{"id":13907,"date":"2024-11-25T09:02:34","date_gmt":"2024-11-25T01:02:34","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=13907"},"modified":"2024-11-25T09:02:34","modified_gmt":"2024-11-25T01:02:34","slug":"voyage-3-he-voyage","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/en\/voyage-3-he-voyage\/","title":{"rendered":"voyage-3 \u548c voyage-3-lite\uff1a\u65b0\u4e00\u4ee3\u5c0f\u800c\u5f3a\u5927\u7684\u901a\u7528\u5d4c\u5165\u6a21\u578b"},"content":{"rendered":"<p><strong>\u6458\u8981<\/strong>\u00a0\u2013 \u6211\u4eec\u5f88\u9ad8\u5174\u5ba3\u5e03\u63a8\u51fa\u00a0<code>voyage-3<\/code>\u00a0\u548c\u00a0<code>voyage-3-lite<\/code>\u00a0\u5d4c\u5165\u6a21\u578b\uff0c\u8fd9\u4e9b\u6a21\u578b\u5728\u68c0\u7d22\u8d28\u91cf\u3001\u5ef6\u8fdf\u548c\u6210\u672c\u65b9\u9762\u8fbe\u5230\u4e86\u65b0\u7684\u9ad8\u5ea6\u3002<code>voyage-3<\/code>\u00a0\u5728\u6240\u6709\u8bc4\u4f30\u9886\u57df\uff08\u5305\u62ec\u4ee3\u7801\u3001\u6cd5\u5f8b\u3001\u91d1\u878d\u3001\u591a\u8bed\u8a00\u548c\u957f\u4e0a\u4e0b\u6587\uff09\u4e2d\uff0c\u5e73\u5747\u6027\u80fd\u6bd4 OpenAI v3 large \u63d0\u9ad8 7.55%\uff0c\u540c\u65f6\u6210\u672c\u964d\u4f4e 2.2 \u500d\uff0c\u5d4c\u5165\u7ef4\u5ea6\u51cf\u5c11 3 \u500d\uff0c\u4ece\u800c\u5c06 vectorDB \u6210\u672c\u964d\u4f4e 3 \u500d\u3002<code>voyage-3-lite<\/code>\u00a0\u5728\u68c0\u7d22\u51c6\u786e\u6027\u4e0a\u6bd4 OpenAI v3 large \u63d0\u9ad8 3.82%\uff0c\u6210\u672c\u51cf\u5c11 6 \u500d\uff0c\u5d4c\u5165\u7ef4\u5ea6\u4e5f\u51cf\u5c11 6 \u500d\u3002\u4e24\u4e2a\u6a21\u578b\u5747\u652f\u6301 32K-token \u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\uff0c\u6bd4 OpenAI \u9ad8 4 \u500d\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u5728\u8fc7\u53bb\u4e5d\u4e2a\u6708\u4e2d\uff0c\u6211\u4eec\u53d1\u5e03\u4e86 Voyage 2 \u7cfb\u5217\u5d4c\u5165\u6a21\u578b\u5957\u4ef6\uff0c\u5176\u4e2d\u5305\u62ec\u8bf8\u5982\u00a0<code>voyage-large-2<\/code>\u00a0\u8fd9\u6837\u7684\u6700\u5148\u8fdb\u7684\u901a\u7528\u6a21\u578b\uff0c\u4ee5\u53ca\u4e00\u4e9b\u9762\u5411\u7279\u5b9a\u9886\u57df\u7684\u6a21\u578b\uff0c\u5982\u00a0<a href=\"https:\/\/blog.voyageai.com\/2024\/01\/23\/voyage-code-2-elevate-your-code-retrieval\/\"><code>voyage-code-2<\/code><\/a>\u3001<a href=\"https:\/\/blog.voyageai.com\/2024\/04\/15\/domain-specific-embeddings-and-retrieval-legal-edition-voyage-law-2\/\"><code>voyage-law-2<\/code><\/a>\u3001<a href=\"https:\/\/blog.voyageai.com\/2024\/06\/03\/domain-specific-embeddings-finance-edition-voyage-finance-2\/\"><code>voyage-finance-2<\/code><\/a>\u00a0\u548c\u00a0<a href=\"https:\/\/blog.voyageai.com\/2024\/06\/10\/voyage-multilingual-2-multilingual-embedding-model\/\"><code>voyage-multilingual-2<\/code><\/a>\uff0c\u8fd9\u4e9b\u6a21\u578b\u5747\u5728\u5404\u81ea\u9886\u57df\u7684\u6570\u636e\u4e0a\u8fdb\u884c\u4e86\u5145\u5206\u7684\u8bad\u7ec3\u3002\u4f8b\u5982\uff0c<a href=\"https:\/\/blog.voyageai.com\/2024\/06\/10\/voyage-multilingual-2-multilingual-embedding-model\/\"><code>voyage-multilingual-2<\/code><\/a>\u00a0\u5728\u6cd5\u8bed\u3001\u5fb7\u8bed\u3001\u65e5\u8bed\u3001\u897f\u73ed\u7259\u8bed\u548c\u97e9\u8bed\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u540c\u65f6\u5728\u82f1\u8bed\u4e2d\u4e5f\u5177\u5907\u4e00\u6d41\u7684\u6027\u80fd\u3002\u6211\u4eec\u8fd8\u4e3a\u7279\u5b9a\u4f01\u4e1a\u7684\u7279\u5b9a\u7528\u4f8b\u548c\u6570\u636e\u8fdb\u884c\u4e86\u6a21\u578b\u5fae\u8c03\uff0c\u4f8b\u5982\u00a0<a href=\"https:\/\/www.harvey.ai\/blog\/harvey-partners-with-voyage-to-build-custom-legal-embeddings\">Harvey.ai<\/a>\u00a0\u7684\u6cd5\u5f8b\u5d4c\u5165\u6a21\u578b\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u73b0\u5728\uff0c\u6211\u4eec\u975e\u5e38\u9ad8\u5174\u5730\u63a8\u51fa Voyage 3 \u7cfb\u5217\u5d4c\u5165\u6a21\u578b\uff0c\u5305\u62ec\u00a0<code>voyage-3<\/code>\u00a0\u548c\u00a0<code>voyage-3-lite<\/code>\uff0c\u5e76\u5c06\u5728\u51e0\u5468\u540e\u63a8\u51fa\u00a0<code>voyage-3-large<\/code>\u3002\u8fd9\u4e9b\u6a21\u578b\u5728\u68c0\u7d22\u8d28\u91cf\u4e0a\u8d85\u8d8a\u4e86\u7ade\u4e89\u5bf9\u624b\uff0c\u540c\u65f6\u663e\u8457\u964d\u4f4e\u4e86 vectorDB \u7684\u4ef7\u683c\u548c\u540e\u7eed\u6210\u672c\u3002\u5177\u4f53\u6765\u8bf4\uff0c<code>voyage-3<\/code>\u00a0\u5177\u6709\u4ee5\u4e0b\u7279\u70b9\uff1a<\/p>\n<ul>\n<li>\u5728\u6240\u6709\u516b\u4e2a\u8bc4\u4f30\u9886\u57df\uff08\u6280\u672f\u3001\u4ee3\u7801\u3001\u7f51\u7edc\u3001\u6cd5\u5f8b\u3001\u91d1\u878d\u3001\u591a\u8bed\u8a00\u3001\u4fdd\u62a4\u548c\u957f\u4e0a\u4e0b\u6587\uff09\u4e2d\uff0c\u6027\u80fd\u5e73\u5747\u6bd4 OpenAI v3 large \u9ad8 7.55%\u3002<\/li>\n<li>\u6210\u672c\u6bd4 OpenAI v3 large \u4f4e 2.2 \u500d\uff0c\u6bd4 <a href=\"https:\/\/www.kdjingpai.com\/de\/cohere\/\">Cohere<\/a> English v3 \u4f4e 1.6 \u500d\uff0c\u6bcf 100 \u4e07 <a href=\"https:\/\/www.kdjingpai.com\/de\/tokenization\/\">tokens<\/a> \u6210\u672c\u4e3a $0.06\u3002<\/li>\n<li>\u5d4c\u5165\u7ef4\u5ea6\u6bd4 OpenAI (3072) \u548c E5 <a href=\"https:\/\/www.kdjingpai.com\/de\/le-chat-mistral\/\">Mistral<\/a> (4096) \u5c0f 3-4 \u500d (1024)\uff0c\u4ece\u800c\u5c06 vectorDB \u6210\u672c\u964d\u4f4e 3-4 \u500d\u3002<\/li>\n<li>\u652f\u6301 32K-token \u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\uff0c\u800c OpenAI \u4e3a 8K\uff0cCohere \u4e3a 512\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter  wp-image-13908\" title=\"voyage-3 \u548c voyage-3-lite\uff1a\u65b0\u4e00\u4ee3\u5c0f\u800c\u5f3a\u5927\u7684\u901a\u7528\u5d4c\u5165\u6a21\u578b-1\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/89968512599852c.png\" alt=\"voyage-3 \u548c voyage-3-lite\uff1a\u65b0\u4e00\u4ee3\u5c0f\u800c\u5f3a\u5927\u7684\u901a\u7528\u5d4c\u5165\u6a21\u578b-1\" width=\"753\" height=\"668\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/89968512599852c.png 1093w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/89968512599852c-300x266.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/89968512599852c-1024x909.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/89968512599852c-768x682.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/89968512599852c-14x12.png 14w\" sizes=\"auto, (max-width: 753px) 100vw, 753px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p><code>voyage-3-lite<\/code>\u00a0\u662f\u4e00\u4e2a\u9488\u5bf9\u5ef6\u8fdf\u548c\u4f4e\u6210\u672c\u4f18\u5316\u7684\u8f7b\u91cf\u5316\u6a21\u578b\uff0c\u5176\u7279\u70b9\u5305\u62ec\uff1a<\/p>\n<ul>\n<li>\u5728\u5404\u9886\u57df\u7684\u5e73\u5747\u6027\u80fd\u6bd4 OpenAI v3 large \u9ad8 3.82%\u3002<\/li>\n<li>\u6210\u672c\u6bd4 OpenAI v3 large \u4f4e 6.5 \u500d\uff0c\u6bcf 100 \u4e07 tokens \u6210\u672c\u4e3a $0.02\u3002<\/li>\n<li>\u5728\u76f8\u540c\u4ef7\u683c\u4e0b\uff0c\u5176\u6027\u80fd\u6bd4 OpenAI v3 small \u9ad8 7.58%\u3002<\/li>\n<li>\u5d4c\u5165\u7ef4\u5ea6\u6bd4 OpenAI (3072) \u548c E5 Mistral (4096) \u5c0f 6-8 \u500d (512)\uff0c\u4ece\u800c\u5c06 vectorDB \u6210\u672c\u964d\u4f4e 6-8 \u500d\u3002<\/li>\n<li>\u652f\u6301 32K-token \u7684\u4e0a\u4e0b\u6587\u957f\u5ea6\uff0c\u800c OpenAI \u4e3a 8K\uff0cCohere \u4e3a 512\u3002<\/li>\n<\/ul>\n<p>\u4ee5\u4e0b\u8868\u683c\u603b\u7ed3\u4e86\u8fd9\u4e9b\u6a21\u578b\u53ca\u5176\u4e00\u4e9b\u7ade\u4e89\u5bf9\u624b\u7684\u91cd\u8981\u65b9\u9762\uff0c\u5e76\u9644\u6709\u4e00\u4e2a\u5173\u4e8e\u68c0\u7d22\u8d28\u91cf\u4e0e\u6210\u672c\u5173\u7cfb\u7684\u56fe\u8868\u00a02\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th>\u6a21\u578b<\/th>\n<th>\u7ef4\u5ea6<\/th>\n<th>\u4e0a\u4e0b\u6587 \u957f\u5ea6<\/th>\n<th>\u6210\u672c \uff08\u6bcf\u767e\u4e07 Token\uff09<\/th>\n<th>\u68c0\u7d22 \u8d28\u91cf \uff08NDCG@10\uff09<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>voyage-3<\/td>\n<td>1024<\/td>\n<td><strong>32K<\/strong><\/td>\n<td>$0.06<\/td>\n<td><strong>76.72<\/strong><\/td>\n<\/tr>\n<tr>\n<td>voyage-3-lite<\/td>\n<td><strong>512<\/strong><\/td>\n<td><strong>32K<\/strong><\/td>\n<td>$0.02<\/td>\n<td>72.98<\/td>\n<\/tr>\n<tr>\n<td>OpenAI v3 large<\/td>\n<td>3072<\/td>\n<td>8K<\/td>\n<td>$0.13<\/td>\n<td>69.17<\/td>\n<\/tr>\n<tr>\n<td>OpenAI v3 small<\/td>\n<td>1536<\/td>\n<td>8K<\/td>\n<td>$0.02<\/td>\n<td>67.08<\/td>\n<\/tr>\n<tr>\n<td>Cohere English v3<\/td>\n<td>1024<\/td>\n<td>512<\/td>\n<td>$0.10<\/td>\n<td>59.33<\/td>\n<\/tr>\n<tr>\n<td>E5 Mistral<\/td>\n<td>4096<\/td>\n<td>4K<\/td>\n<td>$0.10<\/td>\n<td>70.13<\/td>\n<\/tr>\n<tr>\n<td>BGE M3<\/td>\n<td>1024<\/td>\n<td>8K<\/td>\n<td><strong>$0.016<\/strong><\/td>\n<td>66.61<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter  wp-image-13910\" title=\"voyage-3 \u548c voyage-3-lite\uff1a\u65b0\u4e00\u4ee3\u5c0f\u800c\u5f3a\u5927\u7684\u901a\u7528\u5d4c\u5165\u6a21\u578b-2\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/748a21ca6e86697.png\" alt=\"voyage-3 \u548c voyage-3-lite\uff1a\u65b0\u4e00\u4ee3\u5c0f\u800c\u5f3a\u5927\u7684\u901a\u7528\u5d4c\u5165\u6a21\u578b-2\" width=\"881\" height=\"628\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/748a21ca6e86697.png 1331w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/748a21ca6e86697-300x214.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/748a21ca6e86697-1024x730.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/748a21ca6e86697-768x548.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/748a21ca6e86697-18x12.png 18w\" sizes=\"auto, (max-width: 881px) 100vw, 881px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p><code>voyage-3<\/code>\u00a0\u548c\u00a0<code>voyage-3-lite<\/code>\u00a0\u662f\u591a\u9879\u7814\u7a76\u521b\u65b0\u7684\u6210\u679c\uff0c\u5305\u62ec\u6539\u8fdb\u7684\u67b6\u6784\u3001\u4ece\u66f4\u5927\u6a21\u578b\u7684\u84b8\u998f\u3001\u8d85\u8fc7 2 \u4e07\u4ebf\u9ad8\u8d28\u91cf <a href=\"https:\/\/www.kdjingpai.com\/de\/tokenization\/\">Token<\/a> \u7684\u9884\u8bad\u7ec3\uff0c\u4ee5\u53ca\u901a\u8fc7\u4eba\u7c7b\u53cd\u9988\u5bf9\u68c0\u7d22\u7ed3\u679c\u7684\u5bf9\u9f50\u3002<\/p>\n<p><strong>\u63a8\u8350<\/strong>\u3002\u4efb\u4f55\u901a\u7528\u5d4c\u5165\u7528\u6237\u53ef\u4ee5\u5347\u7ea7\u4e3a\u00a0<code>voyage-3<\/code>\u00a0\u4ee5\u4f4e\u6210\u672c\u83b7\u5f97\u66f4\u9ad8\u7684\u68c0\u7d22\u8d28\u91cf\uff0c\u6216\u9009\u62e9\u00a0<code>voyage-3-lite<\/code>\u00a0\u8fdb\u4e00\u6b65\u8282\u7701\u6210\u672c\u3002\u5982\u679c\u60a8\u7279\u522b\u5173\u6ce8\u4ee3\u7801\u3001\u6cd5\u5f8b\u3001\u91d1\u878d\u548c\u591a\u8bed\u8a00\u68c0\u7d22\uff0cVoyage 2 \u7cfb\u5217\u7684\u9886\u57df\u4e13\u7528\u6a21\u578b\uff08<code>voyage-code-2<\/code>\u3001<code>voyage-law-2<\/code>\u3001<code>voyage-finance-2<\/code>\u00a0\u548c\u00a0<code>voyage-multilingual-2<\/code>\uff09\u4ecd\u7136\u662f\u5404\u81ea\u9886\u57df\u7684\u6700\u4f73\u9009\u62e9\uff0c\u5373\u4f7f\u00a0<code>voyage-3<\/code>\u00a0\u7684\u6027\u80fd\u4e5f\u975e\u5e38\u5177\u6709\u7ade\u4e89\u529b\uff08\u89c1\u4e0b\u6587\u90e8\u5206\uff09\u3002\u5982\u679c\u60a8\u5df2\u7ecf\u4f7f\u7528 Voyage \u5d4c\u5165\uff0c\u53ea\u9700\u5728\u00a0<a href=\"https:\/\/docs.voyageai.com\/docs\/embeddings#python-api\">Voyage API<\/a>\u00a0\u8c03\u7528\u4e2d\u5c06\u00a0<code>model<\/code>\u00a0\u53c2\u6570\u6307\u5b9a\u4e3a\u00a0<code>\"voyage-3\"<\/code>\u00a0\u6216\u00a0<code>\"voyage-3-lite\"<\/code>\uff0c\u5373\u53ef\u7528\u4e8e\u8bed\u6599\u5e93\u548c\u67e5\u8be2\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u8bc4\u4f30\u7ec6\u8282<\/h2>\n<p><strong>\u6570\u636e\u96c6<\/strong>\u3002\u6211\u4eec\u5728 40 \u4e2a\u9886\u57df\u4e13\u7528\u68c0\u7d22\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u8bc4\u4f30\uff0c\u8986\u76d6\u4e86\u516b\u4e2a\u9886\u57df\uff0c\u5305\u62ec\u6280\u672f\u6587\u6863\u3001\u4ee3\u7801\u3001\u6cd5\u5f8b\u3001\u91d1\u878d\u3001\u7f51\u7edc\u8bc4\u8bba\u3001\u591a\u8bed\u8a00\u3001\u957f\u6587\u6863\u548c\u5bf9\u8bdd\u3002\u6bcf\u4e2a\u6570\u636e\u96c6\u5305\u542b\u4e00\u4e2a\u5f85\u68c0\u7d22\u7684\u8bed\u6599\u5e93\u548c\u4e00\u7ec4\u67e5\u8be2\u3002\u8bed\u6599\u5e93\u901a\u5e38\u5305\u62ec\u67d0\u4e2a\u7279\u5b9a\u9886\u57df\u7684\u6587\u6863\uff0c\u4f8b\u5982 StackExchange \u7684\u7b54\u6848\u3001\u6cd5\u9662\u610f\u89c1\u3001\u6280\u672f\u6587\u6863\u7b49\uff1b\u67e5\u8be2\u53ef\u4ee5\u662f\u95ee\u9898\u3001\u957f\u6587\u6863\u7684\u6458\u8981\uff0c\u6216\u662f\u5355\u4e2a\u6587\u6863\u3002\u4e0b\u8868\u5217\u51fa\u4e86\u9664\u591a\u8bed\u8a00\u5916\u7684\u516b\u4e2a\u7c7b\u522b\u4e2d\u7684\u6570\u636e\u96c6\u3002\u591a\u8bed\u8a00\u9886\u57df\u8986\u76d6\u4e86 26 \u79cd\u8bed\u8a00\u7684 62 \u4e2a\u6570\u636e\u96c6\uff0c\u5305\u62ec\u6cd5\u8bed\u3001\u5fb7\u8bed\u3001\u65e5\u8bed\u3001\u897f\u73ed\u7259\u8bed\u3001\u97e9\u8bed\u3001\u5b5f\u52a0\u62c9\u8bed\u3001\u8461\u8404\u7259\u8bed\u548c\u4fc4\u8bed\u3002\u5176\u4e2d\u524d 5 \u79cd\u8bed\u8a00\u6709\u591a\u4e2a\u6570\u636e\u96c6\uff0c\u5176\u4f59\u8bed\u8a00\u6bcf\u79cd\u8bed\u8a00\u5305\u542b\u4e00\u4e2a\u6570\u636e\u96c6\uff0c\u5e76\u5728\u4e0b\u65b9\u7684\u591a\u8bed\u8a00\u96f7\u8fbe\u56fe\u4e2d\u5f52\u5165 OTHER \u7c7b\u522b\u3002<\/p>\n<table>\n<thead>\n<tr>\n<th><strong>\u7c7b\u522b<\/strong><\/th>\n<th><strong>\u63cf\u8ff0<\/strong><\/th>\n<th><strong>\u6570\u636e\u96c6<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u6280\u672f<\/td>\n<td>\u6280\u672f\u6587\u6863<\/td>\n<td>Cohere, 5G, OneSignal, LangChain, PyTorch<\/td>\n<\/tr>\n<tr>\n<td>\u4ee3\u7801<\/td>\n<td>\u4ee3\u7801\u7247\u6bb5\u3001\u6587\u6863\u5b57\u7b26\u4e32<\/td>\n<td>LeetCodeCpp, LeetCodeJava, LeetCodePython, HumanEval, MBPP, DS1000-referenceonly, DS1000, apps_5doc<\/td>\n<\/tr>\n<tr>\n<td>\u6cd5\u5f8b<\/td>\n<td>\u6848\u4f8b\u3001\u6cd5\u9662\u610f\u89c1\u3001\u6cd5\u5178\u3001\u4e13\u5229<\/td>\n<td><a href=\"https:\/\/huggingface.co\/datasets\/mteb\/LeCaRDv2\">LeCaRDv2<\/a>,\u00a0<a href=\"https:\/\/huggingface.co\/datasets\/mteb\/LegalQuAD\">LegalQuAD<\/a>,\u00a0<a href=\"https:\/\/huggingface.co\/datasets\/mteb\/legal_summarization\">LegalSummarization<\/a>,\u00a0<a href=\"https:\/\/huggingface.co\/datasets\/mteb\/AILA_casedocs\">AILA casedocs<\/a>,\u00a0<a href=\"https:\/\/huggingface.co\/datasets\/mteb\/AILA_statutes\">AILA statutes<\/a><\/td>\n<\/tr>\n<tr>\n<td>\u91d1\u878d<\/td>\n<td>SEC \u6587\u4ef6\u3001\u91d1\u878d QA<\/td>\n<td><a href=\"https:\/\/www.kdjingpai.com\/de\/rag\/\">RAG<\/a> benchmark (Apple-10K-2022), FinanceBench, TAT-QA, Finance Alpaca, FiQA Personal Finance, Stock News Sentiment, ConvFinQA, FinQA, HC3 Finance<\/td>\n<\/tr>\n<tr>\n<td>\u7f51\u7edc<\/td>\n<td>\u8bc4\u8bba\u3001\u8bba\u575b\u5e16\u5b50\u3001\u653f\u7b56\u9875\u9762<\/td>\n<td>Huffpostsports, Huffpostscience, Doordash, Health4CA<\/td>\n<\/tr>\n<tr>\n<td>\u957f\u4e0a\u4e0b\u6587<\/td>\n<td>\u653f\u5e9c\u62a5\u544a\u3001\u5b66\u672f\u8bba\u6587\u53ca\u5bf9\u8bdd\u7b49\u957f\u6587\u6863<\/td>\n<td><a href=\"https:\/\/huggingface.co\/datasets\/dwzhu\/LongEmbed\">NarrativeQA<\/a>,\u00a0<a href=\"https:\/\/huggingface.co\/datasets\/dwzhu\/LongEmbed\">Needle<\/a>,\u00a0<a href=\"https:\/\/huggingface.co\/datasets\/dwzhu\/LongEmbed\">Passkey<\/a>,\u00a0<a href=\"https:\/\/huggingface.co\/datasets\/dwzhu\/LongEmbed\">QMSum<\/a>,\u00a0<a href=\"https:\/\/huggingface.co\/datasets\/dwzhu\/LongEmbed\">SummScreenFD<\/a>,\u00a0<a href=\"https:\/\/huggingface.co\/datasets\/dwzhu\/LongEmbed\">WikimQA<\/a><\/td>\n<\/tr>\n<tr>\n<td>\u5bf9\u8bdd<\/td>\n<td>\u4f1a\u8bae\u8bb0\u5f55\u3001\u5bf9\u8bdd<\/td>\n<td>Dialog Sum, QA Conv, HQA<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6240\u6709\u8bc4\u4f30\u6570\u636e\u96c6\u7684\u5217\u8868\u53ef\u5728\u00a0<a href=\"https:\/\/docs.google.com\/spreadsheets\/d\/1d0-kNjBFCmzXbwac7vAf78v6X0DON1DTjBYhmSR8rUg\/edit?gid=1788189981#gid=1788189981\">\u6b64\u7535\u5b50\u8868\u683c<\/a>\u00a0\u4e2d\u67e5\u770b\u3002<\/p>\n<p><strong>\u6a21\u578b<\/strong>\u3002\u6211\u4eec\u8bc4\u4f30\u4e86\u00a0<code>voyage-3<\/code>\u00a0\u548c\u00a0<code>voyage-3-lite<\/code>\uff0c\u4ee5\u53ca\u4e00\u4e9b\u66ff\u4ee3\u6a21\u578b\uff0c\u5305\u62ec\uff1aOpenAI v3 small\uff08<code>text-embedding-3-small<\/code>\uff09\u548c large\uff08<code>text-embedding-3-large<\/code>\uff09\u3001E5 Mistral\uff08<code>intfloat\/e5-mistral-7b-instruct<\/code>\uff09\u3001BGE M3\uff08<code>BAAI\/bge-m3<\/code>\uff09\u3001Cohere English v3\uff08<code>embed-english-v3.0<\/code>\uff09\u4ee5\u53ca\u00a0<code>voyage-large-2-instruct<\/code>\u3002\u5bf9\u4e8e\u9886\u57df\u4e13\u7528\u548c\u591a\u8bed\u8a00\u6570\u636e\u96c6\uff0c\u6211\u4eec\u8fd8\u8bc4\u4f30\u4e86\u00a0<code>voyage-law-2<\/code>\u3001<code>voyage-finance-2<\/code>\u3001<code>voyage-multilingual-2<\/code>\u3001Multilingual E5\uff08<code>infloat\/multilingual-e5-large<\/code>\uff09\u4ee5\u53ca Cohere multilingual v3\uff08<code>embed-multilingual-v3.0<\/code>\uff09\u3002<\/p>\n<p><strong>\u6307\u6807<\/strong>\u3002\u9488\u5bf9\u67e5\u8be2\uff0c\u6211\u4eec\u6839\u636e\u4f59\u5f26\u76f8\u4f3c\u5ea6\u68c0\u7d22\u524d 10 \u4e2a\u6587\u6863\uff0c\u5e76\u62a5\u544a<a href=\"http:\/\/www.evidentlyai.com\/ranking-metrics\/ndcg-metric#:~:text=Normalized%20Discounted%20Cumulative%20Gain%20(NDCG)%20is%20a%20ranking%20quality%20metric,DCG%20representing%20a%20perfect%20ranking.\">\u5f52\u4e00\u5316\u6298\u6263\u7d2f\u79ef\u589e\u76ca<\/a>\uff08NDCG@10\uff09\uff0c\u8fd9\u662f\u68c0\u7d22\u8d28\u91cf\u7684\u6807\u51c6\u6307\u6807\uff0c\u4e5f\u662f\u53ec\u56de\u7387\u7684\u4e00\u79cd\u53d8\u4f53\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u7ed3\u679c<\/h2>\n<p><strong>\u8de8\u9886\u57df\u68c0\u7d22<\/strong>\u3002\u5982\u524d\u6240\u8ff0\uff0c\u5e76\u5728\u672c\u6587\u7684\u7b2c\u4e00\u4e2a\u96f7\u8fbe\u56fe\u4e2d\u663e\u793a\uff0c<code>voyage-3<\/code>\u00a0\u5728\u591a\u4e2a\u9886\u57df\u7684\u8868\u73b0\u5e73\u5747\u6bd4 OpenAI v3 large \u9ad8 7.55%\u3002\u6b64\u5916\uff0c\u6b63\u5982\u4e0b\u9762\u67f1\u72b6\u56fe\u6240\u793a\uff0c<code>voyage-3<\/code>\u00a0\u7684\u8868\u73b0\u4ec5\u7565\u4f4e\u4e8e Voyage \u7684\u9886\u57df\u7279\u5b9a\u6a21\u578b\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter  wp-image-13911\" title=\"voyage-3 \u548c voyage-3-lite\uff1a\u65b0\u4e00\u4ee3\u5c0f\u800c\u5f3a\u5927\u7684\u901a\u7528\u5d4c\u5165\u6a21\u578b-3\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/74a06284c392bda.png\" alt=\"voyage-3 \u548c voyage-3-lite\uff1a\u65b0\u4e00\u4ee3\u5c0f\u800c\u5f3a\u5927\u7684\u901a\u7528\u5d4c\u5165\u6a21\u578b-3\" width=\"1053\" height=\"546\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/74a06284c392bda.png 1404w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/74a06284c392bda-300x156.png 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/74a06284c392bda-1024x531.png 1024w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/74a06284c392bda-768x398.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/74a06284c392bda-18x9.png 18w\" sizes=\"auto, (max-width: 1053px) 100vw, 1053px\" \/><\/p>\n<p><strong>\u591a\u8bed\u8a00\u68c0\u7d22<\/strong>\u3002\u5982\u4e0b\u9762\u7684\u96f7\u8fbe\u56fe\u6240\u793a\uff0c<code>voyage-3<\/code>\u00a0\u7684\u591a\u8bed\u8a00\u68c0\u7d22\u8d28\u91cf\u4ec5\u7a0d\u900a\u4e8e\u00a0<code>voyage-multilingual-2<\/code>\uff0c\u4f46\u5177\u6709\u66f4\u4f4e\u7684\u5ef6\u8fdf\u548c\u4e00\u534a\u7684\u6210\u672c\u3002<code>voyage-3-lite<\/code>\u00a0\u4f18\u4e8e\u6240\u6709\u975e Voyage \u6a21\u578b\uff0c\u5206\u522b\u6bd4 OpenAI v3 large\u3001Cohere multilingual v3 \u548c Multilingual E5 \u9ad8\u51fa 4.55%\u30013.13% \u548c 3.89%\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter  wp-image-13909\" title=\"voyage-3 \u548c voyage-3-lite\uff1a\u65b0\u4e00\u4ee3\u5c0f\u800c\u5f3a\u5927\u7684\u901a\u7528\u5d4c\u5165\u6a21\u578b-4\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/ecd461923ca566c.png\" alt=\"voyage-3 \u548c voyage-3-lite\uff1a\u65b0\u4e00\u4ee3\u5c0f\u800c\u5f3a\u5927\u7684\u901a\u7528\u5d4c\u5165\u6a21\u578b-4\" width=\"546\" height=\"592\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/ecd461923ca566c.png 913w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/ecd461923ca566c-277x300.png 277w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/ecd461923ca566c-768x833.png 768w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/11\/ecd461923ca566c-11x12.png 11w\" sizes=\"auto, (max-width: 546px) 100vw, 546px\" \/><\/p>\n<p>\u6240\u6709\u8bc4\u4f30\u7ed3\u679c\u5747\u53ef\u5728\u00a0<a href=\"https:\/\/docs.google.com\/spreadsheets\/d\/1d0-kNjBFCmzXbwac7vAf78v6X0DON1DTjBYhmSR8rUg\/edit?gid=1788189981#gid=1788189981\">\u6b64\u7535\u5b50\u8868\u683c<\/a>\u00a0\u4e2d\u67e5\u770b\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u8bd5\u7528 Voyage 3 \u7cfb\u5217\uff01<\/h2>\n<p>\u7acb\u5373\u8bd5\u7528\u00a0<code>voyage-3<\/code>\u00a0\u548c\u00a0<code>voyage-3-lite<\/code>\uff01\u524d 200M Tokens \u514d\u8d39\u3002\u524d\u5f80\u6211\u4eec\u7684\u00a0<a href=\"https:\/\/docs.voyageai.com\/docs\/embeddings\">\u6587\u6863<\/a>\u00a0\u4e86\u89e3\u66f4\u591a\u4fe1\u606f\u3002\u5982\u679c\u60a8\u5bf9\u5fae\u8c03\u5d4c\u5165\u611f\u5174\u8da3\uff0c\u6211\u4eec\u4e5f\u975e\u5e38\u613f\u610f\u542c\u5230\u60a8\u7684\u610f\u89c1\u2014\u2014\u8bf7\u901a\u8fc7\u00a0<a href=\"mailto:contact@voyageai.com\">contact@voyageai.com<\/a>\u00a0\u8054\u7cfb\u6211\u4eec\u3002\u5173\u6ce8\u6211\u4eec\u7684\u00a0<a href=\"https:\/\/x.com\/VoyageAI\">X (Twitter)<\/a>\u00a0\u548c\u00a0<a href=\"https:\/\/www.linkedin.com\/company\/voyageai\/\">LinkedIn<\/a>\uff0c\u5e76\u52a0\u5165\u6211\u4eec\u7684\u00a0<a href=\"https:\/\/discord.gg\/zAU7GQEmvT\">Discord<\/a>\u00a0\u4ee5\u83b7\u53d6\u66f4\u591a\u66f4\u65b0\u3002<\/p>\n<ol>\n<li>Cohere English v3 \u5728 LAW \u548c LONG-CONTEXT \u6570\u636e\u96c6\u4e0a\u7684\u5e73\u5747 NDCG@10 \u5206\u522b\u4e3a 33.32% \u548c 42.48%\u3002\u5728\u96f7\u8fbe\u56fe\u53ef\u89c6\u5316\u4e2d\uff0c\u6211\u4eec\u5c06\u8fd9\u4e9b\u503c\u56db\u820d\u4e94\u5165\u4e3a 45%\u3002<\/li>\n<li>E5 Mistral \u548c BGE M3 \u662f\u5f00\u6e90\u6a21\u578b\u3002\u6211\u4eec\u4f7f\u7528 $0.10 \u4f5c\u4e3a E5 Mistral \u7684\u6210\u672c\uff0c\u8fd9\u7b26\u5408\u4e1a\u754c\u5bf9 7B \u53c2\u6570\u6a21\u578b\u7684\u6807\u51c6\uff1bBGE M3 \u7684\u6210\u672c\u4e3a $0.016\uff0c\u8fd9\u662f\u57fa\u4e8e Fireworks.ai \u5bf9 350M \u53c2\u6570\u6a21\u578b\u7684\u00a0<a href=\"https:\/\/fireworks.ai\/pricing#embedding\">\u4ef7\u683c<\/a> \u4f30\u7b97\u7684\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>\u6458\u8981\u00a0\u2013 \u6211\u4eec\u5f88\u9ad8\u5174\u5ba3\u5e03\u63a8\u51fa\u00a0voyage-3\u00a0\u548c\u00a0voyage-3-lite\u00a0\u5d4c\u5165\u6a21\u578b\uff0c\u8fd9\u4e9b\u6a21\u578b\u5728\u68c0\u7d22\u8d28\u91cf\u3001\u5ef6\u8fdf\u548c\u6210\u672c\u65b9\u9762\u8fbe\u5230\u4e86\u65b0\u7684\u9ad8\u5ea6\u3002voyage-3\u00a0\u5728\u6240\u6709\u8bc4\u4f30\u9886\u57df\uff08\u5305\u62ec\u4ee3\u7801\u3001\u6cd5\u5f8b\u3001\u91d1\u878d\u3001\u591a\u8bed\u8a00\u548c\u957f\u4e0a\u4e0b\u6587\uff09\u4e2d\uff0c\u5e73\u5747\u6027\u80fd\u6bd4 OpenA&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[46],"tags":[],"class_list":["post-13907","post","type-post","status-publish","format-standard","hentry","category-news"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/13907","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/comments?post=13907"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/posts\/13907\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/media?parent=13907"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/categories?post=13907"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/en\/wp-json\/wp\/v2\/tags?post=13907"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}