{"id":1131,"date":"2025-07-25T08:11:51","date_gmt":"2025-07-25T08:11:51","guid":{"rendered":"https:\/\/www.juhenext.com\/?post_type=model&p=1131"},"modified":"2025-07-25T08:11:51","modified_gmt":"2025-07-25T08:11:51","slug":"gemini-embedding-001","status":"publish","type":"model","link":"https:\/\/www.juhenext.com\/zh\/model\/gemini-embedding-001\/","title":{"rendered":"gemini-embedding-001"},"content":{"rendered":"

Gemini \u5d4c\u5165\u6a21\u578b\u5728\u8bb8\u591a\u5173\u952e\u7ef4\u5ea6\u4e0a\uff08\u5305\u62ec\u4ee3\u7801\u3001\u591a\u8bed\u8a00\u548c\u68c0\u7d22\uff09\u5b9e\u73b0\u4e86SOTA\uff08\u6700\u5148\u8fdb\uff09\u6027\u80fd<\/a>\u3002<\/p>\n

Gemini Embedding \u662f\u4e00\u79cd\u5148\u8fdb\u7684\u6a21\u578b\uff0c\u5b83\u5229\u7528 Gemini \u67b6\u6784\u4e3a\u591a\u79cd\u8bed\u8a00\u7684\u6587\u672c\u548c\u4ee3\u7801\u751f\u6210\u9ad8\u5ea6\u901a\u7528\u5316\u7684\u5d4c\u5165\uff0c\u4e13\u4e3a\u68c0\u7d22\u3001\u5206\u7c7b\u548c\u805a\u7c7b\u7b49\u4efb\u52a1\u800c\u8bbe\u8ba1\u3002<\/p>\n

Gemini \u5d4c\u5165\u6a21\u578b\u7b80\u4ecb<\/strong><\/h3>\n

Gemini Embedding \u662f\u4e00\u4e2a\u6700\u5148\u8fdb\u7684\u5d4c\u5165\u6a21\u578b\uff0c\u65e8\u5728\u5229\u7528\u8c37\u6b4c Gemini \u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u80fd\u529b\u3002\u5b83\u4e3a\u6db5\u76d6 100 \u591a\u79cd\u8bed\u8a00\u548c\u5404\u79cd\u6587\u672c\u6a21\u6001\uff08\u5305\u62ec\u4ee3\u7801\uff09\u7684\u6587\u672c\u751f\u6210\u9ad8\u5ea6\u901a\u7528\u5316\u7684\u5bc6\u96c6\u5411\u91cf\u8868\u793a\u3002\u8fd9\u4e9b\u5d4c\u5165\u53ef\u4ee5\u9884\u5148\u8ba1\u7b97\uff0c\u5e76\u5e94\u7528\u4e8e\u5e7f\u6cdb\u7684\u4e0b\u6e38\u4efb\u52a1\uff0c\u4f8b\u5982\u5206\u7c7b\u3001\u8bed\u4e49\u76f8\u4f3c\u6027\u3001\u805a\u7c7b\u3001\u6392\u540d\u548c\u4fe1\u606f\u68c0\u7d22\u3002<\/p>\n

\u6a21\u578b\u67b6\u6784<\/strong><\/p>\n

\u6a21\u578b\u7684\u67b6\u6784\u65e8\u5728\u521b\u5efa\u8f93\u5165\u7684\u6574\u4f53\u6027\u8868\u793a\u3002\u8fd9\u4e00\u8fc7\u7a0b\u9996\u5148\u4ece\u4e00\u4e2a\u9884\u5148\u5b58\u5728\u7684 Gemini \u6a21\u578b\u521d\u59cb\u5316\u5d4c\u5165\u6a21\u578b\uff0c\u8fd9\u4f7f\u5176\u80fd\u591f\u5229\u7528 Gemini \u53c2\u6570\u4e2d\u5df2\u5305\u542b\u7684\u5e9e\u5927\u77e5\u8bc6\u3002<\/p>\n

\u6280\u672f\u6d41\u7a0b\u4e3b\u8981\u5305\u62ec\u4e09\u4e2a\u6b65\u9aa4\uff1a<\/p>\n

    \n
  1. \u8f93\u5165\u6587\u672c\u5e8f\u5217\u7531\u4e00\u4e2a\u5177\u6709\u53cc\u5411\u6ce8\u610f\u529b\u7684 Transformer \u5904\u7406\uff0c\u4ece\u800c\u751f\u6210\u4e00\u4e2a token \u7ea7\u522b\u7684\u5d4c\u5165\u5e8f\u5217\u3002<\/li>\n
  2. \u7136\u540e\u5e94\u7528\u5747\u503c\u6c60\u5316\u7b56\u7565\u3002\u8fd9\u6d89\u53ca\u6cbf\u7740\u5e8f\u5217\u8f74\u5bf9 token \u5d4c\u5165\u8fdb\u884c\u5e73\u5747\uff0c\u4ee5\u751f\u6210\u4e00\u4e2a\u4ee3\u8868\u6574\u4e2a\u8f93\u5165\u7684\u5355\u4e00\u7684\u3001\u56fa\u5b9a\u5927\u5c0f\u7684\u5d4c\u5165\u3002<\/li>\n
  3. \u6700\u540e\uff0c\u4e00\u4e2a\u968f\u673a\u521d\u59cb\u5316\u7684\u7ebf\u6027\u6295\u5f71\u5c42\u5c06\u8fd9\u4e2a\u6c60\u5316\u540e\u7684\u5d4c\u5165\u7f29\u653e\u5230\u6240\u9700\u7684\u6700\u7ec8\u8f93\u51fa\u7ef4\u5ea6\u3002<\/li>\n<\/ol>\n

    \u8bad\u7ec3<\/strong><\/p>\n

    Gemini \u5d4c\u5165\u6a21\u578b\u901a\u8fc7\u4e00\u4e2a\u8bad\u7ec3\u76ee\u6807\u8fdb\u884c\u4e86\u4f18\u5316\uff0c\u8be5\u8bad\u7ec3\u76ee\u6807\u57fa\u4e8e\u5e26\u6709\u6279\u5185\u8d1f\u6837\u672c\u7684\u566a\u58f0\u5bf9\u6bd4\u4f30\u8ba1\uff08NCE\uff09\u635f\u5931\u51fd\u6570\u3002<\/p>\n

    \u6027\u80fd\u548c\u529f\u80fd<\/strong><\/p>\n

    \u5728\u5bf9\u5927\u89c4\u6a21\u591a\u8bed\u8a00\u6587\u672c\u5d4c\u5165\u57fa\u51c6 (MMTEB) \u8fdb\u884c\u8bc4\u4f30\u65f6\uff0c\u8be5\u57fa\u51c6\u5305\u542b\u8d85\u8fc7 250 \u79cd\u8bed\u8a00\u7684 100 \u591a\u9879\u4efb\u52a1\uff0cGemini Embedding \u5df2\u88ab\u8bc1\u660e\u663e\u8457\u4f18\u4e8e\u6b64\u524d\u6700\u5148\u8fdb\u7684\u6a21\u578b\u3002\u5b83\u5728\u516c\u5171\u6392\u884c\u699c\u4e0a\u5efa\u7acb\u4e86\u65b0\u7684\u6700\u5148\u8fdb\u6c34\u5e73\uff0c\u5e73\u5747\u5f97\u5206\u8fbe\u5230 68.32\uff0c\u8f83\u6b21\u4f18\u6a21\u578b\u6709\u663e\u8457\u63d0\u5347\u3002<\/p>\n

    \u8be5\u6a21\u578b\u4e0d\u4ec5\u5728\u82f1\u8bed\u7b49\u9ad8\u8d44\u6e90\u8bed\u8a00\u4e2d\u8868\u73b0\u51fa\u5353\u8d8a\u6027\u80fd\uff0c\u800c\u4e14\u5728\u8bb8\u591a\u4f4e\u8d44\u6e90\u8bed\u8a00\uff08\u5982\u9a6c\u5176\u987f\u8bed\uff09\u4e2d\u4e5f\u8868\u73b0\u51fa\u8272\u3002\u5b83\u8fd8\u5728 XOR-Retrieve \u7b49\u7279\u5b9a\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u4e3a\u8de8\u8bed\u8a00\u68c0\u7d22\u521b\u4e0b\u4e86\u65b0\u7eaa\u5f55\u3002\u8fd9\u4e2a\u7edf\u4e00\u6a21\u578b\u5728\u5e7f\u6cdb\u7684\u4efb\u52a1\u9009\u62e9\u4e2d\u5c55\u73b0\u51fa\u5f3a\u5927\u80fd\u529b\uff0c\u751a\u81f3\u8d85\u8d8a\u4e86\u82f1\u8bed\u3001\u591a\u8bed\u8a00\u548c\u4ee3\u7801\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u4e13\u95e8\u7684\u3001\u9886\u57df\u7279\u5b9a\u7684\u6a21\u578b\u3002<\/p>","protected":false},"excerpt":{"rendered":"

    Gemini Embedding \u6a21\u578b\u5728\u5305\u62ec\u4ee3\u7801\u3001\u591a\u8bed\u8a00\u548c\u68c0\u7d22\u5728\u5185\u7684\u8bb8\u591a\u5173\u952e\u7ef4\u5ea6\u4e0a\u5b9e\u73b0\u4e86 SOTA \u6027\u80fd\u3002<\/p>","protected":false},"featured_media":553,"template":"","meta":{"_acf_changed":false},"context-window":[80],"features":[23],"maximum-output":[81],"model-type":[25],"promotion":[],"provider":[56],"recommend":[],"class_list":["post-1131","model","type-model","status-publish","has-post-thumbnail","hentry","context-window-2k","features-text-input","maximum-output-2k","model-type-embedding","provider-gemini"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.juhenext.com\/zh\/wp-json\/wp\/v2\/model\/1131","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.juhenext.com\/zh\/wp-json\/wp\/v2\/model"}],"about":[{"href":"https:\/\/www.juhenext.com\/zh\/wp-json\/wp\/v2\/types\/model"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.juhenext.com\/zh\/wp-json\/wp\/v2\/media\/553"}],"wp:attachment":[{"href":"https:\/\/www.juhenext.com\/zh\/wp-json\/wp\/v2\/media?parent=1131"}],"wp:term":[{"taxonomy":"context-window","embeddable":true,"href":"https:\/\/www.juhenext.com\/zh\/wp-json\/wp\/v2\/context-window?post=1131"},{"taxonomy":"features","embeddable":true,"href":"https:\/\/www.juhenext.com\/zh\/wp-json\/wp\/v2\/features?post=1131"},{"taxonomy":"maximum-output","embeddable":true,"href":"https:\/\/www.juhenext.com\/zh\/wp-json\/wp\/v2\/maximum-output?post=1131"},{"taxonomy":"model-type","embeddable":true,"href":"https:\/\/www.juhenext.com\/zh\/wp-json\/wp\/v2\/model-type?post=1131"},{"taxonomy":"promotion","embeddable":true,"href":"https:\/\/www.juhenext.com\/zh\/wp-json\/wp\/v2\/promotion?post=1131"},{"taxonomy":"provider","embeddable":true,"href":"https:\/\/www.juhenext.com\/zh\/wp-json\/wp\/v2\/provider?post=1131"},{"taxonomy":"recommend","embeddable":true,"href":"https:\/\/www.juhenext.com\/zh\/wp-json\/wp\/v2\/recommend?post=1131"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}