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Nemotron 3 Embed \u5957\u4ef6\u4e2d\u6700\u5f15\u4eba\u6ce8\u76ee\u7684\u5f53\u5c5e Nemotron-3-Embed-8B-BF16 \u6a21\u578b\u3002\u6839\u636e\u5b98\u65b9\u516c\u5e03\u7684\u6570\u636e\uff0c\u8be5\u6a21\u578b\u5728 RTEB \u57fa\u51c6\u6d4b\u8bd5\u4e2d\u8868\u73b0\u5353\u8d8a\uff0c\u5e73\u5747 NDCG@10 \u6307\u6570\u9ad8\u8fbe 78.46\uff0c\u6210\u529f\u8d85\u8d8a\u4e86\u5176\u4ed6\u6240\u6709\u7ade\u4e89\u5bf9\u624b\uff0c\u8363\u767b\u6392\u884c\u699c\u7b2c\u4e00\u7684\u4f4d\u7f6e\u3002NDCG\uff08\u5f52\u4e00\u5316\u6298\u635f\u7d2f\u8ba1\u589e\u76ca\uff09\u662f\u8861\u91cf\u4fe1\u606f\u68c0\u7d22\u7cfb\u7edf\u8d28\u91cf\u7684\u5173\u952e\u6307\u6807\uff0c\u6570\u503c\u8d8a\u9ad8\uff0c\u8bf4\u660e\u68c0\u7d22\u7ed3\u679c\u7684\u76f8\u5173\u6027\u8d8a\u5f3a\u3002\u8fd9\u4e00\u6210\u7ee9\u8bc1\u660e\u4e86 NVIDIA \u5728\u6784\u5efa\u5927\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u5e95\u5c42\u68c0\u7d22\u80fd\u529b\u4e0a\u5177\u5907\u4e86\u884c\u4e1a\u9876\u5c16\u7684\u6280\u672f\u5b9e\u529b\u3002<\/p>\n

\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u8be5 8B \u6a21\u578b\u652f\u6301\u957f\u8fbe 32,768 \u4e2a token \u7684\u8f93\u5165\u957f\u5ea6\uff0c\u8fd9\u4e00\u8d85\u957f\u4e0a\u4e0b\u6587\u7a97\u53e3\u4f7f\u5176\u80fd\u591f\u5904\u7406\u590d\u6742\u7684\u6587\u6863\u5e93\u548c\u957f\u7bc7\u62a5\u544a\u7684\u8bed\u4e49\u68c0\u7d22\u4efb\u52a1\u3002\u8fd9\u5bf9\u4e8e\u4f01\u4e1a\u7ea7\u5e94\u7528\u3001\u6cd5\u5f8b\u6587\u4ef6\u5206\u6790\u4ee5\u53ca\u79d1\u7814\u6587\u732e\u641c\u7d22\u7b49\u573a\u666f\u81f3\u5173\u91cd\u8981\uff0c\u80fd\u591f\u663e\u8457\u51cf\u5c11\u56e0\u4e0a\u4e0b\u6587\u622a\u65ad\u5bfc\u81f4\u7684\u68c0\u7d22\u9057\u6f0f\u95ee\u9898\u3002<\/p>\n

\u8f7b\u91cf\u5316 1B \u6a21\u578b\uff1aNAS \u84b8\u998f\u4e0e\u9ad8\u6548\u526a\u679d\u6280\u672f<\/h3>\n

\u4e3a\u4e86\u9002\u5e94\u79fb\u52a8\u7aef\u548c\u8fb9\u7f18\u8ba1\u7b97\u8bbe\u5907\u7684\u90e8\u7f72\u9700\u6c42\uff0cNVIDIA \u8fd8\u63a8\u51fa\u4e86 Nemotron-3-Embed-1B \u7cfb\u5217\u53d8\u4f53\u3002\u8be5\u6a21\u578b\u91c7\u7528\u4e86\u5148\u8fdb\u7684\u795e\u7ecf\u67b6\u6784\u641c\u7d22\uff08NAS\uff09\u6280\u672f\u8fdb\u884c\u526a\u679d\uff0c\u5e76\u7ed3\u5408\u4e86 COS\uff08Cosine \u76f8\u4f3c\u5ea6\uff09\u548c MSE\uff08\u5747\u65b9\u8bef\u5dee\uff09\u84b8\u998f\u7b56\u7565\uff0c\u4ece\u5e9e\u5927\u7684 8B \u6559\u5e08\u6a21\u578b\u4e2d\u63d0\u53d6\u4e86\u6700\u6838\u5fc3\u7684\u77e5\u8bc6\u3002<\/p>\n

\u8fd9\u79cd\u201c\u5927\u6a21\u578b\u6559\u5c0f\u6a21\u578b\u201d\u7684\u84b8\u998f\u65b9\u5f0f\uff0c\u4f7f\u5f97 1B \u6a21\u578b\u5728\u4fdd\u6301\u8f83\u9ad8\u7cbe\u5ea6\u7684\u540c\u65f6\uff0c\u5927\u5e45\u964d\u4f4e\u4e86\u8ba1\u7b97\u590d\u6742\u5ea6\u3002\u8fd9\u4f7f\u5f97\u5f00\u53d1\u8005\u80fd\u591f\u5728\u8d44\u6e90\u53d7\u9650\u7684\u786c\u4ef6\u4e0a\u90e8\u7f72\u9ad8\u8d28\u91cf\u7684\u5d4c\u5165\u6a21\u578b\uff0c\u4ece\u800c\u5728\u624b\u673a\u3001\u7269\u8054\u7f51\u8bbe\u5907\u6216\u4f4e\u914d\u670d\u52a1\u5668\u4e0a\u5b9e\u73b0\u5b9e\u65f6\u7684\u8bed\u4e49\u641c\u7d22\u529f\u80fd\u3002\u867d\u7136\u53c2\u6570\u91cf\u4ec5\u4e3a 1B\uff0c\u4f46\u5176\u6027\u80fd\u8868\u73b0\u4f9d\u7136\u5f3a\u52b2\uff0c\u6210\u4e3a\u4e86\u8fde\u63a5\u9ad8\u6027\u80fd\u4e91\u7aef\u6a21\u578b\u4e0e\u8f7b\u91cf\u7ea7\u8fb9\u7f18\u8bbe\u5907\u7684\u7406\u60f3\u6865\u6881\u3002<\/p>\n

NVFP4 \u91cf\u5316\uff1aBlackwell \u67b6\u6784\u4e0b\u7684\u901f\u5ea6\u9769\u547d<\/h3>\n

\u5728\u786c\u4ef6\u52a0\u901f\u65b9\u9762\uff0cNVIDIA \u5c55\u73b0\u4e86\u5176\u5bf9\u672a\u6765\u8ba1\u7b97\u8d8b\u52bf\u7684\u6df1\u523b\u6d1e\u5bdf\u3002\u5176\u63a8\u51fa\u7684 Nemotron-3-Embed-1B-NVFP4 \u6a21\u578b\uff0c\u5229\u7528\u4e86 NVIDIA \u4e13\u6709\u7684 4 \u4f4d\u6d6e\u70b9\uff08NVFP4\uff09\u683c\u5f0f\u3002\u5728 Blackwell \u67b6\u6784 GPU \u7684\u52a0\u6301\u4e0b\uff0cNVFP4 \u7248\u672c\u4e0d\u4ec5\u4fdd\u7559\u4e86\u9ad8\u8fbe 99% \u4ee5\u4e0a\u7684 BF16 \u68c0\u7d22\u7cbe\u5ea6\uff0c\u66f4\u5b9e\u73b0\u4e86\u9ad8\u8fbe 2 \u500d\u7684\u541e\u5410\u91cf\u63d0\u5347\u3002<\/p>\n

\u5bf9\u4e8e\u5927\u89c4\u6a21\u90e8\u7f72\u7684 RAG \u7cfb\u7edf\u800c\u8a00\uff0c\u63a8\u7406\u901f\u5ea6\u76f4\u63a5\u51b3\u5b9a\u4e86\u7cfb\u7edf\u7684\u54cd\u5e94\u80fd\u529b\u548c\u5e76\u53d1\u5904\u7406\u80fd\u529b\u3002NVFP4 \u683c\u5f0f\u7684\u5f15\u5165\uff0c\u610f\u5473\u7740\u5f00\u53d1\u8005\u53ef\u4ee5\u5728\u4e0d\u727a\u7272\u68c0\u7d22\u8d28\u91cf\u7684\u524d\u63d0\u4e0b\uff0c\u5927\u5e45\u63d0\u5347\u7cfb\u7edf\u7684\u8fd0\u884c\u6548\u7387\u3002\u8fd9\u5bf9\u4e8e\u9700\u8981\u5904\u7406\u6d77\u91cf\u6570\u636e\u5e76\u8981\u6c42\u4f4e\u5ef6\u8fdf\u7684\u4f01\u4e1a\u7ea7\u5e94\u7528\u6765\u8bf4\uff0c\u65e0\u7591\u662f\u4e00\u4e2a\u5de8\u5927\u7684\u5229\u597d\u6d88\u606f\u3002<\/p>\n

\u884c\u4e1a\u5f71\u54cd\u4e0e\u5e94\u7528\u524d\u666f<\/h3>\n

Nemotron 3 Embed \u7684\u5f00\u6e90\u53d1\u5e03\uff0c\u5c06\u5bf9\u5f53\u524d\u7684 AI \u5f00\u53d1\u751f\u6001\u4ea7\u751f\u6df1\u8fdc\u5f71\u54cd\u3002\u9996\u5148\uff0c\u5b83\u4e3a\u5f00\u53d1\u8005\u63d0\u4f9b\u4e86\u4e00\u4e2a\u9ad8\u6027\u4ef7\u6bd4\u7684\u201c\u5f00\u7bb1\u5373\u7528\u201d\u7684\u5d4c\u5165\u6a21\u578b\u9009\u62e9\uff0c\u964d\u4f4e\u4e86\u6784\u5efa RAG \u7cfb\u7edf\u7684\u6280\u672f\u95e8\u69db\u3002\u5176\u6b21\uff0c\u901a\u8fc7\u63d0\u4f9b 1B \u548c NVFP4 \u7b49\u4e0d\u540c\u89c4\u683c\u7684\u6a21\u578b\uff0cNVIDIA \u6ee1\u8db3\u4e86\u4ece\u4e91\u7aef\u5927\u89c4\u6a21\u96c6\u7fa4\u5230\u672c\u5730\u8fb9\u7f18\u8bbe\u5907\u7684\u591a\u6837\u5316\u90e8\u7f72\u9700\u6c42\u3002<\/p>\n

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\u603b\u800c\u8a00\u4e4b\uff0cNVIDIA \u7684\u8fd9\u4e00\u4e3e\u63aa\u4e0d\u4ec5\u5de9\u56fa\u4e86\u5176\u5728 AI \u57fa\u7840\u8bbe\u65bd\u9886\u57df\u7684\u9886\u5bfc\u5730\u4f4d\uff0c\u4e5f\u4e3a\u5f00\u6e90\u793e\u533a\u8d21\u732e\u4e86\u5b9d\u8d35\u7684\u8d44\u4ea7\u3002\u968f\u7740\u6280\u672f\u7684\u4e0d\u65ad\u8fed\u4ee3\uff0c\u6211\u4eec\u6709\u7406\u7531\u671f\u5f85 Nemotron 3 Embed \u5728\u672a\u6765\u7684\u667a\u80fd\u68c0\u7d22\u9886\u57df\u53d1\u6325\u66f4\u5927\u7684\u4f5c\u7528\u3002<\/p>\n

\u4fe1\u606f\u6765\u6e90\uff1aMarkTechPost\uff0c\u539f\u6587\u94fe\u63a5\uff1ahttps:\/\/www.marktechpost.com\/2026\/07\/17\/nvidia-ai-releases-nemotron-3-embed-an-open-embedding-collection-whose-8b-checkpoint-ranks-1-on-rteb\/<\/a><\/em><\/p>\n","protected":false},"excerpt":{"rendered":"

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