{"id":1295,"date":"2026-01-14T19:03:15","date_gmt":"2026-01-14T11:03:15","guid":{"rendered":"https:\/\/smartaiunion.com\/?p=1295"},"modified":"2026-01-14T19:03:16","modified_gmt":"2026-01-14T11:03:16","slug":"%e6%a2%81%e6%96%87%e9%94%8b%e7%bd%b2%e5%90%8d%e6%96%b0%e8%ae%ba%e6%96%87%ef%bc%8cdeepseek-v4%e6%9e%b6%e6%9e%84%e9%a6%96%e6%9b%9d%ef%bc%9f%e7%9b%b4%e5%87%bbtransformer%e8%87%b4%e5%91%bd%e7%bc%ba","status":"publish","type":"post","link":"https:\/\/smartaiunion.com\/index.php\/2026\/01\/14\/1295\/","title":{"rendered":"\u6881\u6587\u950b\u7f72\u540d\u65b0\u8bba\u6587\uff0cDeepSeek 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src=\"https:\/\/img.36krcdn.com\/hsossms\/20260113\/v2_342bf0198f6d42569b57ebab54a1b61c@5091053_oswg198210oswg1080oswg529_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u5b83\u628a\u8be5\u67e5\u7684\u4ea4\u7ed9 O(1)\u8bb0\u5fc6\uff0c\u628a\u6ce8\u610f\u529b\u4ece\u5c40\u90e8\u7410\u788e\u4e2d\u89e3\u6551\u51fa\u6765\uff0c\u7ed3\u679c\u4e0d\u53ea\u662f\u66f4\u4f1a\u80cc\u77e5\u8bc6\uff0c\u540c\u65f6\u63a8\u7406\u3001\u4ee3\u7801\u3001\u6570\u5b66\u4e00\u8d77\u53d8\u5f3a\u3002<\/p>\n\n\n\n<p>\u8fd9\u53ef\u80fd\u6210\u4e3a\u7a00\u758fLLM\u4e0b\u4e00\u6761\u4e3b\u6d41\u8def\u7ebf\uff0c\u66f4\u91cd\u8981\u7684\u662f\uff0c\u4e0b\u4e00\u4ee3V4\u6216\u5c06\u96c6\u6210\u8fd9\u4e00\u65b0\u65b9\u6cd5\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260113\/v2_2f335f6915de403d9bd90d269ebc29f7@5091053_oswg79450oswg727oswg362_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260113\/v2_11ebec60aebc4a46a4eefcc89eae3074@5091053_oswg302998oswg900oswg1200_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<h2 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alt=\"\"\/><\/figure>\n\n\n\n<p>\u5317\u5927\u548cDeepSeek\u65b0\u8bba\u6587\u5e26\u6765\u4e00\u4e2a\u5f88\u6709\u610f\u601d\u7684\u89c2\u70b9\uff1a\u7a00\u758f\u5316\u4e0d\u53ea\u670d\u52a1\u300c\u8ba1\u7b97\u300d\uff0c\u4e5f\u53ef\u4ee5\u670d\u52a1\u300c\u8bb0\u5fc6\u300d\u3002<\/p>\n\n\n\n<p>\u7531\u6b64\uff0c\u56e2\u961f\u63d0\u51fa\u4e86Engram\uff0c\u628a\u8bed\u8a00\u5efa\u6a21\u4e2d\u5927\u91cf\u300c\u56fa\u5b9a\u3001\u5c40\u90e8\u3001\u523b\u677f\u300d\u7684\u6a21\u5f0f\uff0c\u4ea4\u7ed9\u4e00\u4e2a\u53ef\u6269\u5c55\u7684\u67e5\u8868\u6a21\u5757\u53bb\u627f\u62c5\u3002<\/p>\n\n\n\n<p>\u8fd9\u6837\u4e00\u6765\uff0c\u53ef\u4ee5\u8ba9Transformer\u4e3b\u5e72\u628a\u6ce8\u610f\u529b\u548c\u6df1\u5ea6\u7528\u5728\u66f4\u9700\u8981\u300c\u7ec4\u5408\u4e0e\u63a8\u7406\u300d\u7684\u5730\u65b9\u3002<\/p>\n\n\n\n<h3 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alt=\"\"\/><\/figure>\n\n\n\n<p>\u53ef\u4ee5\u5c06Engram\u7406\u89e3\u4e3a\uff0c\u628a\u7ecf\u5178\u300c\u54c8\u5e0cN-gram\u5d4c\u5165\u300d\u73b0\u4ee3\u5316\uff0c\u505a\u6210\u63d2\u5728Transformer\u4e2d\u95f4\u5c42\u7684\u4e00\u4e2a\u300c\u53ef\u6269\u5c55\u67e5\u8868\u6a21\u5757\u300d\u3002<\/p>\n\n\n\n<p>\u5982\u56fe1\u6240\u793a\uff0cEngram\u662f\u4e00\u4e2a\u6761\u4ef6\u8bb0\u5fc6\u6a21\u5757\uff0c\u65e8\u5728\u901a\u8fc7\u4ece\u7ed3\u6784\u4e0a\u5c06\u9759\u6001\u6a21\u5f0f\u5b58\u50a8\u4e0e\u52a8\u6001\u8ba1\u7b97\u5206\u79bb\u5f00\u6765\uff0c\u4ece\u800c\u589e\u5f3aTransformer\u9aa8\u5e72\u7f51\u7edc\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260113\/v2_668c1b7b624840ac970bf4cdc4da452b@5091053_oswg278332oswg1080oswg731_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u5f62\u5f0f\u5316\u5730\u8bf4\uff0c\u7ed9\u5b9a\u8f93\u5165\u5e8f\u5217X=(x_1,&#8230;,x_T)\u548c\u7b2cl\u5c42\u7684\u9690\u85cf\u72b6\u6001H^(l)\u2208R^Txd\uff0c\u8be5\u6a21\u5757\u5206\u4e24\u4e2a\u529f\u80fd\u9636\u6bb5\u6765\u5904\u7406\u6bcf\u4e2a\u4f4d\u7f6et\uff1a<strong>\u68c0\u7d22<\/strong>\u548c<strong>\u878d\u5408<\/strong>\u3002<\/p>\n\n\n\n<p>\u63a5\u4e0b\u6765\uff0c\u4e00\u8d77\u770b\u770bEngram\u7684\u5173\u952e\u8bbe\u8ba1\u70b9\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u57fa\u4e8e\u54c8\u5e0cN-gram\u7684\u7a00\u758f\u68c0\u7d22<\/strong><\/h3>\n\n\n\n<p>\u7b2c\u4e00\u9636\u6bb5\u4e3b\u8981\u8d1f\u8d23\u5c06\u5c40\u90e8\u4e0a\u4e0b\u6587\u6620\u5c04\u5230\u9759\u6001\u7684\u8bb0\u5fc6\u6761\u76ee\u4e2d\uff0c\u8fd9\u901a\u8fc7\u5206\u8bcd\u5668\u538b\u7f29\uff08tokenizer compression\uff09\u548c\u786e\u5b9a\u6027\u54c8\u5e0c\u68c0\u7d22\u5d4c\u5165\u6765\u5b9e\u73b0\u3002<\/p>\n\n\n\n<p><strong>\u5206\u8bcd\u5668\u538b\u7f29<\/strong><\/p>\n\n\n\n<p>\u4e3a\u4e86\u6700\u5927\u5316\u8bed\u4e49\u5bc6\u5ea6\uff0c\u4f5c\u8005\u5f15\u5165\u4e86\u4e00\u4e2a\u8bcd\u8868\u6295\u5f71\u5c42\u3002<\/p>\n\n\n\n<p>\u4ed6\u4eec\u9884\u5148\u8ba1\u7b97\u4e86\u4e00\u4e2a\u6ee1\u5c04\u51fd\u6570P:V\u2192V&#8217;\uff0c\u5229\u7528\u5f52\u4e00\u5316\u7684\u6587\u672c\u7b49\u4ef7\u6027\uff08\u6bd4\u5982NFKC\u3001\u5c0f\u5199\u5316\u7b49\u624b\u6bb5\uff09\u5c06\u539f\u59cbToken ID\u574d\u7f29\u6210\u89c4\u8303\u6807\u8bc6\u7b26\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e2a\u8fc7\u7a0b\u80fd\u8ba9128k\u5927\u5c0f\u7684\u5206\u8bcd\u5668\u6709\u6548\u8bcd\u8868\u5927\u5c0f\u51cf\u5c1123%\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260113\/v2_f12c25b3701e4ae3aacec4d9a8aafb5b@5091053_oswg190019oswg1080oswg426_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p><strong>\u591a\u5934\u54c8\u5e0c<\/strong><\/p>\n\n\n\n<p>\u8981\u60f3\u76f4\u63a5\u53c2\u6570\u5316\u6240\u6709\u53ef\u80fd\u7684N-grams\u7ec4\u5408\u7a7a\u95f4\uff0c\u8ba1\u7b97\u4e0a\u662f\u884c\u4e0d\u901a\u7684\u3002\u4f5c\u8005\u91c7\u7528\u4e86\u4e00\u79cd\u57fa\u4e8e\u54c8\u5e0c\u7684\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u51cf\u5c11\u51b2\u7a81\uff0c\u7ed9\u6bcf\u4e2aN-gram\u9636\u6570n\u5206\u914d\u4e86K\u4e2a\u4e0d\u540c\u7684\u54c8\u5e0c\u5934\u3002<\/p>\n\n\n\n<p>\u6bcf\u4e2a\u5934k\u901a\u8fc7\u4e00\u4e2a\u786e\u5b9a\u6027\u51fd\u6570\u03c6_n,k,\u5c06\u538b\u7f29\u540e\u7684\u4e0a\u4e0b\u6587\u6620\u5c04\u5230\u5d4c\u5165\u8868E_n,k\u4e2d\u7684\u4e00\u4e2a\u7d22\u5f15\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260113\/v2_0898f90c102d46c0a5952cb5d02b047a@5091053_oswg28166oswg761oswg90_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u4e0a\u4e0b\u6587\u611f\u77e5\u95e8\u63a7<\/strong><\/h3>\n\n\n\n<p>\u68c0\u7d22\u5230\u7684\u5d4c\u5165e_t\u5145\u5f53\u7684\u662f\u4e0a\u4e0b\u6587\u65e0\u5173\u7684\u5148\u9a8c\u4fe1\u606f\u3002\u4e0d\u8fc7\uff0c\u5b83\u4eec\u5bb9\u6613\u53d7\u5230\u54c8\u5e0c\u51b2\u7a81\u6216\u591a\u4e49\u8bcd\u5e26\u6765\u7684\u566a\u58f0\u5e72\u6270\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u589e\u5f3a\u8868\u8fbe\u529b\u5e76\u89e3\u51b3\u8fd9\u79cd\u6b67\u4e49\uff0c\u4f5c\u8005\u91c7\u7528\u4e86\u4e00\u5957\u53d7\u6ce8\u610f\u529b\u673a\u5236\u542f\u53d1\u7684\u4e0a\u4e0b\u6587\u611f\u77e5\u95e8\u63a7\u673a\u5236\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260113\/v2_13cb201e18ed453d936d090143143940@5091053_oswg668533oswg1024oswg559_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u4ed6\u4eec\u5229\u7528\u5f53\u524d\u7684\u9690\u85cf\u72b6\u6001h_t\u4f5c\u4e3a\u52a8\u6001\u7684Query\uff0c\u800c\u68c0\u7d22\u5230\u7684\u8bb0\u5fc6e_t\u5219\u4f5c\u4e3aKey\u548cValue\u6295\u5f71\u7684\u6765\u6e90\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260113\/v2_e42bb966ccd941a09b97519905c78712@5091053_oswg17203oswg495oswg96_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u5176\u4e2dW_K\uff0cW_V\u662f\u53ef\u5b66\u4e60\u7684\u6295\u5f71\u77e9\u9635\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u4fdd\u8bc1\u68af\u5ea6\u7a33\u5b9a\u6027\uff0c\u4ed6\u4eec\u5728\u8ba1\u7b97\u6807\u91cf\u95e8\u03b1_t\u2208(0,1)\u4e4b\u524d\uff0c\u5148\u5bf9Query\u548cKey\u8fdb\u884cRMSNorm\u5904\u7406\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260113\/v2_30eedf638f454e61b74d41e5c5da65a7@5091053_oswg44521oswg829oswg160_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u6700\u540e\uff0c\u4e3a\u4e86\u6269\u5927\u611f\u53d7\u91ce\u5e76\u589e\u5f3a\u6a21\u578b\u7684\u975e\u7ebf\u6027\uff0c\u4f5c\u8005\u8fd8\u5f15\u5165\u4e86\u4e00\u4e2a\u77ed\u7684\u6df1\u5ea6\u56e0\u679c\u5377\u79ef\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260113\/v2_96718ae4ba91453e8a8918155bac40f0@5091053_oswg38207oswg854oswg91_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p><strong>\u95e8\u63a7\u53ef\u89c6\u5316<\/strong><\/p>\n\n\n\n<p>\u4e3a\u4e86\u5b9e\u8bc1\u9a8cEngram\u662f\u5426\u6309\u9884\u671f\u884c\u4e3a\uff0c\u4f5c\u8005\u5728\u56fe7\u4e2d\u53ef\u89c6\u5316\u4e86Engram-27B\u5728\u5404\u79cd\u6837\u672c\u4e0a\u7684\u95e8\u63a7\u6807\u91cf\u03b1_t\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260113\/v2_ae4489f5f4b64e08b1f43fd814c3e18f@5091053_oswg298996oswg1080oswg457_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u7ed3\u679c\u5c55\u793a\u4e86\uff0c\u660e\u663e\u7684\u9009\u62e9\u6027\u6a21\u5f0f\u3002\u95e8\u63a7\u673a\u5236\u5728\u5b8c\u6210\u5c40\u90e8\u3001\u9759\u6001\u6a21\u5f0f\u65f6\u4e00\u81f4\u5730\u6fc0\u6d3b\uff08\u663e\u793a\u4e3a\u7ea2\u8272\uff09\u3002<\/p>\n\n\n\n<p>\u5728\u82f1\u6587\u4e2d\uff0c\u89c2\u5bdf\u5230\u5728\u591aToken\u547d\u540d\u5b9e\u4f53\uff08\u5982Alexander the Great\u3001the Milky Way\uff09\u548c\u56fa\u5b9a\u77ed\u8bed\uff08\u5982By the way\uff0cPrincess of Wales\uff09\u4e0a\u6709\u5f3a\u70c8\u7684\u6fc0\u6d3b\u3002<\/p>\n\n\n\n<p>\u5173\u952e\u662f\uff0c\u8fd9\u79cd\u884c\u4e3a\u6709\u6548\u5730\u8de8\u8bed\u8a00\u6cdb\u5316\u3002<\/p>\n\n\n\n<p>\u5728\u4e2d\u6587demo\u4e2d\uff0cEngram\u8bc6\u522b\u5e76\u68c0\u7d22\u72ec\u7279\u7684\u4e60\u8bed\u8868\u8fbe\u548c\u5386\u53f2\u5b9e\u4f53\uff0c\u6bd4\u5982\u300c\u56db\u5927\u53d1\u660e\u300d\u548c\u300c\u5f20\u4ef2\u666f\u300d\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e9b\u5b9a\u6027\u7ed3\u679c\u8bc1\u5b9e\uff0cEngram\u6210\u529f\u8bc6\u522b\u5e76\u5904\u7406\u4e86\u56fa\u5b9a\u7684\u8bed\u8a00\u4f9d\u8d56\u5173\u7cfb\uff0c\u6709\u6548\u5730\u5c06Transformer\u9aa8\u5e72\u7f51\u7edc\u4ece\u8bb0\u5fc6\u8fd9\u4e9b\u9759\u6001\u5173\u8054\u4e2d\u89e3\u653e\u51fa\u6765\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u7cfb\u7edf\u6548\u7387\uff1a\u8ba1\u7b97\u4e0e\u5b58\u50a8\u89e3\u8026<\/strong><\/h3>\n\n\n\n<p>\u6269\u5c55\u8bb0\u5fc6\u589e\u5f3a\u578b\u6a21\u578b\u5f80\u5f80\u53d7\u9650\u4e8eGPU\u9ad8\u5e26\u5bbd\u5185\u5b58\uff08HBM\uff09\u7684\u5bb9\u91cf\u3002<\/p>\n\n\n\n<p>\u7136\u800c\uff0cEngram\u7684\u786e\u5b9a\u6027\u68c0\u7d22\u673a\u5236\u5929\u751f\u5c31\u652f\u6301\u5c06\u53c2\u6570\u5b58\u50a8\u4e0e\u8ba1\u7b97\u8d44\u6e90\u89e3\u8026\u3002<\/p>\n\n\n\n<p>\u4e0e\u4f9d\u8d56\u8fd0\u884c\u65f6\u9690\u85cf\u72b6\u6001\u8fdb\u884c\u52a8\u6001\u8def\u7531\u7684\u6df7\u5408\u4e13\u5bb6\u6a21\u578b\uff08MoE\uff09\u4e0d\u540c\uff0cEngram\u7684\u68c0\u7d22\u7d22\u5f15\u4ec5\u53d6\u51b3\u4e8e\u8f93\u5165\u7684Token\u5e8f\u5217\u3002<\/p>\n\n\n\n<p>\u8fd9\u79cd\u53ef\u9884\u6d4b\u6027\u4e3a\u8bad\u7ec3\u548c\u63a8\u7406\u63d0\u4f9b\u4e86\u4e13\u95e8\u7684\u4f18\u5316\u7b56\u7565\uff0c\u5982\u56fe2\u6240\u793a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260113\/v2_219e9f74a82a41af98f7ad8769dbdbb0@5091053_oswg368647oswg1080oswg804_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p><strong>\u8bad\u7ec3\u9636\u6bb5\uff0c<\/strong>\u4e3a\u4e86\u5bb9\u7eb3\u5927\u89c4\u6a21\u5d4c\u5165\u8868\uff0c\u4ed6\u4eec\u91c7\u7528\u6807\u51c6\u7684\u6a21\u578b\u5e76\u884c\u7b56\u7565\uff0c\u5c06\u8868\u5206\u7247\u5b58\u50a8\u5728\u53ef\u7528\u7684GPU\u4e0a\u3002<\/p>\n\n\n\n<p><strong>\u63a8\u7406\u9636\u6bb5\uff0c<\/strong>\u8fd9\u79cd\u786e\u5b9a\u6027\u7279\u6027\u4f7f\u5f97\u300c\u9884\u53d6\u548c\u91cd\u53e0\u300d\u7b56\u7565\u6210\u4e3a\u53ef\u80fd\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>U\u578bScaling Law\uff0c\u63ed\u79d8\u6700\u4f18\u5206\u914d\u6bd4<\/strong><\/h2>\n\n\n\n<p>Engram\u4f5c\u4e3a\u6761\u4ef6\u8bb0\u5fc6\u7684\u4e00\u79cd\u5b9e\u73b0\u5f62\u5f0f\uff0c\u5728\u7ed3\u6784\u4e0a\u4e0eMoE\u4e13\u5bb6\u63d0\u4f9b\u7684\u6761\u4ef6\u8ba1\u7b97\u662f\u4e92\u8865\u7684\u3002<\/p>\n\n\n\n<p>\u8fd9\u91cc\uff0c\u4e3b\u8981\u7814\u7a76\u4e86\u4ee5\u4e0b\u4e24\u4e2a\u5173\u952e\u95ee\u9898\uff1a<\/p>\n\n\n\n<p><strong>1. \u6709\u9650\u7ea6\u675f\u4e0b\u7684\u5206\u914d<\/strong><\/p>\n\n\n\n<p><strong>2. \u65e0\u9650\u5185\u5b58\u573a\u666f<\/strong><\/p>\n\n\n\n<p>\u4f5c\u8005\u901a\u8fc7\u4e09\u4e2a\u53c2\u6570\u6307\u6807\u6765\u5206\u6790MoE\u548cEngram\u4e4b\u95f4\u7684\u6743\u8861\uff1a<\/p>\n\n\n\n<p>P_tot:\u603b\u53ef\u8bad\u7ec3\u53c2\u6570\uff0c\u4e0d\u5305\u62ec\u8bcd\u8868\u5d4c\u548cLM\u5934\u3002<\/p>\n\n\n\n<p>P_act\uff1a\u6bcf\u4e2aToken\u7684\u6fc0\u6d3b\u53c2\u6570\u91cf\u3002\u8fd9\u4e2a\u6570\u503c\u51b3\u5b9a\u4e86\u8bad\u7ec3\u6210\u672c\uff08FLOPs\uff09\u3002<\/p>\n\n\n\n<p>P_sparse\u225cP_tot-P_act\uff1a\u975e\u6fc0\u6d3b\u53c2\u6570\uff0c\u8fd9\u4ee3\u8868\u4e86\u300c\u514d\u8d39\u300d\u7684\u53c2\u6570\u9884\u7b97\uff0c\u53ef\u7528\u4e8e\u5728\u4e0d\u589e\u52a0\u8ba1\u7b97\u6210\u672c\u7684\u60c5\u51b5\u4e0b\u6269\u5c55\u6a21\u578b\u89c4\u6a21\u3002<\/p>\n\n\n\n<p>\u4f5c\u8005\u5c06\u5206\u914d\u6bd4\u4f8b\u03c1\u2208[0,1]\u5b9a\u4e49\u4e3a\u5206\u914d\u7ed9MoE\u4e13\u5bb6\u5bb9\u91cf\u7684\u975e\u6fc0\u6d3b\u53c2\u6570\u9884\u7b97\u7684\u6bd4\u4f8b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260113\/v2_0d15845a942c45ab9783d68e2f95af2b@5091053_oswg37983oswg952oswg99_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u76f4\u89c2\u6765\u8bf4\uff1a<\/p>\n\n\n\n<p>\u03c1=1\u5bf9\u5e94\u7eafMoE\u6a21\u578b\uff08\u6240\u6709\u975e\u6fc0\u6d3b\u53c2\u6570\u90fd\u662f\u53c2\u4e0e\u8def\u7531\u7684\u4e13\u5bb6\uff09\u3002<\/p>\n\n\n\n<p>\u03c1\uff1c1\u5219\u51cf\u5c11\u8def\u7531\u4e13\u5bb6\u7684\u6570\u91cf\uff0c\u5e76\u5c06\u91ca\u653e\u51fa\u6765\u7684\u53c2\u6570\u91cd\u65b0\u5206\u914d\u7ed9Engram\u5d4c\u5165\u69fd\u4f4d\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u7ed3\u679c\u4e0e\u5206\u6790<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260113\/v2_f7a35fe38bc7428c9692a554cb76c50e@5091053_oswg324205oswg1080oswg532_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u56fe3\uff08\u5de6\uff09\u5c55\u793a\u4e86\u9a8c\u8bc1\u635f\u5931\u4e0e\u5206\u914d\u6bd4\u4f8b\u03c1\u4e4b\u95f4\u5b58\u5728\u4e00\u81f4\u7684U\u578b\u5173\u7cfb\u3002<\/p>\n\n\n\n<p>\u8fd9\u79cdU\u578b\u5173\u7cfb\u8bc1\u5b9e\u4e86\u4e24\u4e2a\u6a21\u5757\u4e4b\u95f4\u7684\u7ed3\u6784\u4e92\u8865\u6027\uff1a<\/p>\n\n\n\n<p>MoE\u4e3b\u5bfc\uff08\u03c1\u2192100\uff09\uff1a\u6a21\u578b\u7f3a\u4e4f\u7528\u4e8e\u5b58\u50a8\u9759\u6001\u6a21\u5f0f\u7684\u4e13\u7528\u5185\u5b58\uff0c\u8feb\u4f7f\u5b83\u53ea\u80fd\u901a\u8fc7\u589e\u52a0\u6df1\u5ea6\u548c\u8ba1\u7b97\u91cf\u6765\u4f4e\u6548\u5730\u91cd\u5efa\u8fd9\u4e9b\u6a21\u5f0f\u3002<\/p>\n\n\n\n<p>Engram\u4e3b\u5bfc\uff08\u03c1\u21920%\uff09\uff1a\u6a21\u578b\u5931\u53bb\u4e86\u6761\u4ef6\u8ba1\u7b97\u80fd\u529b\uff0c\u4ece\u800c\u635f\u5bb3\u4e86\u90a3\u4e9b\u9700\u8981\u52a8\u6001\u3001\u4e0a\u4e0b\u6587\u4f9d\u8d56\u63a8\u7406\u7684\u4efb\u52a1\uff1b\u5728\u8fd9\u79cd\u573a\u666f\u4e0b\uff0c\u8bb0\u5fc6\u65e0\u6cd5\u66ff\u4ee3\u8ba1\u7b97\u3002<\/p>\n\n\n\n<p>\u63a5\u4e0b\u6765\uff0c\u4f5c\u8005\u63a2\u7d22\u4e86\u4e00\u79cd\u4e92\u8865\u7684\u8bbe\u7f6e\uff1a\u6fc0\u8fdb\u7684\u5185\u5b58\u6269\u5c55\u3002<\/p>\n\n\n\n<p>\u56fe3\uff08\u53f3\uff09\u8868\u660e\uff0c\u6269\u5c55\u5185\u5b58\u69fd\u4f4d\u7684\u6570\u91cf\u80fd\u5e26\u6765\u6e05\u6670\u4e14\u4e00\u81f4\u7684\u9a8c\u8bc1\u635f\u5931\u6539\u5584\u3002<\/p>\n\n\n\n<p>\u5728\u63a2\u7d22\u7684\u8303\u56f4\u5185\uff0c\u66f2\u7ebf\u9075\u5faa\u4e25\u683c\u7684\u5e42\u5f8b\uff0c\u8fd9\u8868\u660eEngram\u63d0\u4f9b\u4e86\u4e00\u79cd\u53ef\u9884\u6d4b\u7684\u6269\u5c55\u8c03\u8282\u624b\u6bb5\uff1a\u66f4\u5927\u7684\u5185\u5b58\u80fd\u6301\u7eed\u5e26\u6765\u6536\u76ca\uff0c\u800c\u65e0\u9700\u989d\u5916\u7684\u8ba1\u7b97\u91cf\u3002<\/p>\n\n\n\n<p>\u5173\u4e8e\u6269\u5c55\u6548\u7387\u5173\u952e\u7684\u4e00\u70b9\u662f\uff1a\u867d\u7136OverEncoding\u7684\u76f4\u63a5\u5e73\u5747\u65b9\u6cd5\u4e5f\u80fd\u53d7\u76ca\u4e8e\u66f4\u5927\u7684\u5185\u5b58\u8868\uff0c\u4f46Engram\u5728\u76f8\u540c\u7684\u5185\u5b58\u9884\u7b97\u4e0b\u89e3\u9501\u4e86\u66f4\u5927\u7684\u6269\u5c55\u6f5c\u529b\u3002<\/p>\n\n\n\n<p>\u7ed3\u5408\u5206\u914d\u5b9a\u5f8b\uff0c\u8fd9\u4e9b\u7ed3\u679c\u9a8c\u8bc1\u4e86\u2014\u2014<\/p>\n\n\n\n<p>\u6761\u4ef6\u8bb0\u5fc6\u53ef\u4ee5\u4f5c\u4e3a\u7a00\u758f\u5bb9\u91cf\u7684\u4e00\u4e2a\u72ec\u7279\u4e14\u53ef\u6269\u5c55\u7684\u7ef4\u5ea6\uff0c\u4e0eMoE\u7684\u6761\u4ef6\u8ba1\u7b97\u76f8\u8f85\u76f8\u6210\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u7206\u6740\u4f20\u7edfMoE\uff0c\u77e5\u8bc6\u63a8\u7406\u6570\u5b66\u5168\u9762\u6da8<\/strong><\/h2>\n\n\n\n<p>\u57fa\u4e8eEngram\u67b6\u6784\u4ee5\u53ca\u5b9e\u9a8c\u5f97\u51fa\u7684\u5206\u914d\u5b9a\u5f8b\uff0c\u4f5c\u8005\u5c06Engram\u6269\u5c55\u5230\u4e86\u6570\u5341\u4ebf\u53c2\u6570\u7684\u7ea7\u522b\uff0c\u4ee5\u6b64\u6765\u9a8c\u8bc1\u5176\u5728\u73b0\u5b9e\u4e16\u754cLLM\u9884\u8bad\u7ec3\u4e2d\u7684\u6709\u6548\u6027\u3002<\/p>\n\n\n\n<p>\u4ed6\u4eec\u8bad\u7ec3\u4e86\u4ee5\u4e0b\u56db\u4e2a\u6a21\u578b\uff1a<\/p>\n\n\n\n<p><strong>\u00b7<\/strong>Dense-4B \uff08\u603b\u53c2\u65704.1B\uff09<\/p>\n\n\n\n<p><strong>\u00b7<\/strong>MoE-27B \uff08\u603b\u53c2\u657026.7B\uff09<\/p>\n\n\n\n<p><strong>\u00b7<\/strong>Engram-27B \uff08\u603b\u53c2\u657026.7B\uff09<\/p>\n\n\n\n<p><strong>\u00b7<\/strong>Engram-40B \uff08\u603b\u53c2\u657039.5B\uff09<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/h3>\n\n\n\n<p>\u9996\u5148\uff0c\u4e0e\u5148\u524d\u7684\u6587\u732e\u7ed3\u8bba\u4e00\u81f4\uff0c\u7a00\u758f\u67b6\u6784\u8868\u73b0\u51fa\u4e86\u4f18\u4e8e\u5bc6\u96c6\u6a21\u578b\u7684\u6269\u5c55\u5b9a\u5f8b\u3002<\/p>\n\n\n\n<p>\u5728\u76f8\u540c\u7684\u8bad\u7ec3\u8ba1\u7b97\u9884\u7b97\u4e0b\uff0c\u6240\u6709\u4e09\u4e2a\u7a00\u758f\u53d8\u4f53\uff08MoE-27B\uff0cEngram-27B\/40B\uff09\u5728\u6240\u6709\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u90fd\u663e\u8457\u51fb\u8d25\u4e86\u7b49FLOPs\u7684Dense-4B\u57fa\u7ebf\u3002<\/p>\n\n\n\n<p>\u66f4\u91cd\u8981\u7684\u662f\uff0cEngram-27B\u59cb\u7ec8\u4f18\u4e8e\u7b49\u53c2\u6570\u4e14\u7b49FLOPs\u7684MoE-27B\u57fa\u7ebf\u3002<\/p>\n\n\n\n<p>\u6709\u8da3\u7684\u662f\uff0c\u8fd9\u4e9b\u6536\u76ca\u5e76\u4e0d\u4ec5\u9650\u4e8e\u77e5\u8bc6\u5bc6\u96c6\u578b\u4efb\u52a1\uff08MMLU\uff1a+3.0\uff0cMMLU-Pro\uff1a+1.8\uff0cCMMLU\uff1a+4.0\uff09\u3002<\/p>\n\n\n\n<p>\u5728\u901a\u7528\u63a8\u7406\u9886\u57df\uff08BBH\uff1a+5.0\uff0cARC-Challenge\uff1a+3.7\uff0cDROP\uff1a+3.3\uff09\uff0c\u4ee5\u53ca\u4ee3\u7801\u548c\u6570\u5b66\u63a8\u7406\uff08HumanEval\uff1a+3.0\uff0cMBPP\uff1a+1.6\uff0cGSM8K\uff1a+2.2\uff0cMATH\uff1a+2.4\uff09\u4e2d\uff0c\u63d0\u5347\u66f4\u4e3a\u663e\u8457\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e9b\u7ed3\u679c\u652f\u6301\u4e86\u4ed6\u4eec\u7684\u5047\u8bbe\uff1a\u5f15\u5165\u4e00\u4e2a\u4e13\u7528\u7684\u77e5\u8bc6\u67e5\u627e\u539f\u8bed\u6240\u5e26\u6765\u7684\u8868\u793a\u6548\u7387\u63d0\u5347\uff0c\u8981\u8d85\u8fc7\u5c06\u6240\u6709\u7a00\u758f\u9884\u7b97\u90fd\u5206\u914d\u7ed9\u6761\u4ef6\u8ba1\u7b97\u7684\u6548\u679c\u3002<\/p>\n\n\n\n<p>\u6700\u540e\uff0c\u6269\u5c55\u5230Engram-40B\u8fdb\u4e00\u6b65\u964d\u4f4e\u4e86\u9884\u8bad\u7ec3\u635f\u5931\uff0c\u5e76\u5728\u5927\u591a\u6570\u57fa\u51c6\u6d4b\u8bd5\u4e2d\u63d0\u5347\u4e86\u6027\u80fd\u3002<\/p>\n\n\n\n<p>\u53ef\u4ee5\u89c2\u5bdf\u5230\uff0cEngram-40B\u4e0e\u57fa\u7ebf\u4e4b\u95f4\u7684\u8bad\u7ec3\u635f\u5931\u5dee\u8ddd\u5728\u8bad\u7ec3\u540e\u671f\u4ecd\u5728\u6301\u7eed\u6269\u5927\uff0c\u8fd9\u8868\u660e\u6269\u5927\u7684\u5185\u5b58\u5bb9\u91cf\u5728\u5f53\u524d\u7684Token\u9884\u7b97\u5185\u5c1a\u672a\u5b8c\u5168\u9971\u548c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260113\/v2_dfb5b38729254f75ba6b016f90ff711a@5091053_oswg733409oswg1080oswg1203_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u6ce8\u610f\u529b\u5f7b\u5e95\u89e3\u653e\uff0c32k\u4e0a\u4e0b\u6587\u6027\u80fd\u72c2\u98d9<\/strong><\/h2>\n\n\n\n<p>\u901a\u8fc7\u5c06\u5c40\u90e8\u4f9d\u8d56\u5efa\u6a21\u7684\u4efb\u52a1\u5378\u8f7d\u7ed9\u9759\u6001\u67e5\u627e\uff0cEngram\u67b6\u6784\u4fdd\u7559\u4e86\u5b9d\u8d35\u7684\u6ce8\u610f\u529b\u5bb9\u91cf\u6765\u7ba1\u7406\u5168\u5c40\u4e0a\u4e0b\u6587\u3002<\/p>\n\n\n\n<p>\u901a\u8fc7\u957f\u4e0a\u4e0b\u6587\u6269\u5c55\u8bad\u7ec3\uff0c\u4f5c\u8005\u8bc1\u660e\u4e86Engram\u5728\u957f\u7a0b\u68c0\u7d22\u548c\u63a8\u7406\u4efb\u52a1\u4e0a\u5e26\u6765\u4e86\u663e\u8457\u7684\u63d0\u5347\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260113\/v2_8d7fc344a7ec4cda9bb4ad384aaec3b9@5091053_oswg408893oswg1080oswg494_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p><strong>1. \u8d85\u8d8a\u6ce8\u610f\u529b\u673a\u5236\u7684\u957f\u4e0a\u4e0b\u6587\u80fd\u529b<\/strong><\/p>\n\n\n\n<p>\u867d\u7136\u6ce8\u610f\u529b\u673a\u5236\u548c\u4f4d\u7f6e\u7f16\u7801\u63d0\u4f9b\u4e86\u5904\u7406\u4e0a\u4e0b\u6587\u7684\u7ed3\u6784\u57fa\u7840\uff0c\u4f46\u7ed3\u679c\u8868\u660e\uff0c\u957f\u4e0a\u4e0b\u6587\u6027\u80fd\u5e76\u975e\u4ec5\u7531\u67b6\u6784\u5148\u9a8c\u51b3\u5b9a\u3002<\/p>\n\n\n\n<p>\u8f68\u8ff9\u53ef\u89c1\uff0c\u957f\u4e0a\u4e0b\u6587\u6027\u80fd\u4e0e\u57fa\u5ea7\u6a21\u578b\u7684\u901a\u7528\u5efa\u6a21\u80fd\u529b\u672c\u8d28\u4e0a\u662f\u6302\u94a9\u7684\u3002<\/p>\n\n\n\n<p>\u56e0\u6b64\uff0c\u4e25\u683c\u7684\u67b6\u6784\u6bd4\u8f83\u5fc5\u987b\u901a\u8fc7\u5bf9\u9f50\u57fa\u5ea7\u6a21\u578b\u7684Loss\u6765\u63a7\u5236\u8fd9\u4e00\u5e72\u6270\u53d8\u91cf\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u7b80\u5355\u5730\u5bf9\u9f50\u8bad\u7ec3\u6b65\u6570\u3002<\/p>\n\n\n\n<p><strong>2. \u53d7\u63a7\u8bbe\u5b9a\u4e0b\u7684\u67b6\u6784\u4f18\u8d8a\u6027<\/strong><\/p>\n\n\n\n<p>\u5728\u4e0a\u8ff0\u539f\u5219\u7684\u6307\u5bfc\u4e0b\uff0c\u4f5c\u8005\u5c06Engram\u4e0eMoE \u57fa\u7ebf\u8fdb\u884c\u4e86\u5bf9\u6bd4\u3002\u5f53\u63a7\u5236\u4e86\u57fa\u5ea7\u80fd\u529b\u540e\uff0cEngram\u6a21\u5757\u7684\u6548\u7387\u589e\u76ca\u5c31\u53d8\u5f97\u975e\u5e38\u660e\u663e\uff1a<\/p>\n\n\n\n<p><strong>\u7b49Loss\u8bbe\u5b9a\uff0846k vs. \u57fa\u7ebf\uff09<\/strong>\uff1a\u5f53\u5bf9\u6bd4\u9884\u8bad\u7ec3Loss\u5bf9\u9f50\u7684Engram-27B\uff0846k\uff09\u548c\u5b8c\u5168\u8bad\u7ec3\u7684MoE-27B\uff0850k\uff09\u65f6\uff0cEngram \u5c55\u73b0\u51fa\u4e86\u663e\u8457\u7684\u589e\u76ca\u3002<\/p>\n\n\n\n<p><strong>\u7b49FLOPs\u8bbe\u5b9a\uff0850k vs. \u57fa\u7ebf\uff09<\/strong>\uff1a\u5728\u6807\u51c6\u7684\u7b49\u8ba1\u7b97\u9884\u7b97\u4e0b\uff0cEngram-27B\uff0850k\uff09\u8fdb\u4e00\u6b65\u62c9\u5927\u4e86\u8fd9\u4e00\u5dee\u8ddd\uff0c\u786e\u7acb\u4e86\u5168\u9762\u7684\u6700\u4f73\u6027\u80fd\u3002<\/p>\n\n\n\n<p><strong>\u6781\u7aef\u8bbe\u5b9a\uff08\u224882%\u8ba1\u7b97\u91cf\uff09<\/strong>\uff1a\u5373\u4fbf\u662f\u63d0\u524d\u505c\u6b62\u8bad\u7ec3\u7684Engram-27B\uff0841k\uff09\uff0c\u5728\u9762\u5bf9\u5b8c\u5168\u8bad\u7ec3\u7684MoE-27B\uff0850k\uff09\u65f6\u4f9d\u7136\u6781\u5177\u7ade\u4e89\u529b\u3002\u8fd9\u51f8\u663e\u4e86Engram\u67b6\u6784\u5185\u5728\u7684\u4f18\u8d8a\u6027\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u8ba1\u7b97+\u8bb0\u5fc6\u53cc\u8f74\u65f6\u4ee3\uff0c\u76f4\u63a5\u878d\u5165V4\uff1f<\/strong><\/h2>\n\n\n\n<p>DeepSeek\u6700\u65b0\u8bba\u6587\uff0c\u6253\u5f00\u4e86\u7a00\u758f\u5316\u7684\u7b2c\u4e8c\u6761\u8def\uff0c\u662f\u4e00\u6761\u975e\u5e38\u5177\u6709\u542f\u53d1\u6027\u7684\u8def\u7ebf\uff1a<\/p>\n\n\n\n<p>\u7a00\u758f\u5316\u6a21\u578b\u8fdb\u5165\u4e86\u300c\u8ba1\u7b97+\u8bb0\u5fc6\u300d\u53cc\u8f74\u65f6\u4ee3\u3002<\/p>\n\n\n\n<p>MoE\u7ee7\u7eed\u8d1f\u8d23\u52a8\u6001\u8ba1\u7b97\u4e0e\u63a8\u7406<\/p>\n\n\n\n<p>Engram\u8d1f\u8d23\u5b58\u50a8\u4e0e\u68c0\u7d22\u9759\u6001\u77e5\u8bc6\u4e0e\u5c40\u90e8\u6a21\u5f0f<\/p>\n\n\n\n<p>\u5982\u4e0a\u7684U\u578bscaling law\u8bc1\u660e\u4e86\uff0c\u7a00\u758f\u9884\u7b97\u5168\u90e8\u7ed9MoE\uff0c\u4e0d\u662f\u5168\u5c40\u6700\u4f18\uff0c\u7559\u51fa\u4e00\u90e8\u5206\u7ed9Engram\u6574\u4f53\u66f4\u5f3a\u3002<\/p>\n\n\n\n<p><strong>1. \u7a00\u758f\u5316\u76ee\u6807\u53d8\u5f97\u66f4\u4e30\u5bcc\u4e86<\/strong><\/p>\n\n\n\n<p>\u6761\u4ef6\u8ba1\u7b97\u89e3\u51b3\u4e86FLOPs\uff0c\u6761\u4ef6\u8bb0\u5fc6\u89e3\u51b3\u4e86\u5bb9\u91cf\u4e0e\u6a21\u5f0f\u68c0\u7d22\uff0c\u4e24\u7ebf\u5747\u53ef\u4e92\u8865\u3002<\/p>\n\n\n\n<p><strong>2. Engram\u6536\u76ca\u5e26\u6709\u7ed3\u6784\u6027<\/strong><\/p>\n\n\n\n<p>\u5b83\u8ba9LLM\u77e5\u8bc6\u80fd\u529b\u66b4\u6da8\u540c\u65f6\uff0c\u4e5f\u95f4\u63a5\u63d0\u5347\u4e86\u63a8\u7406\u3001\u6570\u5b66\u3001\u4ee3\u7801\u7684\u6027\u80fd\uff0c\u56e0\u4e3aTransfomer\u4e3b\u5e72\u7684\u6df1\u5ea6\u548c\u6ce8\u610f\u529b\u8ba1\u7b97\u6548\u7528\u66f4\u300c\u503c\u94b1\u300d\u4e86\u3002<\/p>\n\n\n\n<p><strong>3. \u786e\u5b9a\u6027\u67e5\u8868\uff0c\u5f88\u9002\u5408\u7cfb\u7edf\u4f18\u5316<\/strong><\/p>\n\n\n\n<p>\u6a21\u578b\u9884\u53d6\u548c\u5378\u8f7d\u5f88\u5927\uff0c\u4e3a\u300c\u66f4\u5927\u53c2\u6570\u3001\u540c\u7b49\u541e\u5410\u300d\u63d0\u4f9b\u4e86\u4e00\u79cd\u53ef\u884c\u7684\u5de5\u7a0b\u8def\u7ebf\u3002<\/p>\n\n\n\n<p>\u5982\u4eca\uff0c\u5168\u7f51\u90fd\u5728\u731c\u6d4b\uff0c\u6625\u8282\u6863\u7684V4\u6709\u5f88\u5927\u6982\u7387\u4f1a\u628aEngram\u878d\u5165\u4e3b\u5e72\u67b6\u6784\u3002<\/p>\n\n\n\n<p>\u56de\u770b\u6b64\u524dDeepSeek\u8def\u7ebf\uff1a<\/p>\n\n\n\n<p>DeepSeek V2\u66fe\u5f15\u5165MLA\uff0c\u5927\u5e45\u63d0\u5347\u4e86\u63a8\u7406\u6548\u7387\u548cKV\u7f13\u5b58\u53cb\u597d\u5ea6\uff1b<\/p>\n\n\n\n<p>DeepSeek V3\u6301\u7eed\u4f18\u5316MoE\uff0c\u5b9e\u73b0\u65e0\u635f\u8d1f\u8f7d\u5747\u8861\uff0c\u8bad\u7ec3\u66f4\u7a33\u5b9a\uff0c\u6210\u672c\u66f4\u4f4e\u3002<\/p>\n\n\n\n<p>\u82e5\u662fV4\u771f\u7684\u628aEngram\u843d\u5730\uff0c\u90a3\u5c06\u4e0d\u4ec5\u662f\u53c2\u6570\u89c4\u6a21\u7684\u63d0\u5347\uff0c\u66f4\u662f\u67b6\u6784\u8303\u5f0f\u7684\u53c8\u4e00\u6b21\u8dc3\u8fc1\u3002<\/p>\n\n\n\n<p>\u518d\u52a0\u4e0a\uff0c\u6b64\u524d\u7206\u51fa\uff0cV4\u4ee3\u7801\u5b9e\u529b\u53ef\u80fd\u8d76\u8d85Claude\u3001ChatGPT\u7cfb\u5217\u3002<\/p>\n\n\n\n<p>\u4eca\u5e74\u7684\u6625\u8282\u5927\u793c\uff0c\u771f\u662f\u8ba9\u4eba\u671f\u5f85\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260113\/v2_a4241e9ed0df42e78db9c6f59fd1da59@5091053_oswg63289oswg1080oswg240_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260113\/v2_18a0da8600c84db1b2a6d3f5ea5ecdc3@5091053_oswg47535oswg1080oswg159_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260113\/v2_045fbdd5fb7e4bba82727192bd870bee@5091053_oswg380279oswg1080oswg1106_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4f5c\u8005\u4ecb\u7ecd<\/strong><\/h2>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Xin Cheng<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260113\/v2_7b6cc10e361d486481d187dd8c8ff6c9@5091053_oswg45334oswg300oswg375_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p>Xin Cheng\u76ee\u524d\u5728\u5317\u4eac\u5927\u5b66\u8bfb\u535a\uff0c\u4e3b\u653b\u81ea\u7136\u8bed\u8a00\u5904\u7406\u65b9\u5411\uff0c\u7814\u7a76\u91cd\u70b9\u662f\u5927\u8bed\u8a00\u6a21\u578b\u548c\u68c0\u7d22\u589e\u5f3a\u751f\u6210\u3002<\/p>\n\n\n\n<p>\u4f5c\u4e3a\u4e00\u540d\u5b66\u672f\u65b0\u79c0\uff0c\u4ed6\u5728\u5708\u5185\u5df2\u7ecf\u505a\u51fa\u4e86\u4e0d\u5c11\u6210\u7ee9\uff0c\u5c24\u5176\u662f\u5728NeurIPS\u3001ACL\u548cEMNLP\u8fd9\u4e9b\u9876\u4f1a\u4e0a\uff0c\u53d1\u4e86\u591a\u7bc7\u4e00\u4f5c\u8bba\u6587\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/img.36krcdn.com\/hsossms\/20260113\/v2_40bfd4bd89da4dffa585c33c760a5011@5091053_oswg179081oswg1080oswg557_img_000?x-oss-process=image\/format,jpg\/interlace,1\" alt=\"\"\/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u539f\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/36kr.com\/p\/3637163406624008\">https:\/\/36kr.com\/p\/3637163406624008<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6df1\u591c\uff0c\u6881\u6587\u950b\u7f72\u540d\u7684DeepSeek\u65b0\u8bba\u6587\u53c8\u6765\u4e86\u3002\u8fd9\u4e00\u6b21\uff0c\u4ed6\u4eec\u63d0\u51fa\u5168\u65b0&#46;&#46;&#46;<\/p>\n","protected":false},"author":2,"featured_media":542,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11],"tags":[],"class_list":["post-1295","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news"],"_links":{"self":[{"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/posts\/1295","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/comments?post=1295"}],"version-history":[{"count":1,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/posts\/1295\/revisions"}],"predecessor-version":[{"id":1296,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/posts\/1295\/revisions\/1296"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/media\/542"}],"wp:attachment":[{"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/media?parent=1295"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/categories?post=1295"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/smartaiunion.com\/index.php\/wp-json\/wp\/v2\/tags?post=1295"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}