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\"\u5b57\u8282Seed\uff1a\u5927\u6982\u5ff5\u6a21\u578b\u6765\u4e86\uff0c\u63a8\u7406\u7684\u4f55\u5fc5\u662f\u4e0b\u4e00\u4e2atoken\"\/<\/div><\/figure>\n
\"\u5b57\u8282Seed\uff1a\u5927\u6982\u5ff5\u6a21\u578b\u6765\u4e86\uff0c\u63a8\u7406\u7684\u4f55\u5fc5\u662f\u4e0b\u4e00\u4e2atoken\"\/<\/div><\/figure>\n
\"\u5b57\u8282Seed\uff1a\u5927\u6982\u5ff5\u6a21\u578b\u6765\u4e86\uff0c\u63a8\u7406\u7684\u4f55\u5fc5\u662f\u4e0b\u4e00\u4e2atoken\"\/<\/div><\/figure>\n
\"\u5b57\u8282Seed\uff1a\u5927\u6982\u5ff5\u6a21\u578b\u6765\u4e86\uff0c\u63a8\u7406\u7684\u4f55\u5fc5\u662f\u4e0b\u4e00\u4e2atoken\"\/<\/div><\/figure>\n

henry \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n

LLM\u7684\u4e0b\u4e00\u4e2a\u63a8\u7406\u5355\u4f4d\uff0c\u4f55\u5fc5\u662fToken\uff1f<\/p>\n

\u521a\u521a\uff0c\u5b57\u8282Seed\u56e2\u961f\u53d1\u5e03\u6700\u65b0\u7814\u7a76\u2014\u2014<\/p>\n

DLCM\uff08Dynamic Large Concept Models\uff09\u5c06\u5927\u6a21\u578b\u7684\u63a8\u7406\u5355\u4f4d\u4ecetoken\uff08\u8bcd\uff09 \u52a8\u6001\u4e14\u81ea\u9002\u5e94\u5730\u63a8\u5230\u4e86concept\uff08\u6982\u5ff5\uff09\u5c42\u7ea7\u3002<\/p>\n

DLCM\u901a\u8fc7\u7aef\u5230\u7aef\u5730\u65b9\u5f0f\u5b66\u4e60\u8bed\u4e49\u8fb9\u754c\uff0c\u52a8\u6001\u5730\u5c06Token\u5e8f\u5217\u5206\u5272\u6210\u6982\u5ff5\uff0c\u5728\u538b\u7f29\u540e\u7684\u6982\u5ff5\u7a7a\u95f4\u4e2d\u8fdb\u884c\u6df1\u5ea6\u63a8\u7406\uff0c\u5e76\u501f\u52a9\u56e0\u679c\u4ea4\u53c9\u6ce8\u610f\u529b\u5c06\u6982\u5ff5\u7ea7\u63a8\u7406\u7ed3\u679c\u91cd\u6784\u4e3aToken\u7ea7\u9884\u6d4b\u3002<\/p>\n

\u7531\u6b64\uff0c\u4f20\u7edfLLM\u4e2d\u57fa\u4e8e\u5747\u5300\u3001\u5197\u4f59Token\u4fe1\u606f\u5bc6\u5ea6\u7684\u8ba1\u7b97\u5206\u914d\uff0c\u88ab\u8f6c\u5316\u4e3a\u9762\u5411\u6982\u5ff5\u7684\u52a8\u6001\u63a8\u7406\u4e0e\u81ea\u9002\u5e94\u7b97\u529b\u5206\u914d\u3002<\/p>\n

\u5728\u4ee5\u63a8\u7406\u4e3a\u4e3b\u7684\u57fa\u51c6\u4efb\u52a1\u4e0a\uff0cDLCM\u5728\u5c06\u63a8\u7406\u9636\u6bb5FLOPs\u964d\u4f4e34%\u7684\u540c\u65f6\uff0c\u8fd8\u5c06\u5e73\u5747\u51c6\u786e\u7387\u63d0\u5347\u4e862.69%\u3002<\/p>\n

\u8fd9\u4e5f\u610f\u5473\u7740\uff0c\u5927\u6a21\u578b\u7684\u63a8\u7406\u6548\u7387\u5e76\u4e0d\u5fc5\u7136\u4f9d\u8d56\u66f4\u5bc6\u96c6\u7684Token\u7ea7\u8ba1\u7b97\uff0c\u800c\u53ef\u4ee5\u901a\u8fc7\u66f4\u9ad8\u5c42\u7ea7\u7684\u8bed\u4e49\u7ec4\u7ec7\u6765\u83b7\u5f97\u3002<\/p>\n

\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5177\u4f53\u6765\u770b\u3002<\/p>\n

\u5982\u4e0a\u6240\u8bf4\uff0cDLCM\u7684\u6838\u5fc3\u5728\u4e8e\u5b66\u4e60\u52a8\u6001\u7684Token-\u6982\u5ff5\u6620\u5c04\uff0c\u5b9e\u73b0\u4e86\u8ba1\u7b97\u8d44\u6e90\u7684\u81ea\u9002\u5e94\u5206\u914d\u3002<\/p>\n

\u4e4b\u6240\u4ee5\u8fd9\u6837\u505a\u4e3b\u8981\u6709\u4e24\u65b9\u9762\u539f\u56e0\uff1a<\/p>\n

\u4e00\u65b9\u9762\uff0c\u5728\u81ea\u7136\u8bed\u8a00\u4e2d\uff0c\u4fe1\u606f\u7684\u5206\u5e03\u5e76\u4e0d\u662f\u5747\u5300\u7684\uff0c\u800c\u662f\u96c6\u4e2d\u5728\u96c6\u4e2d\u5728\u5c11\u6570\u8bed\u4e49\u8f6c\u6362\u7684\u8282\u70b9\u4e0a\u3002<\/p>\n

\u7136\u800c\uff0c\u5728\u5f53\u524d\u7684LLM\u4e2d\uff0c\u6240\u6709token\u88ab\u7edf\u4e00\u5904\u7406\uff0c\u4fe1\u606f\u5bc6\u5ea6\u4e0d\u5747\u5300\u7684\u81ea\u7136\u8bed\u8a00\u6d88\u8017\u4e86\u540c\u6837\u7684\u8ba1\u7b97\u91cf\uff0c\u9020\u6210\u4e86\u5927\u91cf\u7684\u5197\u4f59\u4e0e\u6a21\u578b\u5bb9\u91cf\u7684\u9519\u914d\u3002<\/p>\n

\u53e6\u4e00\u65b9\u9762\uff0c\u6b64\u524d\u57fa\u4e8e\u6f5c\u5728\u63a8\u7406\u7684\u6846\u67b6\uff0c\u5982\u5927\u578b\u6982\u5ff5\u6a21\u578b\uff08Large Concept Model, LCM\uff09\u7b49\uff0c\u4e0d\u4ec5\u9700\u8981\u5355\u72ec\u8bad\u7ec3\u7f16\u7801\u5668\u548c\u89e3\u7801\u5668\uff0c\u8fd8\u4f9d\u8d56\u4eba\u4e3a\u5212\u5206\u7684\u56fa\u5b9a\u7684\u3001\u53e5\u5b50\u7ea7\u522b\u7684\u7c92\u5ea6\uff0c\u7f3a\u4e4f\u62d3\u5c55\u6027\u4e0e\u81ea\u9002\u5e94\u6027\u3002<\/p>\n

\u9488\u5bf9\u8fd9\u4e9b\u95ee\u9898\uff0cDLCM\u901a\u8fc7\u4e00\u79cd\u5206\u5c42\u7684\u4e0b\u4e00token\u9884\u6d4b\u6846\u67b6\uff0c\u5c06\u8ba1\u7b97\u91cd\u5fc3\u8f6c\u79fb\u5230\u538b\u7f29\u540e\u7684\u8bed\u4e49\u7a7a\u95f4\uff0c\u5b9e\u73b0\u4e86\u66f4\u9ad8\u6548\u7684\u6df1\u5ea6\u63a8\u7406\u3002<\/p>\n

\u5177\u4f53\u6765\u8bf4\uff0c\u8fd9\u4e00\u6846\u67b6\u5305\u542b\u56db\u4e2a\u9636\u6bb5\uff1a<\/p>\n

\u9996\u5148\uff0c\u5728\u7f16\u7801\u9636\u6bb5\uff0cDLCM\u901a\u8fc7\u4e00\u4e2a\u7f16\u7801\u5668\uff0c\u63d0\u53d6\u7ec6\u7c92\u5ea6\u7684Token\u7ea7\u8868\u793a\uff0c\u6355\u83b7\u5c40\u90e8\u4e0a\u4e0b\u6587\u4fe1\u606f\uff0c\u4f5c\u4e3a\u8fb9\u754c\u68c0\u6d4b\u548c\u6700\u7ec8Token\u7ea7\u89e3\u7801\u7684\u57fa\u7840\u3002<\/p>\n

\u63a5\u4e0b\u6765\uff0c\u5728\u52a8\u6001\u5206\u5272\u9636\u6bb5\uff0c\u6a21\u578b\u57fa\u4e8eToken\u7ea7\u8868\u793a\uff0c\u8ba1\u7b97\u76f8\u90bbToken\u4e4b\u95f4\u5728\u6f5c\u5728\u7a7a\u95f4\u4e2d\u7684\u5c40\u90e8\u4e0d\u76f8\u4f3c\u6027\uff08\u4f7f\u7528\u4f59\u5f26\u8ddd\u79bb\uff09\uff0c\u5f53\u4e0d\u76f8\u4f3c\u5ea6\u8d85\u8fc7\u9608\u503c\u65f6\uff0c\u6a21\u578b\u5224\u65ad\u4e3a\u4e00\u4e2a\u8bed\u4e49\u65ad\u70b9\uff08\u6982\u5ff5\u8fb9\u754c\uff09\u3002<\/p>\n

\u4e0e\u56fa\u5b9a\u53e5\u5b50\u957f\u5ea6\u4e0d\u540c\uff0cDLCM\u7aef\u5230\u7aef\u5730\u5b66\u4e60\u8fd9\u4e9b\u8fb9\u754c\uff0c\u5b9e\u73b0\u5185\u5bb9\u81ea\u9002\u5e94\u7684\u5206\u5272\u3002<\/p>\n

\u5b83\u5c06\u540c\u4e00\u7247\u6bb5\u5185\uff08\u5373\u540c\u4e00\u6982\u5ff5\u5185\uff09\u7684\u6240\u6709Token\u8868\u793a\u8fdb\u884c\u5747\u503c\u6c60\u5316\uff08Mean Pooling\uff09\uff0c\u7136\u540e\u6295\u5f71\u5230\u66f4\u9ad8\u7ef4\u5ea6\u7684\u6982\u5ff5\u7ef4\u5ea6\u4e0a\uff0c\u6700\u7ec8\u5f62\u6210\u4e00\u4e2a\u957f\u5ea6\u5927\u5927\u538b\u7f29\u7684\u6982\u5ff5\u5e8f\u5217 \u3002<\/p>\n

\u7136\u540e\uff0c\u5728\u6982\u5ff5\u7ea7\u63a8\u7406\u9636\u6bb5\uff0c\u6a21\u578b\u5c06\u4e0a\u9762\u5f97\u5230\u7684\u6982\u5ff5\u5e8f\u5217\u5728\u538b\u7f29\u7a7a\u95f4\u4e2d\u8fdb\u884c\u6df1\u5ea6\u7684\u3001\u9ad8\u5bb9\u91cf\u7684\u63a8\u7406\uff0c\u5f97\u5230\u7ecf\u8fc7\u6df1\u5ea6\u63a8\u7406\u548c\u4fe1\u606f\u6574\u5408\u540e\u7684\u6982\u5ff5\u8868\u793a\u3002<\/p>\n

\u6700\u540e\uff0c\u5728Token\u7ea7\u89e3\u7801\u9636\u6bb5\uff0cDLCM\u5229\u7528\u7ecf\u8fc7\u63a8\u7406\u7684\u6982\u5ff5\u8868\u793a\uff0c\u91cd\u6784\u5e76\u9884\u6d4b\u4e0b\u4e00\u4e2atoken\u3002<\/p>\n

\u7531\u6b64\uff0cDLCM\u901a\u8fc7\u4ee5\u4e0a\u56db\u4e2a\u6b65\u9aa4\uff0c\u6210\u529f\u5730\u5c06\u8ba1\u7b97\u5206\u914d\u4ece\u4f4e\u6548\u7684Token-Token\u4ea4\u4e92\uff0c\u8f6c\u79fb\u5230\u9ad8\u6548\u7684Token-\u6982\u5ff5-Token \u4ea4\u4e92\uff0c\u5b9e\u73b0\u4e86\u8ba1\u7b97\u8d44\u6e90\u7684\u81ea\u9002\u5e94\u3001\u7ed3\u6784\u5316\u5229\u7528\u3002<\/p>\n

\u867d\u7136DLCM\u67b6\u6784\u5728\u8bbe\u8ba1\u4e0a\u5b9e\u73b0\u4e86Token\u7ea7\u548c\u6982\u5ff5\u7ea7\u6a21\u5757\u7684\u5f02\u6784\uff0c\u4f46\u540c\u65f6\u4e5f\u5f15\u5165\u4e86\u65b0\u7684\u5de5\u7a0b\u548c\u8bad\u7ec3\u6311\u6218\u3002<\/p>\n

DLCM \u7684\u6838\u5fc3\u4f18\u52bf\u5728\u4e8e\u5b83\u80fd\u591f\u6839\u636e\u4fe1\u606f\u5bc6\u5ea6\u52a8\u6001\u5730\u5212\u5206\u6982\u5ff5\u3002<\/p>\n

\u4f8b\u5982\uff0c\u5bf9\u4e8e\u4fe1\u606f\u5197\u4f59\u5ea6\u9ad8\u7684\u4ee3\u7801\u6216\u7b80\u5355\u6587\u672c\uff0c\u53ef\u4ee5\u6fc0\u8fdb\u5730\u538b\u7f29\uff1b\u5bf9\u4e8e\u8bed\u4e49\u590d\u6742\u7684\u8f6c\u6298\u70b9\uff0c\u5219\u4fdd\u6301\u8f83\u4f4e\u538b\u7f29\u6bd4\u3002<\/p>\n

\u4e3a\u5b9e\u73b0\u8fd9\u4e00\u70b9\uff0c\u7814\u7a76\u5f15\u5165\u4e86\u5168\u5c40\u89e3\u6790\u5668\uff08Global Parser\uff09\u548c\u8f85\u52a9\u635f\u5931\u51fd\u6570\u3002<\/p>\n

\u8fd9\u4e2a\u673a\u5236\u7684\u5173\u952e\u5728\u4e8e\uff1a\u5b83\u4e0d\u8981\u6c42\u5355\u4e2a\u5e8f\u5217\u4e25\u683c\u9075\u5faa\u76ee\u6807\u538b\u7f29\u6bd4 \uff0c\u800c\u662f\u5728\u6574\u4e2aBatch\u5c42\u9762\u7ea6\u675f\u5e73\u5747\u8fb9\u754c\u751f\u6210\u7387\u3002<\/p>\n

\u8fd9\u4f7f\u5f97DLCM\u5728\u5171\u4eab\u5168\u5c40\u538b\u7f29\u6bd4\u4f8b\u76ee\u6807\u7684\u524d\u63d0\u4e0b\uff0c\u5b9e\u73b0\u4e86\u968f\u9886\u57df\u53d8\u5316\u3001\u968f\u5185\u5bb9\u6ce2\u52a8\u7684\u81ea\u9002\u5e94\u5206\u6bb5\uff0c\u4ece\u800c\u5c06\u8ba1\u7b97\u8d44\u6e90\u7cbe\u51c6\u5730\u5206\u914d\u5230\u8bed\u4e49\u6700\u5173\u952e\u7684\u533a\u57df\u3002<\/p>\n

\u5728\u89e3\u7801\u9636\u6bb5\uff0cToken\u9700\u8981\u901a\u8fc7\u56e0\u679c\u4ea4\u53c9\u6ce8\u610f\u529b\u5173\u6ce8\u5176\u6240\u5c5e\u7684\u6982\u5ff5\u3002<\/p>\n

\u7531\u4e8e\u6bcf\u4e2a\u6982\u5ff5\u5305\u542b\u7684Token\u6570\u91cf\u662f\u53d8\u5316\u7684\uff0c\u5982\u679c\u76f4\u63a5\u5b9e\u73b0\uff0c\u4f1a\u4e25\u91cd\u4f9d\u8d56\u6548\u7387\u4f4e\u4e0b\u7684\u52a8\u6001\u63a9\u7801\u548c\u4e0d\u89c4\u5219\u7684\u5185\u5b58\u8bbf\u95ee\u3002<\/p>\n

\u9488\u5bf9\u8fd9\u4e00\u95ee\u9898\uff0c\u7814\u7a76\u5f15\u5165\u6982\u5ff5\u590d\u5236\uff08Concept Replication\uff09\u7b56\u7565\u3002\u5b83\u5c06\u6982\u5ff5\u7279\u5f81\u6cbf\u7740\u5e8f\u5217\u7ef4\u5ea6\u590d\u5236\u6269\u5c55\uff0c\u4f7f\u5176\u957f\u5ea6\u4e0e\u539f\u59cbToken\u5e8f\u5217\u5bf9\u9f50\u3002<\/p>\n

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\u53c2\u8003\u94fe\u63a5<\/p>\n

[1]https:\/\/x.com\/GeZhang86038849<\/p>\n

[2]https:\/\/arxiv.org\/abs\/2512.24617<\/p>\n

\n

\u7248\u6743\u58f0\u660e\uff1a<\/strong><\/p>\n

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henry \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n

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