{"id":18337,"date":"2025-01-14T18:34:06","date_gmt":"2025-01-14T10:34:06","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=18337"},"modified":"2025-01-14T18:34:35","modified_gmt":"2025-01-14T10:34:35","slug":"arctic-embed-20","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/pt\/arctic-embed-20\/","title":{"rendered":"Snowflake \u53d1\u5e03 Arctic Embed 2.0 \u591a\u8bed\u8a00\u5411\u91cf\u6a21\u578b\uff0c\u5b9e\u73b0\u9ad8\u8d28\u91cf\u4e2d\u6587\u68c0\u7d22"},"content":{"rendered":"<p>Snowflake \u5f88\u9ad8\u5174\u5730\u5ba3\u5e03\u53d1\u5e03\u00a0<em><a href=\"https:\/\/huggingface.co\/Snowflake\/snowflake-arctic-embed-l-v2.0\">Arctic Embed L 2.0<\/a>\u00a0\u548c\u00a0<a href=\"https:\/\/huggingface.co\/Snowflake\/snowflake-arctic-embed-m-v2.0\/\">Arctic Embed M 2.0<\/a><\/em>\u00a0\uff0c\u8fd9\u662f\u6211\u4eec\u524d\u6cbf\u5d4c\u5165\u6a21\u578b\u7684\u4e0b\u4e00\u6b21\u8fed\u4ee3\uff0c\u73b0\u5728\u53ef\u4ee5\u652f\u6301\u591a\u8bed\u8a00\u641c\u7d22\u3002\u867d\u7136\u6211\u4eec\u4e4b\u524d\u7684\u7248\u672c\u53d7\u5230\u4e86\u5ba2\u6237\u3001\u5408\u4f5c\u4f19\u4f34\u548c\u5f00\u6e90\u793e\u533a\u7684\u6b22\u8fce\uff0c\u5e76\u5b9e\u73b0\u4e86\u6570\u767e\u4e07\u6b21\u7684\u4e0b\u8f7d\uff0c\u4f46\u6211\u4eec\u4e00\u76f4\u6536\u5230\u4e00\u4e2a\u8bf7\u6c42\uff1a\u4f60\u4eec\u80fd\u5426\u4f7f\u8fd9\u4e2a\u6a21\u578b\u652f\u6301\u591a\u8bed\u8a00\uff1fArctic Embed 2.0 \u5728\u6211\u4eec\u4e4b\u524d\u7248\u672c\u5f3a\u5927\u7684\u57fa\u7840\u4e0a\u6784\u5efa\uff0c\u589e\u52a0\u4e86\u591a\u8bed\u8a00\u652f\u6301\uff0c\u540c\u65f6\u4e0d\u727a\u7272\u82f1\u8bed\u6027\u80fd\u6216\u53ef\u6269\u5c55\u6027\uff0c\u4ee5\u6ee1\u8db3\u66f4\u5e7f\u6cdb\u7684\u7528\u6237\u7fa4\u4f53\u7684\u9700\u6c42\uff0c\u8fd9\u4e9b\u7528\u6237\u7fa4\u4f53\u6db5\u76d6\u4e86\u5404\u79cd\u8bed\u8a00\u548c\u5e94\u7528\u3002<\/p>\n<div id=\"attachment_18341\" style=\"width: 632px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-18341\" class=\"wp-image-18341 size-full\" title=\"Snowflake \u7684 Arctic Embed 2.0 \u5b9e\u73b0\u591a\u8bed\u8a00\uff1a\u901a\u8fc7\u63a8\u7406\u6548\u7387\u548c\u9ad8\u8d28\u91cf\u68c0\u7d22\u8d4b\u80fd\u5168\u7403\u89c4\u6a21\u68c0\u7d22-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/8bd94c227622024.jpg\" alt=\"Snowflake \u7684 Arctic Embed 2.0 \u5b9e\u73b0\u591a\u8bed\u8a00\uff1a\u901a\u8fc7\u63a8\u7406\u6548\u7387\u548c\u9ad8\u8d28\u91cf\u68c0\u7d22\u8d4b\u80fd\u5168\u7403\u89c4\u6a21\u68c0\u7d22-1\" width=\"622\" height=\"458\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/8bd94c227622024.jpg 622w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/8bd94c227622024-300x221.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/8bd94c227622024-16x12.jpg 16w\" sizes=\"auto, (max-width: 622px) 100vw, 622px\" \/><p id=\"caption-attachment-18341\" class=\"wp-caption-text\">\u56fe 1. \u53c2\u6570\u5c11\u4e8e 10 \u4ebf\u7684\u5f00\u6e90\u591a\u8bed\u8a00\u5d4c\u5165\u6a21\u578b\u7684\u5355\u5411\u91cf\u5bc6\u96c6\u68c0\u7d22\u6027\u80fd\u3002\u5206\u6570\u662f MTEB <a href=\"https:\/\/www.kdjingpai.com\/de\/retrieval\/\">Retrieval<\/a> \u548c CLEF (ELRA, 2006) \u5b50\u96c6\uff08\u6db5\u76d6\u82f1\u8bed\u3001\u6cd5\u8bed\u3001\u897f\u73ed\u7259\u8bed\u3001\u610f\u5927\u5229\u8bed\u548c\u5fb7\u8bed\uff09\u4e0a\u7684\u5e73\u5747 nDCG@10\u3002<\/p><\/div>\n<p>&nbsp;<\/p>\n<h3>\u591a\u8bed\u8a00\uff0c\u4e0d\u59a5\u534f<\/h3>\n<p>\u5728\u8fd9\u6b21 Arctic Embed 2.0 \u53d1\u5e03\u4e2d\uff0c\u6211\u4eec\u53d1\u5e03\u4e86\u4e24\u4e2a\u53ef\u4f9b\u4f7f\u7528\u7684\u53d8\u4f53\uff0c\u4e00\u4e2a\u4e2d\u7b49\u53d8\u4f53\u4fa7\u91cd\u4e8e\u63a8\u7406\u6548\u7387\uff0c\u5b83\u6784\u5efa\u4e8e\u963f\u91cc\u5df4\u5df4\u7684\u00a0<a href=\"https:\/\/huggingface.co\/Alibaba-NLP\/gte-multilingual-base\">GTE-multilingual<\/a>\u00a0\u4e4b\u4e0a\uff0c\u5177\u6709 3.05 \u4ebf\u4e2a\u53c2\u6570\uff08\u5176\u4e2d 1.13 \u4ebf\u4e2a\u662f\u975e\u5d4c\u5165\u53c2\u6570\uff09\uff0c\u53e6\u4e00\u4e2a\u5927\u578b\u53d8\u4f53\u4fa7\u91cd\u4e8e\u68c0\u7d22\u8d28\u91cf\uff0c\u5b83\u6784\u5efa\u4e8e Facebook \u7684\u00a0<a href=\"https:\/\/huggingface.co\/FacebookAI\/xlm-roberta-large\">XMLR-Large<\/a>\u00a0\u7684\u957f\u4e0a\u4e0b\u6587\u53d8\u4f53\u4e4b\u4e0a\uff0c\u5177\u6709 5.68 \u4ebf\u4e2a\u53c2\u6570\uff08\u5176\u4e2d 3.03 \u4ebf\u4e2a\u662f\u975e\u5d4c\u5165\u53c2\u6570\uff09\u3002\u4e24\u79cd\u5c3a\u5bf8\u90fd\u652f\u6301\u9ad8\u8fbe 8,192 \u4e2a <a href=\"https:\/\/www.kdjingpai.com\/de\/tokenization\/\">Token<\/a> \u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\u3002\u5728\u6784\u5efa Arctic Embed 2.0 \u65f6\uff0c\u6211\u4eec\u8ba4\u8bc6\u5230\u8bb8\u591a\u73b0\u6709\u591a\u8bed\u8a00\u6a21\u578b\u9762\u4e34\u7684\u6311\u6218\uff1a\u9488\u5bf9\u591a\u79cd\u8bed\u8a00\u8fdb\u884c\u4f18\u5316\u901a\u5e38\u6700\u7ec8\u4f1a\u727a\u7272\u82f1\u8bed\u68c0\u7d22\u8d28\u91cf\u3002\u8fd9\u5bfc\u81f4\u8be5\u9886\u57df\u7684\u8bb8\u591a\u6a21\u578b\u4e3a\u6bcf\u4e2a\u7248\u672c\u90fd\u6709\u4e24\u4e2a\u53d8\u4f53\uff1a\u82f1\u8bed\u548c\u591a\u8bed\u8a00\u3002Arctic Embed 2.0 \u6a21\u578b\u6709\u6240\u4e0d\u540c\u3002\u5b83\u4eec\u5728\u5fb7\u8bed\u3001\u897f\u73ed\u7259\u8bed\u548c\u6cd5\u8bed\u7b49\u975e\u82f1\u8bed\u8bed\u8a00\u4e2d\u63d0\u4f9b\u9876\u7ea7\u7684\u6027\u80fd\uff0c\u540c\u65f6\u5728\u82f1\u8bed\u68c0\u7d22\u65b9\u9762\u4e5f\u4f18\u4e8e\u5176\u4ec5\u82f1\u8bed\u7684\u524d\u8eab\u00a0<a href=\"https:\/\/snowflakecloud.wpenginepowered.com\/engineering-blog\/arctic-embed-m-v1-5-enterprise-retrieval\/\">Arctic Embed M 1.5<\/a>\u3002<\/p>\n<p>\u901a\u8fc7\u4ed4\u7ec6\u5e73\u8861\u591a\u8bed\u8a00\u9700\u6c42\u4e0e Snowflake \u5bf9\u5353\u8d8a\u82f1\u8bed\u68c0\u7d22\u7684\u627f\u8bfa\uff0c\u6211\u4eec\u6784\u5efa\u4e86 Arctic Embed 2.0\uff0c\u4f7f\u5176\u6210\u4e3a\u901a\u7528\u7684\u4e3b\u529b\u6a21\u578b\uff0c\u9002\u7528\u4e8e\u5e7f\u6cdb\u7684\u5168\u7403\u7528\u4f8b\u3002\u5728\u672c\u6587\u4e2d\uff0c\u6240\u6709\u5b9a\u6027\u8bc4\u4f30\u5747\u6307\u8de8\u4efb\u52a1\u7684\u5e73\u5747 NDCG@10 \u5206\u6570\uff0c\u9664\u975e\u53e6\u6709\u8bf4\u660e\u3002<\/p>\n<div id=\"attachment_18338\" style=\"width: 1394px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-18338\" class=\"wp-image-18338 size-full\" title=\"Snowflake \u7684 Arctic Embed 2.0 \u5b9e\u73b0\u591a\u8bed\u8a00\uff1a\u901a\u8fc7\u63a8\u7406\u6548\u7387\u548c\u9ad8\u8d28\u91cf\u68c0\u7d22\u8d4b\u80fd\u5168\u7403\u89c4\u6a21\u68c0\u7d22-2\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/7baf4bd5d03ec4e.png\" alt=\"Snowflake \u7684 Arctic Embed 2.0 \u5b9e\u73b0\u591a\u8bed\u8a00\uff1a\u901a\u8fc7\u63a8\u7406\u6548\u7387\u548c\u9ad8\u8d28\u91cf\u68c0\u7d22\u8d4b\u80fd\u5168\u7403\u89c4\u6a21\u68c0\u7d22-2\" width=\"1384\" height=\"496\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/7baf4bd5d03ec4e.png 1384w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/7baf4bd5d03ec4e-300x108.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/7baf4bd5d03ec4e-1024x367.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/7baf4bd5d03ec4e-768x275.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/7baf4bd5d03ec4e-18x6.png 18w\" sizes=\"auto, (max-width: 1384px) 100vw, 1384px\" \/><p id=\"caption-attachment-18338\" class=\"wp-caption-text\">\u8868 1. \u6211\u4eec\u7684 Arctic Embed L v2.0 \u6a21\u578b\u5728\u6d41\u884c\u7684\u82f1\u8bed MTEB Retrieval \u57fa\u51c6\u6d4b\u8bd5\u4e2d\u53d6\u5f97\u4e86\u9ad8\u5206\uff0c\u540c\u65f6\u5728\u591a\u4e2a\u591a\u8bed\u8a00\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u4e5f\u53d6\u5f97\u4e86\u5f88\u9ad8\u7684\u68c0\u7d22\u8d28\u91cf\u3002Arctic Embed \u7684\u5148\u524d\u8fed\u4ee3\u5728\u82f1\u8bed\u65b9\u9762\u8868\u73b0\u826f\u597d\uff0c\u4f46\u5728\u591a\u8bed\u8a00\u65b9\u9762\u8868\u73b0\u4e0d\u4f73\uff0c\u800c\u6d41\u884c\u7684\u5f00\u6e90\u591a\u8bed\u8a00\u6a21\u578b\u5728\u82f1\u8bed\u6027\u80fd\u65b9\u9762\u6709\u6240\u4e0b\u964d\u3002\u6240\u6709\u6a21\u578b\u548c\u6570\u636e\u96c6\u7684\u5206\u6570\u90fd\u53cd\u6620\u4e86\u5e73\u5747 NDCG@10\u3002CLEF \u548c MIRACL \u5206\u6570\u53cd\u6620\u4e86\u5fb7\u8bed (DE)\u3001\u82f1\u8bed (EN)\u3001\u897f\u73ed\u7259\u8bed (ES)\u3001\u6cd5\u8bed (FR) \u548c\u610f\u5927\u5229\u8bed (IT) \u7684\u5e73\u5747\u503c\u3002<\/p><\/div>\n<p>&nbsp;<\/p>\n<h3>Arctic Embed 2.0 \u7684\u591a\u6837\u5316\u548c\u5f3a\u5927\u7684\u529f\u80fd\u96c6<\/h3>\n<ol>\n<li><strong>\u4f01\u4e1a\u7ea7\u541e\u5410\u91cf\u548c\u6548\u7387\uff1a<\/strong>\u00a0Arctic Embed 2.0 \u6a21\u578b\u4e13\u4e3a\u5927\u89c4\u6a21\u4f01\u4e1a\u9700\u6c42\u800c\u6784\u5efa\u3002\u5373\u4f7f\u662f\u6211\u4eec\u7684\u201c\u5927\u578b\u201d\u6a21\u578b\uff0c\u5176\u53c2\u6570\u4e5f\u8fdc\u4f4e\u4e8e 10 \u4ebf\uff0c\u5e76\u63d0\u4f9b\u5feb\u901f\u3001\u9ad8\u541e\u5410\u91cf\u7684\u5d4c\u5165\u529f\u80fd\u3002\u6839\u636e\u5185\u90e8\u6d4b\u8bd5\uff0c\u5b83\u5728 NVIDIA A10 GPU \u4e0a\u53ef\u4ee5\u8f7b\u677e\u5904\u7406\u6bcf\u79d2 100 \u591a\u4e2a\u6587\u6863\uff08\u5e73\u5747\uff09\uff0c\u5e76\u5b9e\u73b0\u4f4e\u4e8e 10 \u6beb\u79d2\u7684\u67e5\u8be2\u5d4c\u5165\u5ef6\u8fdf\uff0c\u4ece\u800c\u53ef\u4ee5\u5728\u7ecf\u6d4e\u5b9e\u60e0\u7684\u786c\u4ef6\u4e0a\u8fdb\u884c\u5b9e\u9645\u90e8\u7f72\u3002<\/li>\n<li><strong>\u6beb\u4e0d\u59a5\u534f\u7684\u82f1\u8bed\u548c\u975e\u82f1\u8bed\u68c0\u7d22\u8d28\u91cf\uff1a<\/strong>\u00a0\u5c3d\u7ba1\u5c3a\u5bf8\u7d27\u51d1\uff0c\u4f46\u4e24\u4e2a Arctic Embed 2.0 \u6a21\u578b\u5728\u5404\u79cd\u82f1\u8bed\u548c\u975e\u82f1\u8bed\u57fa\u51c6\u6570\u636e\u96c6\u4e0a\u90fd\u53d6\u5f97\u4e86\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684 NDCG@10 \u5206\u6570\uff0c\u8fd9\u8868\u660e\u5373\u4f7f\u5bf9\u4e8e\u672a\u5305\u542b\u5728\u8bad\u7ec3\u65b9\u6848\u4e2d\u7684\u8bed\u8a00\uff0c\u5b83\u4eec\u4e5f\u5177\u6709\u826f\u597d\u7684\u6cdb\u5316\u80fd\u529b\u3002\u8fd9\u4e9b\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u57fa\u51c6\u5206\u6570\u4f7f Arctic Embed L 2.0 \u6210\u4e3a\u524d\u6cbf\u68c0\u7d22\u6a21\u578b\u4e2d\u7684\u9886\u5bfc\u8005\u3002<\/li>\n<li><strong>\u901a\u8fc7 Matryoshka Representation Learning (MRL) \u5b9e\u73b0\u53ef\u6269\u5c55\u7684\u68c0\u7d22\uff1a<\/strong>\u00a0Arctic Embed 2.0 \u7248\u672c\u5305\u62ec Arctic Embed 1.5 \u4e2d\u5f15\u5165\u7684\u76f8\u540c\u7684\u91cf\u5316\u53cb\u597d\u578b MRL \u529f\u80fd\uff0c\u5141\u8bb8\u7528\u6237\u5728\u5bf9\u5927\u578b\u6570\u636e\u96c6\u6267\u884c\u641c\u7d22\u65f6\u964d\u4f4e\u6210\u672c\u5e76\u4f18\u5316\u89c4\u6a21\u3002\u501f\u52a9\u4e24\u79cd\u6a21\u578b\u5c3a\u5bf8\uff0c\u7528\u6237\u53ef\u4ee5\u4f7f\u7528\u6bcf\u4e2a\u5411\u91cf\u4ec5 128 \u5b57\u8282\uff08\u6bd4 OpenAI \u6d41\u884c\u7684 text-embedding-3-large \u6a21\u578b\u7684\u672a\u538b\u7f29\u5d4c\u5165\u5c0f 96 \u500d ^1^ \uff09\u5b9e\u73b0\u9ad8\u8d28\u91cf\u68c0\u7d22\u3002\u5c31\u50cf Arctic Embed 1.5 \u4e00\u6837\uff0cArctic Embed 2.0 \u6a21\u578b\u5728\u538b\u7f29\u72b6\u6001\u4e0b\u4e5f\u4f18\u4e8e\u51e0\u4e2a\u652f\u6301 MRL \u7684\u540c\u884c\uff0c\u5177\u6709\u663e\u7740\u66f4\u4f4e\u7684\u8d28\u91cf\u4e0b\u964d\u548c\u66f4\u9ad8\u7684\u57fa\u51c6\u5206\u6570\u3002<\/li>\n<li><strong>\u771f\u6b63\u7684\u5f00\u6e90\uff1a<\/strong>\u00a0Arctic Embed 2.0 \u6a21\u578b\u5728\u5bbd\u677e\u7684 Apache 2.0 \u8bb8\u53ef\u4e0b\u53d1\u5e03\u3002<\/li>\n<\/ol>\n<h3>\u5f00\u6e90\u7684\u7075\u6d3b\u6027\u6ee1\u8db3\u4f01\u4e1a\u7ea7\u7684\u53ef\u9760\u6027<\/h3>\n<p>\u4e0e\u5176\u524d\u8eab\u4e00\u6837\uff0cArctic Embed 2.0 \u6a21\u578b\u5728\u5bbd\u677e\u7684 Apache 2.0 \u8bb8\u53ef\u4e0b\u53d1\u5e03\uff0c\u4f7f\u7ec4\u7ec7\u80fd\u591f\u5728\u719f\u6089\u7684\u8bb8\u53ef\u4e0b\u8fdb\u884c\u4fee\u6539\u3001\u90e8\u7f72\u548c\u6269\u5c55\u3002\u8fd9\u4e9b\u6a21\u578b\u5f00\u7bb1\u5373\u7528\uff0c\u901a\u8fc7\u53ef\u9760\u7684\u591a\u8bed\u8a00\u5d4c\u5165\u5728\u5404\u4e2a\u5782\u76f4\u9886\u57df\u652f\u6301\u5e94\u7528\uff0c\u5e76\u4e14\u5177\u6709\u826f\u597d\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n<p>Hugging Face \u9996\u5e2d\u6267\u884c\u5b98 Cl\u00e9ment Delangue \u8868\u793a\uff1a\u201c\u591a\u8bed\u8a00\u5d4c\u5165\u6a21\u578b\u5bf9\u4e8e\u4f7f\u5168\u7403\u5404\u5730\u7684\u4eba\u4eec\uff08\u4e0d\u4ec5\u4ec5\u662f\u82f1\u8bed\u4f7f\u7528\u8005\uff09\u6210\u4e3a AI \u6784\u5efa\u8005\u81f3\u5173\u91cd\u8981\u3002\u901a\u8fc7\u5728 Hugging Face \u4e0a\u4ee5\u5f00\u6e90\u5f62\u5f0f\u53d1\u5e03\u8fd9\u4e9b\u6700\u5148\u8fdb\u7684\u6a21\u578b\uff0cSnowflake \u4e3a AI \u548c\u4e16\u754c\u505a\u51fa\u4e86\u5de8\u5927\u8d21\u732e\u3002\u201d<\/p>\n<p>\u4e8b\u5b9e\u4e0a\uff0c\u5c24\u5176\u662f\u5728\u5f00\u6e90\u9009\u9879\u4e2d\uff0cArctic Embed 2.0 \u7cfb\u5217\u56e0\u5176\u5728\u591a\u8bed\u8a00\u68c0\u7d22\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u7684\u89c2\u5bdf\u5230\u7684\u6cdb\u5316\u80fd\u529b\u800c\u503c\u5f97\u7279\u522b\u5173\u6ce8\u3002\u901a\u8fc7\u8bb8\u53ef\u00a0<a href=\"https:\/\/catalogue.elra.info\/en-us\/repository\/browse\/ELRA-E0008\/\">2000-2003 \u5e74\u8de8\u8bed\u8a00\u8bc4\u4f30\u8bba\u575b (CLEF) \u7684\u6d4b\u8bd5\u5957\u4ef6<\/a>\uff0c\u6211\u4eec\u7684\u56e2\u961f\u80fd\u591f\u8861\u91cf\u5404\u79cd\u5f00\u6e90\u6a21\u578b\u7684\u57df\u5916\u68c0\u7d22\u8d28\u91cf\uff0c\u5e76\u53d1\u73b0\u4e86\u4e00\u4e2a\u4e0d\u5e78\u7684\u8d8b\u52bf\uff0c\u5373\u4e0e\u5728\u57df\u5185\u00a0<a href=\"https:\/\/project-miracl.github.io\/\">MIRACL<\/a>\u00a0\u8bc4\u4f30\u96c6\u4e0a\u83b7\u5f97\u7684\u5206\u6570\u76f8\u6bd4\uff0c\u6027\u80fd\u4e0d\u4f73\u3002\u6211\u4eec\u5047\u8bbe\u4e00\u4e9b\u65e9\u671f\u7684\u5f00\u6e90\u6a21\u578b\u5f00\u53d1\u4eba\u5458\u53ef\u80fd\u5728\u65e0\u610f\u4e2d\u8fc7\u5ea6\u8c03\u6574\u4e86\u4ed6\u4eec\u7684\u8bad\u7ec3\u65b9\u6848\uff0c\u4ee5\u63d0\u9ad8 MIRACL \u6027\u80fd\u4e3a\u4ee3\u4ef7\uff0c\u4ece\u800c\u53ef\u80fd\u8fc7\u5ea6\u62df\u5408\u4e86 MIRACL \u8bad\u7ec3\u6570\u636e\u3002\u6709\u5173 Arctic Embed 2.0 \u6a21\u578b\u662f\u5982\u4f55\u8bad\u7ec3\u7684\u4ee5\u53ca\u6211\u4eec\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5b66\u5230\u4e86\u4ec0\u4e48\uff0c\u8bf7\u5173\u6ce8\u5373\u5c06\u53d1\u5e03\u7684\u6280\u672f\u62a5\u544a\u3002<\/p>\n<div id=\"attachment_18339\" style=\"width: 1394px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-18339\" class=\"wp-image-18339 size-full\" title=\"Snowflake \u7684 Arctic Embed 2.0 \u5b9e\u73b0\u591a\u8bed\u8a00\uff1a\u901a\u8fc7\u63a8\u7406\u6548\u7387\u548c\u9ad8\u8d28\u91cf\u68c0\u7d22\u8d4b\u80fd\u5168\u7403\u89c4\u6a21\u68c0\u7d22-3\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/9664da4315eb506.png\" alt=\"Snowflake \u7684 Arctic Embed 2.0 \u5b9e\u73b0\u591a\u8bed\u8a00\uff1a\u901a\u8fc7\u63a8\u7406\u6548\u7387\u548c\u9ad8\u8d28\u91cf\u68c0\u7d22\u8d4b\u80fd\u5168\u7403\u89c4\u6a21\u68c0\u7d22-3\" width=\"1384\" height=\"554\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/9664da4315eb506.png 1384w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/9664da4315eb506-300x120.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/9664da4315eb506-1024x410.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/9664da4315eb506-768x307.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/9664da4315eb506-18x7.png 18w\" sizes=\"auto, (max-width: 1384px) 100vw, 1384px\" \/><p id=\"caption-attachment-18339\" class=\"wp-caption-text\">\u8868 2. \u5728\u6765\u81ea\u57df\u5916 CLEF \u57fa\u51c6\u6d4b\u8bd5\u7684\u51e0\u4e2a\u6570\u636e\u96c6\u4e0a\u6bd4\u8f83\u591a\u8bed\u8a00\u68c0\u7d22\u6a21\u578b\u3002<\/p><\/div>\n<p>&nbsp;<\/p>\n<div id=\"attachment_18340\" style=\"width: 1394px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-18340\" class=\"wp-image-18340 size-full\" title=\"Snowflake \u7684 Arctic Embed 2.0 \u5b9e\u73b0\u591a\u8bed\u8a00\uff1a\u901a\u8fc7\u63a8\u7406\u6548\u7387\u548c\u9ad8\u8d28\u91cf\u68c0\u7d22\u8d4b\u80fd\u5168\u7403\u89c4\u6a21\u68c0\u7d22-2\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/a3a249aac39d9e6.png\" alt=\"Snowflake \u7684 Arctic Embed 2.0 \u5b9e\u73b0\u591a\u8bed\u8a00\uff1a\u901a\u8fc7\u63a8\u7406\u6548\u7387\u548c\u9ad8\u8d28\u91cf\u68c0\u7d22\u8d4b\u80fd\u5168\u7403\u89c4\u6a21\u68c0\u7d22-2\" width=\"1384\" height=\"536\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/a3a249aac39d9e6.png 1384w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/a3a249aac39d9e6-300x116.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/a3a249aac39d9e6-1024x397.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/a3a249aac39d9e6-768x297.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/a3a249aac39d9e6-18x7.png 18w\" sizes=\"auto, (max-width: 1384px) 100vw, 1384px\" \/><p id=\"caption-attachment-18340\" class=\"wp-caption-text\">\u8868 3. \u5728\u57df\u5185 MIRACL \u57fa\u51c6\u6d4b\u8bd5\u4e2d\u6bd4\u8f83\u51e0\u4e2a\u5f00\u6e90\u591a\u8bed\u8a00\u68c0\u7d22\u6a21\u578b\u3002<\/p><\/div>\n<p>&nbsp;<\/p>\n<p>\u5982\u8868 2 \u548c\u8868 3 \u6240\u793a\uff0c\u51e0\u4e2a\u6d41\u884c\u7684\u5f00\u6e90\u6a21\u578b\u5728\u57df\u5185 MIRACL \u8bc4\u4f30\u4e2d\u4e0e\u00a0<a href=\"https:\/\/huggingface.co\/Snowflake\/snowflake-arctic-embed-l-v2.0\">Arctic Embed L 2.0<\/a>\u00a0\u7684\u5f97\u5206\u76f8\u5f53\uff0c\u4f46\u5728\u57df\u5916 CLEF \u8bc4\u4f30\u4e2d\u8868\u73b0\u4e0d\u4f73\u3002\u6211\u4eec\u8fd8\u5bf9\u6d41\u884c\u7684\u95ed\u6e90\u6a21\u578b\uff08\u5982 OpenAI \u7684 text-embedding-3-large \u6a21\u578b\uff09\u8fdb\u884c\u4e86\u57fa\u51c6\u6d4b\u8bd5\uff0c\u53d1\u73b0 Arctic L 2.0 \u7684\u6027\u80fd\u4e0e\u9886\u5148\u7684\u4e13\u6709\u6a21\u578b\u4e00\u81f4\u3002<\/p>\n<p>\u5982\u8868 4 \u6240\u793a\uff0c\u73b0\u6709\u7684\u5f00\u6e90\u591a\u8bed\u8a00\u6a21\u578b\u5728\u6d41\u884c\u7684\u82f1\u8bed MTEB Retrieval \u57fa\u51c6\u6d4b\u8bd5\u4e2d\u4e5f\u6bd4\u00a0<a href=\"https:\/\/huggingface.co\/Snowflake\/snowflake-arctic-embed-l-v2.0\">Arctic Embed L 2.0<\/a>\u00a0\u7684\u5f97\u5206\u66f4\u5dee\uff0c\u8fd9\u8feb\u4f7f\u90a3\u4e9b\u5e0c\u671b\u652f\u6301\u591a\u79cd\u8bed\u8a00\u7684\u7528\u6237\u5728\u8f83\u4f4e\u7684\u82f1\u8bed\u68c0\u7d22\u8d28\u91cf\u6216\u4f7f\u7528\u7b2c\u4e8c\u4e2a\u6a21\u578b\u4ec5\u7528\u4e8e\u82f1\u8bed\u68c0\u7d22\u7684\u66f4\u591a\u64cd\u4f5c\u590d\u6742\u6027\u4e4b\u95f4\u505a\u51fa\u9009\u62e9\u3002\u968f\u7740 Arctic Embed 2.0 \u7684\u53d1\u5e03\uff0c\u4ece\u4e1a\u8005\u73b0\u5728\u80fd\u591f\u5207\u6362\u5230\u5355\u4e2a\u5f00\u6e90\u6a21\u578b\uff0c\u800c\u4e0d\u4f1a\u727a\u7272\u82f1\u8bed\u68c0\u7d22\u8d28\u91cf\u3002<\/p>\n<div id=\"attachment_18342\" style=\"width: 1174px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-18342\" class=\"wp-image-18342 size-full\" title=\"Snowflake \u7684 Arctic Embed 2.0 \u5b9e\u73b0\u591a\u8bed\u8a00\uff1a\u901a\u8fc7\u63a8\u7406\u6548\u7387\u548c\u9ad8\u8d28\u91cf\u68c0\u7d22\u8d4b\u80fd\u5168\u7403\u89c4\u6a21\u68c0\u7d22-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/b438abc92f14383.jpg\" alt=\"Snowflake \u7684 Arctic Embed 2.0 \u5b9e\u73b0\u591a\u8bed\u8a00\uff1a\u901a\u8fc7\u63a8\u7406\u6548\u7387\u548c\u9ad8\u8d28\u91cf\u68c0\u7d22\u8d4b\u80fd\u5168\u7403\u89c4\u6a21\u68c0\u7d22-1\" width=\"1164\" height=\"580\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/b438abc92f14383.jpg 1164w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/b438abc92f14383-300x149.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/b438abc92f14383-1024x510.jpg 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/b438abc92f14383-768x383.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/b438abc92f14383-18x9.jpg 18w\" sizes=\"auto, (max-width: 1164px) 100vw, 1164px\" \/><p id=\"caption-attachment-18342\" class=\"wp-caption-text\">\u8868 4. \u5728\u57df\u5185 MTEB Retrieval \u57fa\u51c6\u6d4b\u8bd5\u4e2d\u6bd4\u8f83\u51e0\u4e2a\u9876\u7ea7\u5f00\u6e90\u548c\u95ed\u6e90\u591a\u8bed\u8a00\u68c0\u7d22\u6a21\u578b\u3002<\/p><\/div>\n<p>&nbsp;<\/p>\n<h3>\u65e0\u9700\u6743\u8861\u7684\u538b\u7f29\u548c\u6548\u7387<\/h3>\n<p>Snowflake \u7ee7\u7eed\u5728\u5176\u5d4c\u5165\u6a21\u578b\u8bbe\u8ba1\u4e2d\u4f18\u5148\u8003\u8651\u6548\u7387\u548c\u89c4\u6a21\u3002\u501f\u52a9\u00a0<a href=\"https:\/\/huggingface.co\/Snowflake\/snowflake-arctic-embed-l-v2.0\">Arctic Embed L 2.0<\/a>\uff0c\u7528\u6237\u53ef\u4ee5\u5c06\u5927\u578b\u6a21\u578b\u7684\u8d28\u91cf\u7279\u5f81\u538b\u7f29\u5230\u6bcf\u4e2a\u5411\u91cf\u4ec5\u9700 128 \u5b57\u8282\u5b58\u50a8\u7684\u7d27\u51d1\u5d4c\u5165\u4e2d\u3002\u8fd9\u4f7f\u5f97\u5728\u4f4e\u7aef\u786c\u4ef6\u4e0a\u4ee5\u8f83\u4f4e\u7684\u6210\u672c\u4e3a\u6570\u767e\u4e07\u4e2a\u6587\u6863\u63d0\u4f9b\u68c0\u7d22\u670d\u52a1\u6210\u4e3a\u53ef\u80fd\u3002\u6211\u4eec\u8fd8\u901a\u8fc7\u5c06 Arctic Embed 2.0 \u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u68c0\u7d22\u8d28\u91cf\u5206\u522b\u538b\u7f29\u5230\u5176\u4e24\u79cd\u5c3a\u5bf8\uff08\u4e2d\u578b\u548c\u5927\u578b\uff09\u7684 1 \u4ebf\u548c 3 \u4ebf\u4e2a\u975e\u5d4c\u5165\u53c2\u6570\u4e2d\u6765\u5b9e\u73b0\u5d4c\u5165\u541e\u5410\u91cf\u65b9\u9762\u7684\u6548\u7387 &#8211; \u8fd9\u4ec5\u6bd4\u6211\u4eec\u65e9\u671f\u7684\u4ec5\u82f1\u8bed\u7248\u672c\u7565\u6709\u589e\u52a0\u3002<\/p>\n<p>\u4e8b\u5b9e\u4e0a\uff0c\u4ee5\u89c4\u6a21\u4e3a\u91cd\u70b9\u7684\u673a\u5236\u662f\u00a0<a href=\"https:\/\/huggingface.co\/Snowflake\/snowflake-arctic-embed-l-v2.0\">Arctic Embed L 2.0<\/a>\u00a0\u771f\u6b63\u53d1\u5149\u7684\u5730\u65b9\uff0c\u4e0e\u5176\u4ed6 MRL \u8bad\u7ec3\u7684\u6a21\u578b\uff08\u5982 OpenAI \u7684 text-embedding-3-large\uff09\u76f8\u6bd4\uff0c\u5b83\u5728\u538b\u7f29\u4e0b\u5b9e\u73b0\u4e86\u66f4\u597d\u7684\u8d28\u91cf\u3002<\/p>\n<div id=\"attachment_18343\" style=\"width: 1292px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-18343\" class=\"wp-image-18343 size-full\" title=\"Snowflake \u7684 Arctic Embed 2.0 \u5b9e\u73b0\u591a\u8bed\u8a00\uff1a\u901a\u8fc7\u63a8\u7406\u6548\u7387\u548c\u9ad8\u8d28\u91cf\u68c0\u7d22\u8d4b\u80fd\u5168\u7403\u89c4\u6a21\u68c0\u7d22-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/828ec8bb1a458e8.jpg\" alt=\"Snowflake \u7684 Arctic Embed 2.0 \u5b9e\u73b0\u591a\u8bed\u8a00\uff1a\u901a\u8fc7\u63a8\u7406\u6548\u7387\u548c\u9ad8\u8d28\u91cf\u68c0\u7d22\u8d4b\u80fd\u5168\u7403\u89c4\u6a21\u68c0\u7d22-1\" width=\"1282\" height=\"444\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/828ec8bb1a458e8.jpg 1282w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/828ec8bb1a458e8-300x104.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/828ec8bb1a458e8-1024x355.jpg 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/828ec8bb1a458e8-768x266.jpg 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2025\/01\/828ec8bb1a458e8-18x6.jpg 18w\" sizes=\"auto, (max-width: 1282px) 100vw, 1282px\" \/><p id=\"caption-attachment-18343\" class=\"wp-caption-text\">\u8868 5. \u5c06 OpenAI \u7684 text-embedding-3-large \u6027\u80fd\u4e0e\u622a\u65ad\u7684\u5d4c\u5165\u4e0e\u4ec5\u82f1\u8bed\uff08MTEB Retrieval\uff09\u548c\u591a\u8bed\u8a00\uff08CLEF\uff09\u7684 Arctic Embed L 2.0 \u8fdb\u884c\u6bd4\u8f83\u3002<\/p><\/div>\n<p>&nbsp;<\/p>\n<h3>\u7ed3\u8bba\uff1a\u591a\u8bed\u8a00\u3001\u9ad8\u6548\u68c0\u7d22\u7684\u65b0\u6807\u51c6<\/h3>\n<p>\u501f\u52a9 Arctic Embed 2.0\uff0cSnowflake \u4e3a\u591a\u8bed\u8a00\u3001\u9ad8\u6548\u5d4c\u5165\u6a21\u578b\u8bbe\u5b9a\u4e86\u65b0\u6807\u51c6\u3002\u6b64\u5916\uff0c\u6211\u4eec\u4f7f\u6587\u672c\u5d4c\u5165\u8d28\u91cf\u7684\u524d\u6cbf\u4e0d\u4ec5\u9ad8\u6548\uff0c\u800c\u4e14\u4e5f\u83b7\u5f97\u4e86\u5bbd\u677e\u7684\u5f00\u6e90\u3002\u65e0\u8bba\u60a8\u7684\u76ee\u6807\u662f\u6269\u5927\u5bf9\u591a\u8bed\u8a00\u7528\u6237\u7684\u8986\u76d6\u8303\u56f4\u3001\u964d\u4f4e\u5b58\u50a8\u6210\u672c\u8fd8\u662f\u5728\u53ef\u8bbf\u95ee\u7684\u786c\u4ef6\u4e0a\u5d4c\u5165\u6587\u6863\uff0cArctic Embed 2.0 \u90fd\u63d0\u4f9b\u4e86\u6ee1\u8db3\u60a8\u9700\u6c42\u7684\u529f\u80fd\u548c\u7075\u6d3b\u6027\u3002<\/p>\n<p>\u6211\u4eec\u5373\u5c06\u53d1\u5e03\u7684\u6280\u672f\u62a5\u544a\u5c06\u66f4\u6df1\u5165\u5730\u63a2\u8ba8 Arctic Embed 2.0 \u80cc\u540e\u7684\u521b\u65b0\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u6211\u4eec\u9080\u8bf7\u60a8\u7acb\u5373\u5f00\u59cb\u4f7f\u7528 Snowflake \u8fdb\u884c\u5d4c\u5165\u3002<\/p>\n<p><del>^1^<\/del>\u00a0<del>\u6b64\u8ba1\u7b97\u5bf9\u672a\u538b\u7f29\u57fa\u7ebf\u4f7f\u7528 float32 \u683c\u5f0f\uff0c\u5373 3,072 \u4e2a\u6bcf\u4e2a 32 \u4f4d\u7684\u6570\u5b57\uff0c\u6bcf\u4e2a\u5411\u91cf\u603b\u5171 98,304 \u4f4d\uff0c\u6b63\u597d\u6bd4\u5b58\u50a8\u5728 int4 \u683c\u5f0f\u7684 Arctic Embed 2.0 \u6a21\u578b\u4e2d MRL \u622a\u65ad\u7684 256 \u7ef4\u5411\u91cf\u65f6\u4f7f\u7528\u7684\u6bcf\u4e2a\u5411\u91cf 1,024 \u4f4d\uff08\u76f8\u5f53\u4e8e\u6bcf\u4e2a\u5411\u91cf 128 \u5b57\u8282\uff09\u5927 96 \u500d\u3002<\/del><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Snowflake \u5f88\u9ad8\u5174\u5730\u5ba3\u5e03\u53d1\u5e03\u00a0Arctic Embed L 2.0\u00a0\u548c\u00a0Arctic Embed M 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