\u4eba\u5de5\u667a\u80fd<\/a>\u8bfe\u9898\u7ec4\uff08Conversational AI, CoAI\uff09\u5b66\u4e60\uff0c\u5e08\u4ece\u9ec4\u6c11\u70c8\u6559\u6388\u3002<\/p>\n![\"\u6e05\u534e\u7279\u5956\u83b7\u5f97\u8005\u987e\u715c\u8d24\uff0c\u52a0\u5165DeepSeek\"](\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\")
<\/p>\n
\u4e2a\u4eba\u4e3b\u9875\u5730\u5740\uff1ahttps:\/\/t1101675.github.io\/<\/p>\n
\u4ed6\u7684\u7814\u7a76\u4e3b\u8981\u5173\u6ce8\u5982\u4f55\u5728\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5168\u751f\u547d\u5468\u671f\u4e2d\u63d0\u5347\u6548\u7387\uff0c\u8986\u76d6\u9884\u8bad\u7ec3\u3001\u4e0b\u6e38\u9002\u914d\u548c\u63a8\u7406\u7b49\u5173\u952e\u9636\u6bb5\uff0c\u6700\u8fd1\u4e3b\u8981\u4ece\u4e09\u4e2a\u65b9\u5411\u5c55\u5f00\u76f8\u5173\u7814\u7a76\uff1a<\/p>\n
\u9884\u8bad\u7ec3\u6570\u636e\u7b5b\u9009\uff1a\u81f4\u529b\u4e8e\u6784\u5efa\u7406\u8bba\u548c\u7b97\u6cd5\uff0c\u4f18\u5316\u5927\u8bed\u8a00\u6a21\u578b\u8bad\u7ec3\u4e2d\u7684\u6570\u636e\u9009\u62e9\u8fc7\u7a0b\uff0c\u4ece\u800c\u8bad\u7ec3\u51fa\u66f4\u5f3a\u5927\u3001\u66f4\u9ad8\u6548\u7684\u6a21\u578b\u3002\u4ee3\u8868\u6027\u5de5\u4f5c\u5305\u62ec PDS\u3001Instruction Pre-training \u548c Learning Law\u3002<\/p>\n
\u6a21\u578b\u538b\u7f29\u4e2d\u7684\u77e5\u8bc6\u84b8\u998f\uff1a\u8bbe\u8ba1\u65b0\u7684\u65b9\u6cd5\uff0c\u5c06\u5927\u6a21\u578b\u7684\u77e5\u8bc6\u6709\u6548\u8fc1\u79fb\u5230\u66f4\u5c0f\u3001\u66f4\u6613\u90e8\u7f72\u7684\u6a21\u578b\u4e2d\u3002\u8be5\u65b9\u5411\u7684\u4ee3\u8868\u6027\u6210\u679c\u5305\u62ec MiniLLM \u548c MiniPLM\u3002<\/p>\n
\u9ad8\u6548\u6a21\u578b\u67b6\u6784\uff1a\u63a2\u7d22\u5e76\u8bbe\u8ba1\u65b0\u7684\u6a21\u578b\u67b6\u6784\uff0c\u5728\u964d\u4f4e\u8ba1\u7b97\u6210\u672c\u7684\u540c\u65f6\u63d0\u5347\u6a21\u578b\u6027\u80fd\uff0c\u76f8\u5173\u5de5\u4f5c\u5305\u62ec Jet-Nemotron\u3002<\/p>\n
\u5728 Google Scholar \u4e3b\u9875\uff0c\u987e\u715c\u8d24\u7684\u8bba\u6587\u5f15\u7528\u91cf\u5df2\u8fd1 5000\uff0c\u8d85\u8fc7 1000 \u7684\u8bba\u6587\u6709\u4e24\u7bc7\uff0c\u5206\u522b\u662f\u300aPre-trained models: Past, present and future\u300b\u548c\u300aMiniLLM: Knowledge distillation of large language models\u300b\u3002<\/p>\n
<\/p>\n
\u987e\u715c\u8d24\u4f5c\u4e3a\u4e00\u4f5c\uff0c\u591a\u6b21\u5728 NeurIPS\u3001ICLR\u3001ACL \u7b49\u56fd\u9645 AI \u5b66\u672f\u9876\u4f1a\u4e0a\u53d1\u8868\u8bba\u6587\u3002<\/p>\n
<\/p>\n
\u673a\u5668\u4e4b\u5fc3\u5728\u53bb\u5e74\u62a5\u9053\u8fc7\u300cJet-Nemotron\u300d\uff0c\u4e00\u79cd\u5168\u65b0\u7684\u6df7\u5408\u67b6\u6784\u8bed\u8a00\u6a21\u578b\u65b0\u7cfb\u5217\uff0c\u5728\u8fbe\u5230 SOTA \u5168\u6ce8\u610f\u529b\u6a21\u578b\u7cbe\u5ea6\u7684\u540c\u65f6\uff0c\u8fd8\u5177\u5907\u5353\u8d8a\u7684\u6548\u7387\u3002<\/p>\n
Jet-Nemotron \u7684\u6838\u5fc3\u521b\u65b0\u4e3b\u8981\u4f53\u73b0\u5728\u4ee5\u4e0b\u4e24\u70b9\uff1a<\/p>\n
\u540e\u795e\u7ecf\u67b6\u6784\u641c\u7d22 (Post Neural Architecture Search\uff0cPostNAS)\uff1a\u4e00\u79cd\u9ad8\u6548\u7684\u540e\u8bad\u7ec3\u67b6\u6784\u63a2\u7d22\u4e0e\u81ea\u9002\u5e94 pipeline\uff0c\u53ef\u9002\u7528\u4e8e\u4efb\u610f\u9884\u8bad\u7ec3\u7684 Transformer \u6a21\u578b\u3002<\/p>\n
JetBlock\uff1a\u4e00\u79cd\u65b0\u578b\u7684\u7ebf\u6027\u6ce8\u610f\u529b\u6a21\u5757\uff0c\u5176\u6027\u80fd\u663e\u8457\u4f18\u4e8e Mamba2 \u7b49\u5148\u524d\u7684\u8bbe\u8ba1\u3002<\/p>\n
<\/p>\n
\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2508.15884<\/p>\n
\u5f53\u65f6\uff0c2B \u7248\u672c\u7684 Jet-Nemotron \u6027\u80fd\u5c31\u80fd\u8d76\u8d85 Qwen3\u3001Qwen2.5\u3001Gemma3 \u548c Llama3.2 \u7b49\u6700 SOTA \u5f00\u6e90\u5168\u6ce8\u610f\u529b\u8bed\u8a00\u6a21\u578b\uff0c\u540c\u65f6\u5b9e\u73b0\u4e86\u663e\u8457\u7684\u6548\u7387\u63d0\u5347\u3002\u5728 H100 GPU \u4e0a\uff0c\u5176\u751f\u6210\u541e\u5410\u91cf\u5b9e\u73b0\u4e86\u9ad8\u8fbe 53.6 \u500d\u7684\u52a0\u901f\uff08\u4e0a\u4e0b\u6587\u957f\u5ea6\u4e3a 256K\uff0c\u6700\u5927 batch size\uff09\u3002<\/p>\n
\u5728 MMLU \u548c MMLU-Pro \u57fa\u51c6\u4e0a\uff0cJet-Nemotron \u7684\u51c6\u786e\u7387\u4e5f\u8d85\u8fc7\u4e86\u4e00\u4e9b MoE \u5168\u6ce8\u610f\u529b\u6a21\u578b\uff0c\u5982 DeepSeek-V3-Small \u548c Moonlight\uff0c\u5c3d\u7ba1\u8fd9\u4e9b\u6a21\u578b\u7684\u53c2\u6570\u89c4\u6a21\u66f4\u5927\u3002<\/p>\n
\u5728\u66f4\u65e9\u7684 2024 \u5e74\uff0c\u987e\u715c\u8d24\u53ca\u5176\u5408\u4f5c\u8005\u63d0\u51fa\u4e86\u4e00\u79cd\u5c06\u5927\u8bed\u8a00\u6a21\u578b\u84b8\u998f\u4e3a\u66f4\u5c0f\u8bed\u8a00\u6a21\u578b\u7684\u77e5\u8bc6\u84b8\u998f\u65b9\u6cd5\uff0c\u9996\u5148\u5229\u7528\u53cd\u5411 Kullback-Leibler \u6563\u5ea6\uff08KLD\uff09\u66ff\u4ee3\u6807\u51c6\u77e5\u8bc6\u84b8\u998f\u65b9\u6cd5\u4e2d\u7684\u6b63\u5411 KLD \u76ee\u6807\uff0c\u968f\u540e\u63a8\u5bfc\u51fa\u4e00\u79cd\u6709\u6548\u7684\u4f18\u5316\u65b9\u6cd5\u6765\u5b66\u4e60\u8fd9\u4e00\u76ee\u6807\u3002<\/p>\n
\u4ed6\u4eec\u5c06\u5f97\u5230\u7684\u5b66\u751f\u6a21\u578b\u547d\u540d\u4e3a \u300cMiniLLM\u300d\u3002\u5728\u6307\u4ee4\u8ddf\u968f\u573a\u666f\u4e0b\u7684\u5927\u91cf\u5b9e\u9a8c\u8868\u660e\uff0c\u76f8\u6bd4\u57fa\u7ebf\u65b9\u6cd5\uff0cMiniLLM \u80fd\u751f\u6210\u66f4\u7cbe\u51c6\u7684\u56de\u7b54\uff0c\u6574\u4f53\u8d28\u91cf\u66f4\u9ad8\uff0c\u540c\u65f6\u5177\u6709\u66f4\u4f4e\u7684\u66dd\u5149\u504f\u5dee\u3001\u66f4\u597d\u7684\u6821\u51c6\u80fd\u529b\uff0c\u4ee5\u53ca\u66f4\u5f3a\u7684\u957f\u6587\u672c\u751f\u6210\u6027\u80fd\u3002<\/p>\n
\u8c37\u6b4c\u3001\u963f\u91cc\u3001\u82f1\u4f1f\u8fbe\u7b49\u9886\u5148\u7684\u5f00\u6e90\u793e\u533a\u548c\u4ea7\u4e1a\u5e73\u53f0\u5df2\u91c7\u7528\u8fd9\u4e00\u65b9\u6cd5\u3002<\/p>\n<\/p>\n
\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/pdf\/2306.08543<\/p>\n
\u6211\u4eec\u4e5f\u671f\u5f85\u987e\u715c\u8d24\u5728\u4eba\u751f\u7684\u4e0b\u4e00\u6bb5\u300cDeepSeek\u300d\u4e2d\uff0c\u5e26\u6765\u66f4\u591a\u65b0\u7684\u6210\u679c\u3002<\/p>\n
(\u6765\u6e90\uff1a\u65b0\u6d6a\u79d1\u6280)<\/p>\n","protected":false},"excerpt":{"rendered":"
\u673a\u5668\u4e4b\u5fc3\u7f16\u8f91\u90e8 \u6700\u8fd1\uff0cDeepSeek \u5f00\u542f\u4e86\u75af\u72c2\u62db\u4eba\uff0c\u5c97\u4f4d\u6d89\u53ca\u7b97\u6cd5\u3001\u7814\u53d1\u3001\u4ea7\u54c1\u3001\u8fd0\u7ef4\u3001\u6570\u636e\u5de5\u7a0b\u5e08\u4ee5\u53ca\u804c\u80fd\u7b49\u591a […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":true,"template":"","format":"standard","meta":[],"categories":[6],"tags":[271,148,252,63,238],"views":60,"_links":{"self":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/810194"}],"collection":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=810194"}],"version-history":[{"count":0,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/810194\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=810194"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=810194"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=810194"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
![\"\u6e05\u534e\u7279\u5956\u83b7\u5f97\u8005\u987e\u715c\u8d24\uff0c\u52a0\u5165DeepSeek\"](\"https:\/\/x0.ifengimg.com\/res\/2026\/B6855A7733929D869D9062E9B42D349084E4895C_size5_w1080_h46.png\")
<\/p>\n![\"\u6e05\u534e\u7279\u5956\u83b7\u5f97\u8005\u987e\u715c\u8d24\uff0c\u52a0\u5165DeepSeek\"](\"https:\/\/x0.ifengimg.com\/res\/2026\/F59FCD0A0CF7981BB2B0A1863F3D06ABD5710716_size719_w1080_h1134.png\")
![\"\u6e05\u534e\u7279\u5956\u83b7\u5f97\u8005\u987e\u715c\u8d24\uff0c\u52a0\u5165DeepSeek\"](\"https:\/\/x0.ifengimg.com\/res\/2026\/F8F0FCCAE5251E6B320DB8EF7E4A6FB439E552D8_size725_w1080_h993.png\")
![\"\u6e05\u534e\u7279\u5956\u83b7\u5f97\u8005\u987e\u715c\u8d24\uff0c\u52a0\u5165DeepSeek\"](\"https:\/\/x0.ifengimg.com\/res\/2026\/5FE63F206CFF80DF12FAFB38BDA9EB0AAA86F27E_size131_w1080_h239.png\")
<\/p>\n![\"\u6e05\u534e\u7279\u5956\u83b7\u5f97\u8005\u987e\u715c\u8d24\uff0c\u52a0\u5165DeepSeek\"](\"https:\/\/x0.ifengimg.com\/res\/2026\/502D29EBE52F9A4B46AE225A53D85892519FA830_size115_w1080_h433.png\")
<\/p>\n![\"\u6e05\u534e\u7279\u5956\u83b7\u5f97\u8005\u987e\u715c\u8d24\uff0c\u52a0\u5165DeepSeek\"](\"https:\/\/x0.ifengimg.com\/res\/2026\/3A51458A8C31FC64DD0EA44DCFC439EE051B6FF7_size233_w1080_h604.png\")
<\/p>\n![\"\u6e05\u534e\u7279\u5956\u83b7\u5f97\u8005\u987e\u715c\u8d24\uff0c\u52a0\u5165DeepSeek\"](\"https:\/\/x0.ifengimg.com\/res\/2026\/8F51059E3CA399F51A15FDC02424785C9E811332_size64_w1080_h336.png\")
<\/p>\n