u6587\u672c\u957f\u5ea6\u548c\u5173\u952e\u4fe1\u606f\u7684\u4f4d\u7f6e\u90fd\u8bd5\u4e86\u3002<\/p>\n<div style=\"width: 1090px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/eda69e3fbc779d5.png\" alt=\"\u5f52\u4e00\u5316\u6027\u80fd\u4e0e\u4e0a\u4e0b\u6587\u957f\u5ea6\u7684\u5173\u7cfb\" width=\"1080\" height=\"574\" \/><p class=\"wp-caption-text\">\u5f52\u4e00\u5316\u6027\u80fd\u4e0e\u4e0a\u4e0b\u6587\u957f\u5ea6\u7684\u5173\u7cfb<\/p><\/div>\n<div style=\"width: 1090px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/cfa20c4129d9d55.png\" alt=\"\u6a21\u578b\u6027\u80fd\u4e0e\u968f\u673a\u731c\u6d4b (0.5) \u7684\u6bd4\u8f83\" width=\"1080\" height=\"527\" \/><p class=\"wp-caption-text\">\u6a21\u578b\u6027\u80fd\u4e0e\u968f\u673a\u731c\u6d4b (0.5) \u7684\u6bd4\u8f83<\/p><\/div>\n<div style=\"width: 1090px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/03\/060447ed323a5d7.png\" alt=\"\u6bd4\u8f83\u6bd4\u7387\u7684\u70ed\u56fe\u5206\u6790\" width=\"1080\" height=\"481\" \/><p class=\"wp-caption-text\">\u4e0d\u540c\u4f4d\u7f6e\u7684\u6bd4\u8f83\u6bd4\u7387<\/p><\/div>\n<p>&nbsp;<\/p>\n<p>\u7ed3\u679c\u51fa\u4e4e\u610f\u6599\u3002\u5373\u4f7f\u95ee\u9898\u548c\u7b54\u6848\u91cc\u6709\u76f8\u540c\u7684\u8bcd\uff0c\u53ea\u8981\u6587\u672c\u4e00\u957f\uff0c\u6a21\u578b\u533a\u5206\u6b63\u786e\u7b54\u6848\u548c\u968f\u673a\u731c\u6d4b\u7684\u80fd\u529b\u8fd8\u662f\u4f1a\u8fc5\u901f\u4e0b\u964d\u3002\u5f53\u7136\uff0c\u6bd4\u8d77\u5b8c\u5168\u6ca1\u6709\u76f8\u540c\u8bcd\u7684\u60c5\u51b5\uff0c\u8fd8\u662f\u8981\u7a0d\u5fae\u597d\u4e00\u70b9\u3002<\/p>\n<p>\u8fd9\u6700\u7ec8\u8bc1\u660e\u4e86\uff0c\u6bd4\u8d77\u5173\u952e\u4fe1\u606f\u7684\u5177\u4f53\u63aa\u8f9e\uff08\u8bed\u4e49\u8868\u8ff0\uff09\uff0c\u4e0a\u4e0b\u6587\u7684\u957f\u5ea6\uff0c\u4ee5\u53ca\u5173\u952e\u4fe1\u606f\u5728\u5176\u4e2d\u7684\u4f4d\u7f6e\uff0c\u5bf9\u5411\u91cf\u6a21\u578b\u5728\u201c\u5927\u6d77\u635e\u9488\u201d\u4efb\u52a1\u4e2d\u7684\u8868\u73b0\u5f71\u54cd\u66f4\u5927\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u7ed3\u8bba<\/h2>\n<p>\u603b\u7684\u6765\u8bf4\uff0c\u6211\u4eec\u7528\u5411\u91cf\u6a21\u578b\u505a\u7684\u5b9e\u9a8c\uff0c\u7ed3\u8bba\u8ddf NoLiMA \u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b\u505a\u7684\u5b9e\u9a8c\u4e00\u81f4\uff1a\u6587\u672c\u8d8a\u957f\uff0c\u6a21\u578b\u5c31\u8d8a\u96be\u627e\u5230\u6b63\u786e\u7b54\u6848\u3002\u6211\u4eec\u7684\u5b9e\u9a8c\u8fd8\u8bc1\u660e\uff0c\u5c31\u7b97\u95ee\u9898\u548c\u7b54\u6848\u91cc\u7684\u5173\u952e\u8bcd\u4e00\u6a21\u4e00\u6837\uff0c\u6a21\u578b\u4e5f\u4e0d\u4e00\u5b9a\u80fd\u627e\u5bf9\u3002<\/p>\n<p>\u6211\u4eec\u7684\u5b9e\u9a8c\u7ed3\u679c\u4e0e NoLiMA \u8bba\u6587\u5bf9 LLM \u7684\u53d1\u73b0\u9ad8\u5ea6\u4e00\u81f4\uff1a<strong>\u5bf9\u4e8e\u5411\u91cf\u6a21\u578b\uff0c\u4e0a\u4e0b\u6587\u957f\u5ea6\u662f\u5f71\u54cd\u68c0\u7d22\u6027\u80fd\u7684\u5173\u952e\u56e0\u7d20<\/strong>\uff0c\u6587\u672c\u8d8a\u957f\uff0c\u6a21\u578b\u5c31\u8d8a\u96be\u627e\u5230\u6b63\u786e\u7b54\u6848\u3002\u5c31\u7b97\u95ee\u9898\u548c\u7b54\u6848\u91cc\u7684\u5173\u952e\u8bcd\u4e00\u6a21\u4e00\u6837\uff0c\u6a21\u578b\u4e5f\u4e0d\u4e00\u5b9a\u80fd\u627e\u5bf9\u3002<\/p>\n<ol>\n<li><strong>\u6027\u80fd\u968f\u957f\u5ea6\u9510\u51cf<\/strong>\uff1ajina-embeddings-v3 \u5728\u77ed\u6587\u672c\uff08128 \u8bcd\u5143\uff09\u4e0b\u8868\u73b0\u51fa\u8272\uff0c\u4f46\u5728\u957f\u6587\u672c\u4e0b\u6027\u80fd\u8fc5\u901f\u4e0b\u964d\u3002\u5f52\u4e00\u5316\u76f8\u4f3c\u5ea6\u5f97\u5206\u4ece 128 \u8bcd\u5143\u65f6\u7684 0.37 \u964d\u81f3 8K \u8bcd\u65f6\u7684 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