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\u8fd9\u8bf4\u660e\u4ec0\u4e48\uff1f\u7406\u89e3\u4e0d\u4ec5\u6ca1\u62d6\u7d2f\u751f\u6210\uff0c\u53cd\u800c\u8868\u73b0\u51fa\u534f\u540c\u6f5c\u529b\u3002<\/p>\n

\u4ee5\u53ca\u6700\u540e\u8fd8\u6709\u5f88\u91cd\u8981\u7684\u4e00\u70b9\uff0c\u90a3\u5c31\u662f\u771f\u00b7\u539f\u751f\u3002<\/p>\n

\u4ee5\u524d\u7684\u591a\u6a21\u6001\u6a21\u578b\uff0c\u672c\u8d28\u4e0a\u5929\u5929\u5e72\u7684\u662f\u201c\u5bf9\u9f50\u201d\u7684\u6d3b\u513f\u2014\u2014\u4e0d\u540c\u6a21\u6001\u4e4b\u95f4\u201c\u5bf9\u8bdd\u201d\u9700\u8981\u9760\u201c\u7ffb\u8bd1\u4f20\u8bdd\u201d\u3002<\/p>\n

\u800c\u73b0\u5728\uff0c\u7f8e\u56e2LongCat\u53d1\u73b0\uff1a<\/p>\n

\u628a\u4e0d\u540c\u6a21\u6001\u7684Token\u4e22\u8fdbt-SNE\u53ef\u89c6\u5316\u4e4b\u540e\uff0c\u5b83\u4eec\u4e0d\u662f\u5404\u5360\u4e00\u89d2\uff0c\u800c\u662f\u6df7\u5728\u4e00\u8d77\uff0c\u81ea\u7136\u4ea4\u878d\uff0c\u800c\u4e14\u4e0d\u540c\u7684\u4e13\u5bb6\u6a21\u5757\u5f00\u59cb\u81ea\u52a8\u504f\u597d\u5904\u7406\u56fe\u50cf\u3001\u6587\u5b57\u6216\u8bed\u97f3\u3002<\/p>\n

\u8fd9\u8bf4\u660e\uff0c\u6a21\u578b\u4e0d\u662f\u5728\u201c\u62fc\u51d1\u201d\u591a\u6a21\u6001\uff0c\u800c\u662f\u5728\u5185\u90e8\u957f\u51fa\u4e86\u4e00\u4e2a\u7edf\u4e00\u7684\u591a\u6a21\u6001\u4e16\u754c\u3002<\/p>\n

\u8bf4\u5230\u8fd9\u91cc\uff0c\u61c2\u884c\u7684\u670b\u53cb\u53ef\u80fd\u5c31\u95ee\u4e86\uff1a<\/p>\n

OK\uff0c\u73b0\u5728\u6211\u4eec\u5df2\u7ecf\u77e5\u9053DiNA\u67b6\u6784\u957f\u4ec0\u4e48\u6837\u3001\u5177\u4f53\u600e\u4e48\u8fd0\u4f5c\u7684\u4e86\uff0c\u4f46\u8fd9\u91cc\u8fd8\u6709\u4e00\u4e2a\u5173\u952e\u95ee\u9898\u6ca1\u6709\u88ab\u63d0\u5230\uff1a<\/p>\n

\u5b83\u662f\u600e\u4e48\u628a\u4e0d\u540c\u6a21\u6001\u79bb\u6563\u6210Token\u7684\uff1f\u6587\u672c\u4e0d\u5fc5\u591a\u8bf4\uff0c\u81f3\u5c11\u5f97\u8bf4\u6e05\u56fe\u50cf\u548c\u8bed\u97f3\u548b\u5904\u7406\u7684\u3002<\/p>\n

\u800c\u8fd9\uff0c\u5c31\u8981\u8c08\u5230\u7f8e\u56e2LongCat\u7684\u53e6\u4e00\u9879\u81ea\u7814\u4e86\u3002<\/p>\n

\u4e00\u822c\u6765\u8bf4\uff0c\u57fa\u4e8e\u4ee5\u4e0b\u4e24\u70b9\u7406\u7531\uff0c\u79bb\u6563\u5efa\u6a21\u4e00\u76f4\u88ab\u4eba\u8bf4\u201c\u4e0d\u884c\u201d\uff1a<\/p>\n

\u4f46\u7f8e\u56e2LongCat\u5c31\u8bf4\u4e86\uff0c\u8fd9\u4e9b\u8fd8\u771f\u4e0d\u662f\u5173\u952e\u3002<\/p>\n

\u771f\u6b63\u51b3\u5b9a\u4e0a\u9650\u7684\uff0c\u662f\u79bb\u6563Token\u672c\u8eab\u662f\u5426\u5177\u5907\u8bed\u4e49\u5b8c\u5907\u6027\uff08Semantic Completeness\uff09\u3002<\/p>\n

\u6362\u8a00\u4e4b\uff0c\u95ee\u9898\u4e0d\u5728\u201c\u8981\u4e0d\u8981\u79bb\u6563\u201d\uff0c\u800c\u5728\u79bb\u6563\u540e\u7684Token\u672c\u8eab\u5230\u5e95\u591f\u4e0d\u591f\u201c\u6709\u5185\u5bb9\u201d\u2014\u2014\u65e2\u61c2\u5927\u610f\uff0c\u53c8\u62a0\u7ec6\u8282\u3002<\/p>\n

\u6240\u4ee5\u73b0\u5728\u95ee\u9898\u5c31\u53d8\u6210\u4e86\uff1a\u600e\u4e48\u6784\u5efa\u5408\u9002\u7684\u8868\u5f81\u57fa\u7840\uff1f<\/p>\n

\u5148\u8bf4\u89c6\u89c9\u3002<\/p>\n

\u5bf9\u6b64\uff0c\u7f8e\u56e2LongCat\u60f3\u4e86\u4e24\u62db\u3002<\/p>\n

\u7b2c\u4e00\u62db\uff1a\u5148\u628a\u57fa\u7840\u6253\u597d\uff0c\u8ba9\u4fe1\u606f\u5728\u88ab\u79bb\u6563\u524d\u5c3d\u53ef\u80fd\u4e30\u5bcc\u3001\u51c6\u786e\u3002<\/p>\n

\u4ed6\u4eec\u62ff\u51fa\u8bed\u4e49\u5bf9\u9f50\u7f16\u7801\u5668SAE\uff08Semantic-and-Aligned Encoder\uff09\uff0c\u7528\u6765\u4ece\u56fe\u50cf\u4e2d\u63d0\u70bc\u9ad8\u4fe1\u606f\u5bc6\u5ea6\u3001\u591a\u5c5e\u6027\u7684\u7279\u5f81\u3002<\/p>\n

\u4e0d\u540c\u4e8e\u4f20\u7edf\u5bf9\u6bd4\u5b66\u4e60\uff08\u5982SigLIP\u90a3\u79cd\u201c\u770b\u6587\u5b57\u548c\u56fe\u7247\u662f\u5426\u5339\u914d\u201d\uff09\uff0cSAE\u662f\u901a\u8fc7\u5927\u89c4\u6a21\u89c6\u89c9-\u8bed\u8a00\u76d1\u7763\uff0c\u50cf\u505a\u9605\u8bfb\u7406\u89e3\u4e00\u6837\uff0c\u628a\u56fe\u50cf\u63cf\u8ff0\u3001\u89c6\u89c9\u95ee\u7b54\u3001\u89c6\u89c9\u63a8\u7406\u7edf\u7edf\u5b66\u4e00\u904d\u3002<\/p>\n

\u7ed3\u679c\u5c31\u662f\uff0c\u5b83\u63d0\u53d6\u7684\u7279\u5f81\u65e2\u6709\u201c\u8fd9\u662f\u4ec0\u4e48\u201d\u7684\u8bed\u4e49\uff0c\u53c8\u6709\u201c\u957f\u4ec0\u4e48\u6837\u201d\u7684\u7ec6\u8282\u3002<\/p>\n

\u7b2c\u4e8c\u62db\uff1a\u7529\u51fa\u81ea\u7814\u89c6\u89c9\u5206\u8bcd\u5668dNaViT\uff0c\u628aSAE\u63d0\u70bc\u51fa\u6765\u7684\u7279\u5f81\uff0c\u9010\u7ea7\u91cf\u5316\u6210\u79bb\u6563Token\u3002<\/p>\n

\u600e\u4e48\u4e2a\u9010\u7ea7\u91cf\u5316\uff1fdNaViT\u8fd9\u91cc\u91c7\u7528\u7684\u662f8\u5c42\u6b8b\u5dee\u5411\u91cf\u91cf\u5316\uff08RVQ\uff09\uff0c\u901a\u4fd7\u6765\u8bb2\u5c31\u662f\u201c\u5206\u5c42\u6253\u5305\u201d\u3002<\/p>\n

\u65e2\u7136\u7ec6\u8282\u5f88\u591a\uff0c\u90a3\u5c31\u7b2c\u4e00\u5c42\u6253\u5305\u8f6e\u5ed3\u3001\u7b2c\u4e8c\u5c42\u6253\u5305\u989c\u8272\u3001\u7b2c\u4e09\u5c42\u6253\u5305\u7eb9\u7406\u2026\u2026<\/p>\n

\u6bcf\u4e00\u5c42\u53ea\u8d1f\u8d23\u4e0a\u4e00\u5c42\u6ca1\u5305\u8fdb\u53bb\u7684\u201c\u5269\u4f59\u4fe1\u606f\u201d\u3002<\/p>\n

8\u5c42\u8865\u4e0b\u53bb\u4e4b\u540e\uff0c\u6700\u540e\u53ef\u4ee5\u5b9e\u73b0\u9ad8\u8fbe28\u500d\u7684\u6781\u81f4\u50cf\u7d20\u7a7a\u95f4\u538b\u7f29\u3002<\/p>\n

\u5149\u538b\u7f29\u8fd8\u4e0d\u7b97\u5b8c\uff0c\u5230\u4e86\u8fd8\u539f\u56fe\u50cf\u7684\u65f6\u5019\uff0cdNaViT\u8fd8\u6709\u4e00\u5957\u53cc\u8f68\u89e3\u7801\u5668\u6765\u4e3a\u8fd8\u539f\u8d28\u91cf\u201c\u4fdd\u9a7e\u62a4\u822a\u201d\u3002<\/p>\n

\u5230\u8fd9\u91cc\uff0c\u7f8e\u56e2LongCat\u5c31\u5b8c\u6210\u4e86\u89c6\u89c9\u79bb\u6563\u7684\u51e0\u4e2a\u5173\u952e\u6b65\u9aa4\u2014\u2014SAE\u201c\u5148\u770b\u61c2\u201d\u3001dNaViT\u518d\u538b\u7f29\u548c\u8fd8\u539f\u3002<\/p>\n

\u53d1\u73b0\u6ca1\uff0c\u548c\u8bed\u8a00\u6a21\u578b\u7684Tokenizer\u4e00\u6837\uff0cdNaViT\u4e5f\u628a\u56fe\u50cf\u7684\u7406\u89e3\u548c\u751f\u6210\u653e\u5728\u540c\u4e00\u5957Token\u5e8f\u5217\u91cc\u95ed\u73af\u6d41\u8f6c\u4e86\u3002<\/p>\n

\u4e0d\u8fc7\u66f4\u5173\u952e\u7684\u8fd8\u5728\u4e8e\uff0c\u5728LongCat-Next\u4e2d\uff1a<\/p>\n

\u89c6\u89c9Token\u5316\u8fd9\u4e2a\u8fc7\u7a0b\u5b8c\u6210\u7684\u662f\u56fe\u50cf\u5230\u79bb\u6563ID\u7684\u6620\u5c04\uff0c\u771f\u6b63\u7684\u7279\u5f81\u662f\u539f\u751f\u5b66\u4e60\u7684\u3002<\/p>\n

\u610f\u601d\u662f\uff0c\u89c6\u89c9Token\u5316\u8fd9\u4e2a\u8fc7\u7a0b\u53ea\u8d1f\u8d23\u628a\u56fe\u50cf\u8f6c\u6210ID\u7f16\u53f7\uff0c\u81f3\u4e8e\u8fd9\u4e2a\u7f16\u53f7\u4ee3\u8868\u4ec0\u4e48\u542b\u4e49\uff0c\u662f\u6a21\u578b\u81ea\u5df1\u5b66\u51fa\u6765\u7684\uff0c\u4e0d\u662f\u522b\u4eba\u786c\u585e\u7ed9\u5b83\u7684\u3002<\/p>\n

\u5728\u7f8e\u56e2LongCat\u770b\u6765\uff0c\u8fd9\u79cd\u4ece\u201c\u501f\u7528\u6a21\u6001\u201d\u5230\u201c\u5185\u751f\u6a21\u6001\u201d\u7684\u8f6c\u53d8\uff0c\u662f\u539f\u751f\u591a\u6a21\u6001\u5efa\u6a21\u7684\u6838\u5fc3\u3002<\/p>\n

\u8fd8\u662f\u4e3e\u4e00\u4e2a\u4f8b\u5b50\u3002<\/p>\n

\u4ecedNaViT\u7684\u67b6\u6784\u56fe\u53ef\u4ee5\u770b\u5230\uff0c\u867d\u7136\u5de6\u8fb9\u8f93\u5165\u4e86\u4e09\u5f20\u5c3a\u5bf8\u5b8c\u5168\u4e0d\u540c\u7684\u56fe\u50cf\uff0c\u4f46\u7ecf\u8fc7\u4e2d\u95f4\u7684\u79bb\u6563\u548c\u53f3\u4e0b\u8fb9\u7684\u8fd8\u539f\u540e\uff0c\u8f93\u51fa\u7684\u5c3a\u5bf8\u548c\u8f93\u5165\u5b8c\u5168\u4e00\u81f4\uff0c\u7ec6\u8282\u4e5f\u6ca1\u4e22\u3002<\/p>\n

\u8fd9\u5c31\u662f\u201c\u539f\u751f\u5206\u8fa8\u7387\u201d\u7684\u542b\u4e49\u2014\u2014\u65e0\u9700\u4efb\u4f55\u989d\u5916\u52a8\u4f5c\uff08\u7f29\u653e\u3001\u88c1\u526a\u3001\u586b\u5145\uff09\uff0cdNaViT\u53ef\u4ee5\u5b9e\u73b0\u4efb\u610f\u5206\u8fa8\u7387\u7684\u56fe\u50cf\u7f16\u7801\u4e0e\u89e3\u7801\u3002<\/p>\n

\u518d\u8bf4\u8bed\u97f3\u3002<\/p>\n

\u8bed\u97f3\u7684\u79bb\u6563\u601d\u8def\u548c\u89c6\u89c9\u57fa\u672c\u4e00\u81f4\u2014\u2014<\/p>\n

\u5148\u7528OpenAI\u7684Whisper\u7f16\u7801\u5668\u63d0\u53d6\u58f0\u97f3\u7279\u5f81\uff0c\u7136\u540e\u7528RVQ\u5207\u6210\u79bb\u6563Token\uff0c\u6700\u540e\u7528\u89e3\u7801\u5668\u8fd8\u539f\u58f0\u97f3\u3002<\/p>\n

\u552f\u4e00\u6bd4\u8f83\u72e0\u7684\u4e00\u70b9\u662f\uff0c\u5728\u6587\u672c\u5f15\u5bfc\u97f3\u9891\u7684\u7edf\u4e00\u5efa\u6a21\u4e0b\uff0cLongCat-Next\u540c\u65f6\u652f\u6301\u5e76\u884c\u751f\u6210\u4e0e\u4e32\u884c\u751f\u6210\u4e24\u79cd\u7b56\u7565\uff0c\u4f7f\u5f97\u6a21\u578b\u53ef\u4ee5\u5728\u751f\u6210\u901f\u5ea6\u4e0e\u8bed\u97f3\u51c6\u786e\u6027\u4e4b\u95f4\u7075\u6d3b\u6743\u8861\u3002<\/p>\n

\u81f3\u4e8e\u4ec0\u4e48\u60c5\u51b5\u9009\u54ea\u4e2a\uff0c\u4e5f\u90fd\u662f\u6a21\u578b\u81ea\u5df1\u6765\u51b3\u5b9a\u3002<\/p>\n

\u901a\u8fc7\u968f\u673a\u5ef6\u8fdf\u5bf9\u9f50\u2014\u2014\u8bad\u7ec3\u65f6\u968f\u673a\u5207\u6362\u201c\u4e00\u8d77\u51fa\u201d\u548c\u201c\u5148\u540e\u51fa\u201d\uff0c\u6a21\u578b\u80fd\u81ea\u5df1\u5b66\u4f1a\u5e73\u8861\u901f\u5ea6\u548c\u51c6\u786e\u5ea6\uff0c\u5b9e\u73b0\u53c8\u5feb\u53c8\u51c6\u3002<\/p>\n

\u81f3\u6b64\uff0c\u7f8e\u56e2LongCat\u5728LongCat-Next\u8eab\u4e0a\u770b\u5230\u4e86\uff1a<\/p>\n

\u79bb\u6563\u8868\u793a\u5e76\u975e\u4fe1\u606f\u7684\u9000\u5316\u5f62\u5f0f\uff0c\u800c\u53ef\u4ee5\u6210\u4e3a\u7edf\u4e00\u7406\u89e3\u4e0e\u751f\u6210\u7684\u5b8c\u5907\u8868\u8fbe\u8f7d\u4f53\u3002<\/p>\n

\u901a\u8fc7\u201c\u79bb\u6563\u201d\u8fd9\u79cd\u65b9\u5f0f\uff0c\u6587\u5b57\u3001\u56fe\u50cf\u3001\u8bed\u97f3\u53ef\u4ee5\u53d8\u6210\u201c\u540c\u4e00\u79cdToken\u201d\u2014\u2014\u539f\u751f\u591a\u6a21\u6001\u7684\u5e95\u5c42\u7edf\u4e00\uff0c\u7531\u6b64\u5b9e\u73b0\u3002<\/p>\n

\u5177\u4f53\u6548\u679c\u53ef\u4ee5\u770bLongCat-Next\u7684\u8dd1\u5206\u60c5\u51b5\u3002<\/p>\n

\u8fd9\u4e2a\u57fa\u4e8eLongCat-Flash-Lite\uff08MoE\uff09\u8bad\u7ec3\u7684\u6a21\u578b\uff0c\u6ca1\u6709\u50cf\u4f20\u7edf\u6a21\u578b\u90a3\u6837\u7ed9\u4e0d\u540c\u4efb\u52a1\u8bbe\u8ba1\u4e0d\u540c\u7684\u4e13\u5bb6\u6a21\u5757\uff0c\u800c\u662f\u91c7\u7528\u201c\u4e0e\u6a21\u6001\u65e0\u5173\u201d\u7684MoE\u2014\u2014\u7531\u6a21\u578b\u81ea\u884c\u51b3\u5b9a\u5982\u4f55\u4e3a\u5404\u6a21\u6001\u5206\u914d\u8bad\u7ec3\u8d44\u6e90\u3002<\/p>\n

\u7ed3\u679c\u5927\u5bb6\u4e5f\u90fd\u770b\u5230\u4e86\uff0c\u51ed\u501f\u8fd9\u5957\u79bb\u6563\u539f\u751f\u6846\u67b6\uff0cLongCat-Next\u5728\u89c6\u89c9\u7406\u89e3\u3001\u56fe\u50cf\u751f\u6210\u3001\u97f3\u9891\u3001\u667a\u80fd\u4f53\u7b49\u591a\u4e2a\u7ef4\u5ea6\u4e0a\uff0c\u90fd\u5c55\u73b0\u51fa\u4e0e\u591a\u6a21\u4e13\u7528\u6a21\u578b\u76f8\u5f53\u751a\u81f3\u9886\u5148\u7684\u6027\u80fd\u3002<\/p>\n

\u8001\u5b9e\u8bf4\uff0c\u867d\u7136LongCat-Next\u7684\u6210\u7ee9\u4e0d\u9519\uff0c\u4f46\u6211\u8fd8\u662f\u6709\u70b9\u6000\u7591\u201c\u79bb\u6563\u201d\u662f\u5426\u771f\u80fdwork\u3002<\/p>\n

\u4e8e\u662f\u7acb\u9a6c\u8ba9\u6a21\u578b\u8bc6\u522b\u4e00\u4e0b\u684c\u9762\u4e0a\u7684\u5c0f\u767d\u76d2\uff08\u53cd\u5149\u4e0b\u6bd4\u8f83\u6a21\u7cca\uff09\uff1a<\/p>\n

\u6ca1\u60f3\u5230LongCat-Next\u6210\u529f\u8bc6\u522b\u4e86\u8033\u673a\u76d2\u4e0a\u7684\u6240\u6709\u5173\u952e\u53c2\u6570\uff1a<\/p>\n

\u5f53\u7136\uff0c\u5982\u679c\u7ec6\u6252\u6bcf\u4e00\u9879\u6210\u7ee9\uff0c\u4f60\u4f1a\u53d1\u73b0\u80cc\u540e\u8fd8\u85cf\u7740\u8fd9\u6837\u51e0\u4e2a\u5173\u952e\u70b9\uff1a<\/p>\n

\u524d\u6587\u4e5f\u63d0\u5230\uff0c\u884c\u4e1a\u957f\u671f\u8ba4\u4e3a\u79bb\u6563\u6a21\u578b\u5728\u505a\u7ec6\u7c92\u5ea6\u6587\u672c\u8bc6\u522b\u65f6\uff0c\u5929\u7136\u5c31\u4e0d\u5982\u8fde\u7eed\u6a21\u578b\u3002<\/p>\n

\u56e0\u4e3a\u79bb\u6563\u5316\u672c\u8eab\u5c31\u662f\u4e00\u4e2a\u4fe1\u606f\u538b\u7f29\u548c\u4e22\u5931\u7684\u8fc7\u7a0b\uff0c\u800c\u7ec6\u7c92\u5ea6\u6587\u672c\u8bc6\u522b\u6070\u6070\u5bf9\u4fe1\u606f\u4fdd\u771f\u5ea6\u8981\u6c42\u6781\u9ad8\u3002<\/p>\n

\u4f46LongCat-Next\u8fd9\u6b21\u7528\u5b9e\u529b\u6311\u6218\u4e86\u8fd9\u4e00\u89c2\u70b9\u3002<\/p>\n

\u8bc1\u636e\u4e4b\u4e00\u662f\uff0c\u5728OmniDocBench\u8fd9\u4e2a\u6db5\u76d6\u5b66\u672f\u8bba\u6587\u3001\u8d22\u62a5\u3001\u884c\u653f\u8868\u683c\u7b49\u5404\u79cd\u590d\u6742\u6587\u6863\u7684\u591a\u6a21\u6001\u57fa\u51c6\u6d4b\u8bd5\u4e0a\uff0cLongCat-Next\u7684\u6210\u7ee9\u4e0d\u4ec5\u8d85\u8d8a\u540c\u7c7b\u591a\u6a21\u6001\u6a21\u578b\uff0c\u8fd8\u8d85\u8fc7\u4e86\u4e13\u95e8\u505a\u89c6\u89c9\u7406\u89e3\u7684\u6a21\u578b\u3002<\/p>\n

\u66f4\u91cd\u8981\u7684\u662f\uff0c\u7f8e\u56e2LongCat\u901a\u8fc7\u5bf9\u7167\u5b9e\u9a8c\u53d1\u73b0\uff0c\u79bb\u6563\u89c6\u89c9\u7684\u6027\u80fd\u74f6\u9888\u5e76\u975e\u6765\u81ea\u201c\u79bb\u6563\u5316\u672c\u8eab\u201d\uff0c\u800c\u662f\u6765\u81ea\u6570\u636e\u89c4\u6a21\u3002<\/p>\n

\u5728\u76f8\u540c\u8bbe\u7f6e\u4e0b\u5bf9\u6bd4\u79bb\u6563\u6a21\u578b\uff08Discrete\uff09\u548c\u8fde\u7eed\u6a21\u578b\uff08Continuous\uff09\u53ef\u4ee5\u53d1\u73b0\uff1a<\/p>\n

\u5c0f\u6570\u636e\u4e0b\uff0c\u79bb\u6563\u6a21\u578b\u786e\u5b9e\u5f31\u4e8e\u8fde\u7eed\u6a21\u578b\uff1b\u4f46\u968f\u7740\u6570\u636e\u89c4\u6a21\u4e0d\u65ad\u6269\u5927\uff0c\u4e8c\u8005\u7684\u6027\u80fd\u5dee\u8ddd\u4f1a\u6301\u7eed\u7f29\u5c0f\u3002<\/p>\n

\u7ee7\u7eed\u6269\u5927\u6570\u636e\u89c4\u6a21\uff0c\u79bb\u6563\u6a21\u578b\u751a\u81f3\u53ef\u4ee5\u548c\u8fde\u7eed\u6a21\u578b\u6027\u80fd\u63a5\u8fd1\u4e00\u81f4\uff08near-parity\uff09\u3002<\/p>\n

\u7167\u7406\u8bf4\uff0c\u5982\u679c\u79bb\u6563\u5316\u672c\u8eab\u5b58\u5728\u4e0d\u53ef\u7a81\u7834\u7684\u6027\u80fd\u4e0a\u9650\uff0c\u90a3\u4e48\u968f\u7740\u6570\u636e\u589e\u52a0\uff0c\u8fd9\u4e00\u5dee\u8ddd\u7406\u5e94\u5728\u67d0\u4e2a\u9636\u6bb5\u505c\u6b62\u6536\u655b\uff0c\u4f46\u5b9e\u9a8c\u4e2d\u5e76\u672a\u89c2\u5bdf\u5230\u8fd9\u4e00\u201c\u6536\u655b\u505c\u6ede\u201d\u3002<\/p>\n

\u6240\u4ee5\u8bba\u6587\u7ed9\u51fa\u4e86\u4e00\u4e2a\u5224\u65ad\u2014\u2014<\/p>\n

\u79bb\u6563\u5efa\u6a21\u5e76\u4e0d\u5b58\u5728\u5185\u5728\u6027\u80fd\u5929\u82b1\u677f\uff0c\u5176\u4e0a\u9650\u66f4\u591a\u53d6\u51b3\u4e8e\u6570\u636e\u89c4\u6a21\u4e0e\u8868\u5f81\u8d28\u91cf\u3002<\/p>\n

\u539f\u7406\u5c31\u4e0d\u5fc5\u591a\u8bf4\u4e86\uff0c\u54b1\u76f4\u63a5\u4eae\u6210\u7ee9\uff1a<\/p>\n

\u5728\u8003\u5bdf\u957f\u6587\u672c\u6e32\u67d3\u80fd\u529b\u7684LongText-Bench\u4e0a\uff08\u4fa7\u91cd\u751f\u6210\uff09\uff0cLongCat-Next\u62ff\u4e0b93.15\u7684\u9ad8\u5206\u3002<\/p>\n

\u4e0e\u6b64\u540c\u65f6\uff0c\u5b83\u8fd8\u5728\u8003\u5bdf\u6570\u5b66\u63a8\u7406\u80fd\u529b\u7684MathVista\u4e0a\uff08\u4fa7\u91cd\u7406\u89e3\uff09\uff0c\u65a9\u83b783.1\u7684\u9886\u5148\u6210\u7ee9\u3002<\/p>\n

\u7406\u89e3\u548c\u751f\u6210\u9f50\u9ad8\uff0c\u8fd9\u8bf4\u660e\u7406\u89e3\u4e0d\u4ec5\u6ca1\u6709\u635f\u5bb3\u751f\u6210\uff0c\u53cd\u800c\u8868\u73b0\u51fa\u534f\u540c\u6f5c\u529b\u3002<\/p>\n

\u8fd9\u4e5f\u5f88\u597d\u7406\u89e3\u3002\u4ee5\u524d\u5b83\u4eec\u5206\u5c5e\u4e24\u5957\u7cfb\u7edf\uff0c\u5404\u6709\u5404\u7684\u4f18\u5316\u76ee\u6807\uff1b\u73b0\u5728\u5374\u88ab\u62c9\u5230\u4e86\u4e00\u8d77\uff0c\u7406\u89e3\u5b66\u5230\u7684\u4e1c\u897f\u76f4\u63a5\u670d\u52a1\u751f\u6210\uff0c\u4e24\u8005\u5929\u7136\u540c\u5411\u3001\u8d8a\u5b66\u8d8a\u5f3a\u3002<\/p>\n

\u4ee5\u524d\u591a\u6a21\u6001\u8bad\u7ec3\u5c31\u50cf\u201c\u7aef\u6c34\u201d\uff0c\u8981\u5c0f\u5fc3\u7ffc\u7ffc\u5728\u5404\u79cd\u6a21\u6001\u7684\u80fd\u529b\u4e4b\u95f4\u53d6\u5f97\u5e73\u8861\u3002<\/p>\n

\u4f46LongCat-Next\u5c31\u4e0d\u4e00\u6837\u4e86\u3002<\/p>\n

\u56fe\u50cf\u3001\u97f3\u9891\u80fd\u529b\u914d\u4e0a\u540e\uff0c\u6587\u672c\u80fd\u529b\u4e5f\u6ca1\u88ab\u524a\u5f31\u2014\u2014<\/p>\n

\u5728\u7eaf\u6587\u672c\u4efb\u52a1\u4e0a\uff0cLongCat-Next\u5728MMLU-Pro\u548cC-Eval\u4e0a\u5206\u522b\u65a9\u83b777.02\u548c86.80\u7684\u9886\u5148\u6210\u7ee9\u3002<\/p>\n

\u800c\u4e14\u5de5\u5177\u8c03\u7528\u3001\u4ee3\u7801\u80fd\u529b\u7b49\u4e2a\u4e2a\u4e0d\u5dee\u3002<\/p>\n

\u8fd8\u662f\u90a3\u53e5\u8bdd\uff0c\u5f53\u6a21\u578b\u5b66\u4f1a\u7528\u540c\u4e00\u79cd\u65b9\u5f0f\u7406\u89e3\u56fe\u50cf\u3001\u58f0\u97f3\u548c\u6587\u5b57\u65f6\uff0c\u5b83\u5bf9\u4e16\u754c\u7684\u7406\u89e3\u65e0\u7591\u66f4\u4e0a\u4e00\u5c42\u697c\u3002<\/p>\n

\u7f8e\u56e2LongCat\u7528\u5b9e\u9a8c\u521d\u6b65\u8bc1\u660e\uff1a<\/p>\n

\u5f53\u4e0d\u540c\u6a21\u6001\u90fd\u7528\u540c\u4e00\u5957\u79bb\u6563Token\u4f53\u7cfb\u540e\uff0c\u6a21\u578b\u4e0d\u518d\u9700\u8981\u4e3a\u4e0d\u540c\u6a21\u6001\u3001\u4e0d\u540c\u4efb\u52a1\u5206\u522b\u8bbe\u8ba1\u673a\u5236\uff0c\u800c\u662f\u53ef\u4ee5\u7528\u4e00\u5957\u53ef\u6269\u5c55\u7684\u65b9\u5f0f\u53bb\u5efa\u6a21\u6574\u4e2a\u4e16\u754c\u3002<\/p>\n

\u5728\u8fd9\u4e2a\u610f\u4e49\u4e0a\uff0c\u79bb\u6563\u5efa\u6a21\u5e76\u975e\u4e00\u79cd\u59a5\u534f\uff0c\u800c\u662f\u53e6\u4e00\u6761\u53ef\u6269\u5c55\u8def\u5f84\u3002<\/p>\n

\u4e0d\u6b62\u4e8e\u6b64\u3002<\/p>\n

\u628a\u89c6\u89d2\u518d\u5f80\u524d\u63a8\u4e00\u6b65\uff0c\u4f60\u4f1a\u53d1\u73b0\u4e00\u4e2a\u6709\u610f\u601d\u7684\u201c\u9694\u7a7a\u547c\u5e94\u201d\uff1a\u8fd9\u9879\u7814\u7a76\uff0c\u51e0\u4e4e\u6b63\u5bf9\u4e0a\u4e86LeCun\u548c\u8c22\u8d5b\u5b81\u7b49\u4eba\u7684\u5224\u65ad\u3002<\/p>\n

LeCun\u5c31\u4e0d\u5fc5\u591a\u8bf4\u4e86\uff0c\u8c01\u90fd\u77e5\u9053\u4ed6\u4e00\u76f4\u6279\u8bc4\u201c\u7eaf\u6587\u672cLLM\u65e0\u6cd5\u5b9e\u73b0AGI\u201d\uff1b\u8c22\u8d5b\u5b81\u5219\u5728\u5bf9\u8c08\u5f20\u5c0f\u73fa\u65f6\u8868\u793a\uff0c\u8bed\u8a00\u672c\u8eab\u662f\u4eba\u7c7b\u6587\u660e\u9ad8\u5ea6\u63d0\u70bc\u7684\u7ed3\u6784\uff0c\u76f8\u5f53\u4e8e\u4e00\u79cd\u201c\u6377\u5f84\u201d\u6216\u201c\u62d0\u6756\u201d\uff0c\u8fc7\u5ea6\u4f9d\u8d56\u8bed\u8a00\u4f1a\u9650\u5236AI\u5bf9\u771f\u5b9e\u4e16\u754c\u7684\u5b66\u4e60\u3002<\/p>\n

\u800c\u8981\u7a81\u7834\u8bed\u8a00\u6a21\u578b\u7684\u5c40\u9650\u6027\uff0c\u7edf\u4e00\u7684\u591a\u6a21\u6001\u9884\u8bad\u7ec3\uff0c\u6b63\u662f\u90a3\u6761\u7ed5\u4e0d\u5f00\u7684\u8def\u3002<\/p>\n

\u5728\u8fd1\u671f\u516c\u5f00\u7684\u8bba\u6587\u300aBeyond Language Modeling: An Exploration of Multimodal Pretraining\u300b\u4e2d\uff0cLeCun\u7b49\u4eba\u51b3\u5b9a\u4e0d\u518d\u628a\u89c6\u89c9\u5f53\u4f5c\u8f85\u52a9\u8f93\u5165\uff0c\u800c\u662f\u63a8\u8fdb\u7edf\u4e00\u7684\u591a\u6a21\u6001\u9884\u8bad\u7ec3\u2014\u2014<\/p>\n

\u8ba9\u89c6\u89c9\u548c\u8bed\u8a00\u4e00\u6837\uff0c\u6210\u4e3a\u6a21\u578b\u91cc\u7684\u201cfirst-class citizen\u201d\u3002<\/p>\n

\u800c\u7f8e\u56e2LongCat\u8fd9\u4e00\u6b65\uff0c\u6b63\u662f\u628a\u8fd9\u6761\u601d\u8def\u8fdb\u4e00\u6b65\u63a8\u5411\u5de5\u7a0b\u5316\u843d\u5730\u7684\u4f53\u73b0\u2014\u2014<\/p>\n

\u5728\u4e0d\u63a8\u7ffbLLM\u3001\u81ea\u56de\u5f52\u8fd9\u4e9b\u6210\u719f\u4f53\u7cfb\u7684\u524d\u63d0\u4e0b\uff0c\u4ed6\u4eec\u76f4\u63a5\u628a\u56fe\u50cf\u3001\u8bed\u97f3\u3001\u6587\u5b57\u7edf\u7edf\u538b\u8fdb\u4e86Token\u5e8f\u5217\uff0c\u5e76\u4e14\u505a\u5230\u4e86\u5de5\u4e1a\u7ea7\u53ef\u7528\u3002<\/p>\n

\u600e\u4e48\u4e2a\u5de5\u4e1a\u53ef\u7528\uff1f\u7b54\u6848\u662f\uff1a\u5f00\u6e90\u3002<\/p>\n

\u6ca1\u9519\uff0c\u7f8e\u56e2LongCat\u8fd9\u6b21\u4e0d\u4ec5\u516c\u5f00\u4e86\u6280\u672f\u8bba\u6587\uff0c\u800c\u4e14\u8fd8\u628aLongCat-Next\u53ca\u5176\u5206\u8bcd\u5668\u5f00\uff01\u6e90\uff01\u4e86\uff01<\/p>\n

\u4e0d\u8fc7\u8981\u60f3\u4f7f\u7528LongCat-Next\uff0c\u9664\u4e86\u786c\u4ef6\u4e0a\u9700\u8981\u81f3\u5c113\u5f2080GB\u663e\u5b58\u7684\u4e13\u4e1a\u663e\u5361\uff08\u5982\u82f1\u4f1f\u8fbeA100\/H100\uff09\uff0c\u8f6f\u4ef6\u914d\u7f6e\u8981\u6c42\u5982\u4e0b\uff1a<\/p>\n

\u5230\u8fd9\u4e00\u6b65\uff0c\u5f53\u4e00\u5957\u65b9\u6848\u4e0d\u4ec5\u5728\u8bba\u6587\u91cc\u6210\u7acb\uff0c\u800c\u4e14\u5df2\u7ecf\u4ee5\u5f00\u6e90\u7684\u5f62\u5f0f\u8dd1\u901a\u5de5\u7a0b\u95ed\u73af\u65f6\uff0c\u5b83\u5bf9\u4e1a\u754c\u7684\u610f\u4e49\u9664\u4e86\u591a\u4e86\u4e00\u4e2a\u65b0\u6846\u67b6\u5916\uff0c\u66f4\u91cd\u8981\u7684\u5176\u5b9e\u8fd8\u5728\u4e8e\u2014\u2014\u9a8c\u8bc1\u4e86\u4e00\u6761\u65b0\u8def\u5f84\u3002<\/p>\n

\u7ec6\u7a76\u4e4b\u4e0b\uff0c\u5728\u901a\u5f80\u201c\u539f\u751f\u591a\u6a21\u6001\u201d\u7684\u8fd9\u6761\u8def\u4e0a\uff1a<\/p>\n

\u6709\u4eba\u5728\u505a\u878d\u5408\uff0c\u8bed\u8a00\u6a21\u578b\u5f53\u5e95\u5ea7\uff0c\u89c6\u89c9\u3001\u8bed\u97f3\u5f53\u5916\u6302\uff0c\u4e00\u5fc3\u60f3\u8ba9\u4e0d\u540c\u6a21\u6001\u66f4\u597d\u534f\u540c\uff1b\u4e5f\u6709\u4eba\u66f4\u8fdb\u4e00\u6b65\u505a\u65e9\u671f\u878d\u5408+MoE\uff0c\u4e0d\u518d\u4f9d\u8d56\u9884\u8bad\u7ec3\u7f16\u7801\u5668\uff0c\u4ece\u96f6\u5f00\u59cb\u8054\u5408\u8bad\u7ec3\uff0c\u8ba9\u6a21\u578b\u5185\u90e8\u81ea\u5df1\u957f\u51fa\u89c6\u89c9\u548c\u542c\u89c9\u3002<\/p>\n

\u800c\u7f8e\u56e2LongCat\u66f4\u4e3a\u76f4\u63a5\u2014\u2014\u4e0d\u8d70\u878d\u5408\uff0c\u4e0d\u505a\u5bf9\u9f50\uff0c\u76f4\u63a5\u628a\u6240\u6709\u6a21\u6001\u7edf\u7edf\u53d8\u6210Token\u3002<\/p>\n

\u6b64\u65f6\uff0c\u6a21\u578b\u9762\u5bf9\u7684\u5c31\u4e0d\u518d\u662f\u201c\u591a\u6a21\u6001\u201d\uff0c\u800c\u662f\u540c\u4e00\u79cd\u53ef\u4ee5\u88ab\u9884\u6d4b\u3001\u88ab\u751f\u6210\u7684\u5e8f\u5217\u3002<\/p>\n

\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u6765\u8bf4\u2014\u2014<\/p>\n

\u6a21\u6001\u8fd9\u4e2a\u4e1c\u897f\u672c\u8eab\uff0c\u4e5f\u6b63\u5728\u6d88\u5931\u3002<\/p>\n

Paper: https:\/\/github.com\/meituan-longcat\/LongCat-Next\/blob\/main\/tech_report.pdfGitHub: https:\/\/github.com\/meituan-longcat\/LongCat-NextHuggingFace: https:\/\/huggingface.co\/meituan-longcat\/LongCat-Nextblog: https:\/\/longcat.chat\/longcat-next\/intro<\/p>\n

\n

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

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