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encoder\u538b\u7f29\u56fe\u50cf\u4fe1\u606f\u6216\u8bed\u4e49token\u3002<\/p><p>NEO\u5219\u662f\u76f4\u63a5\u6452\u5f03\u4e86\u8fd9\u4e00\u6b65\uff0c\u5b83\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u8f7b\u91cf\u7ea7\u7684\u56fe\u5757\u5d4c\u5165\u5c42\uff0c\u901a\u8fc7\u4e24\u5c42\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff0c\u76f4\u63a5\u4ece\u50cf\u7d20\u51fa\u53d1\uff0c\u81ea\u5e95\u5411\u4e0a\u5730\u6784\u5efa\u4e00\u4e2a\u8fde\u7eed\u7684\u3001\u9ad8\u4fdd\u771f\u7684\u89c6\u89c9\u8868\u5f81\u3002<\/p><p>\u8fd9\u5c31\u50cf\u8ba9AI\u5b66\u4f1a\u4e86\u50cf\u4eba\u7c7b\u4e00\u6837\uff0c\u7528\u773c\u775b\u76f4\u63a5\u611f\u53d7\u5149\u5f71\u548c\u7ec6\u8282\uff0c\u800c\u4e0d\u662f\u5148\u770b\u4e00\u5f20\u88ab\u9a6c\u8d5b\u514b\u5316\u7684\u62bd\u8c61\u56fe\u3002<\/p><p>\u8fd9\u79cd\u8bbe\u8ba1\u8ba9\u6a21\u578b\u80fd\u66f4\u7cbe\u7ec6\u5730\u6355\u6349\u56fe\u50cf\u4e2d\u7684\u7eb9\u7406\u3001\u8fb9\u7f18\u548c\u5c40\u90e8\u7279\u5f81\uff0c\u4ece\u6839\u672c\u4e0a\u7a81\u7834\u4e86\u4e3b\u6d41\u6a21\u578b\u7684\u56fe\u50cf\u5efa\u6a21\u74f6\u9888\u3002<\/p><p>\u7b2c\u4e8c\uff0c<strong>\u539f\u751f\u4e09\u7ef4\u65cb\u8f6c\u4f4d\u7f6e\u7f16\u7801\u00a0<\/strong>(Native-RoPE)\u3002<\/p><p>\u4f4d\u7f6e\u4fe1\u606f\u5bf9\u4e8e\u7406\u89e3\u4efb\u4f55\u5e8f\u5217\u90fd\u81f3\u5173\u91cd\u8981\u3002\u6587\u672c\u662f\u4e00\u7ef4\u7684\uff0c\u800c\u56fe\u50cf\u662f\u4e8c\u7ef4\u7684\uff0c\u89c6\u9891\u66f4\u662f\u4e09\u7ef4\u7684\uff08\u65f6\u7a7a\uff09\u3002\u4f20\u7edf\u6a21\u578b\u8981\u4e48\u7ed9\u6240\u6709\u6a21\u6001\u7528\u540c\u4e00\u4e2a\u4e00\u7ef4\u4f4d\u7f6e\u7f16\u7801\uff0c\u8981\u4e48\u7b80\u5355\u5730\u62fc\u63a5\uff0c\u8fd9\u663e\u7136\u65e0\u6cd5\u6ee1\u8db3\u4e0d\u540c\u6a21\u6001\u7684\u5929\u7136\u7ed3\u6784\u3002<\/p><p>NEO\u7684Native-RoPE\u521b\u65b0\u6027\u5730\u4e3a\u65f6\u95f4\uff08T\uff09\u3001\u9ad8\u5ea6\uff08H\uff09\u3001\u5bbd\u5ea6\uff08W\uff09\u4e09\u4e2a\u7ef4\u5ea6\u5206\u914d\u4e86\u4e0d\u540c\u7684\u9891\u7387\uff1a\u89c6\u89c9\u7ef4\u5ea6\uff08H, W\uff09\u4f7f\u7528\u9ad8\u9891\uff0c\u4ee5\u7cbe\u51c6\u523b\u753b\u5c40\u90e8\u7ec6\u8282\u548c\u7a7a\u95f4\u7ed3\u6784\uff1b\u6587\u672c\u7ef4\u5ea6\uff08T\uff09\u517c\u987e\u9ad8\u9891\u548c\u4f4e\u9891\uff0c\u540c\u65f6\u5904\u7406\u597d\u5c40\u90e8\u6027\u548c\u957f\u8ddd\u79bb\u4f9d\u8d56\u3002<\/p><p>\u66f4\u5de7\u5999\u7684\u662f\uff0c\u5bf9\u4e8e\u7eaf\u6587\u672c\u8f93\u5165\uff0cH\u548cW\u7684\u7d22\u5f15\u4f1a\u88ab\u7f6e\u96f6\uff0c\u5b8c\u5168\u4e0d\u5f71\u54cd\u539f\u6709\u8bed\u8a00\u6a21\u578b\u7684\u6027\u80fd\u3002<\/p><p>\u8fd9\u76f8\u5f53\u4e8e\u7ed9AI\u88c5\u4e0a\u4e86\u4e00\u4e2a\u667a\u80fd\u7684\u3001\u53ef\u81ea\u9002\u5e94\u7684\u65f6\u7a7a\u5750\u6807\u7cfb\uff0c\u4e0d\u4ec5\u80fd\u7cbe\u51c6\u5b9a\u4f4d\u56fe\u50cf\u4e2d\u7684\u6bcf\u4e00\u4e2a\u50cf\u7d20\uff0c\u4e5f\u4e3a\u65e0\u7f1d\u6269\u5c55\u5230\u89c6\u9891\u7406\u89e3\u548c3D\u4ea4\u4e92\u7b49\u590d\u6742\u573a\u666f\u94fa\u5e73\u4e86\u9053\u8def\u3002<\/p><p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/q2.itc.cn\/q_70\/images03\/20251205\/ec42592e16194a0a9b197cf4827d14e2.png\" width=\"640\" height=\"247\" \/><\/p><p>\u7b2c\u4e09\uff0c<strong>\u539f\u751f\u591a\u5934\u6ce8\u610f\u529b\u00a0<\/strong>(Native Multi-Head Attention)\u3002<\/p><p>\u6ce8\u610f\u529b\u673a\u5236\u662f\u5927\u6a21\u578b\u7684\u601d\u8003\u65b9\u5f0f\uff0c\u5728\u4f20\u7edf\u6a21\u5757\u5316\u6a21\u578b\u91cc\uff0c\u8bed\u8a00\u6a21\u578b\u7684\u6ce8\u610f\u529b\u662f\u56e0\u679c\u7684\uff08\u53ea\u80fd\u770b\u5230\u524d\u9762\u7684\u8bcd\uff09\uff0c\u800c\u89c6\u89c9\u7f16\u7801\u5668\u7684\u6ce8\u610f\u529b\u662f\u53cc\u5411\u7684\uff08\u80fd\u770b\u5230\u6240\u6709\u50cf\u7d20\uff09\u3002<\/p><p>NEO\u91c7\u53d6\u7684\u65b9\u6cd5\uff0c\u5219\u662f\u5728\u4e00\u4e2a\u7edf\u4e00\u7684\u6ce8\u610f\u529b\u6846\u67b6\u4e0b\uff0c\u8ba9\u8fd9\u4e24\u79cd\u6a21\u5f0f\u5e76\u5b58\u3002<\/p><p>\u5f53\u5904\u7406\u6587\u672ctoken\u65f6\uff0c\u5b83\u9075\u5faa\u6807\u51c6\u7684\u81ea\u56de\u5f52\u56e0\u679c\u6ce8\u610f\u529b\uff1b\u800c\u5f53\u5904\u7406\u89c6\u89c9token\u65f6\uff0c\u5b83\u5219\u91c7\u7528\u5168\u53cc\u5411\u6ce8\u610f\u529b\uff0c\u8ba9\u6240\u6709\u56fe\u50cf\u5757\u4e4b\u95f4\u53ef\u4ee5\u81ea\u7531\u5730\u4ea4\u4e92\u548c\u5173\u8054\u3002<\/p><p>\u8fd9\u79cd\u201c\u5de6\u53f3\u8111\u534f\u540c\u5de5\u4f5c\u201d\u7684\u6a21\u5f0f\uff0c\u6781\u5927\u5730\u63d0\u5347\u4e86\u6a21\u578b\u5bf9\u56fe\u50cf\u5185\u90e8\u7a7a\u95f4\u7ed3\u6784\u7684\u7406\u89e3\u80fd\u529b\uff0c\u4ece\u800c\u80fd\u66f4\u597d\u5730\u652f\u6491\u590d\u6742\u7684\u56fe\u6587\u4ea4\u9519\u63a8\u7406\uff0c\u6bd4\u5982\u7406\u89e3\u201c\u732b\u5728\u76d2\u5b50\u4e0a\u65b9\u201d\u548c\u201c\u732b\u5728\u76d2\u5b50\u91cc\u201d\u7684\u7ec6\u5fae\u5dee\u522b\u3002<\/p><p>\u9664\u4e86\u8fd9\u4e09\u5927\u6838\u5fc3\uff0cNEO\u8fd8\u914d\u5957\u4e86\u4e00\u5957\u540d\u4e3a<strong>Pre-Buffer &amp; Post-LLM<\/strong>\u7684\u53cc\u9636\u6bb5\u878d\u5408\u8bad\u7ec3\u7b56\u7565\u3002<\/p><p>\u5728\u9884\u8bad\u7ec3\u521d\u671f\uff0c\u6a21\u578b\u4f1a\u88ab\u4e34\u65f6\u5212\u5206\u4e3a\u4e24\u90e8\u5206\uff1a\u4e00\u4e2a\u8d1f\u8d23\u89c6\u89c9\u8bed\u8a00\u6df1\u5ea6\u878d\u5408\u7684Pre-Buffer\u548c\u4e00\u4e2a\u7ee7\u627f\u4e86\u5f3a\u5927\u8bed\u8a00\u80fd\u529b\u7684Post-LLM\u3002<\/p><p>\u524d\u8005\u5728\u540e\u8005\u7684\u5f15\u5bfc\u4e0b\uff0c\u4ece\u96f6\u5f00\u59cb\u9ad8\u6548\u5730\u5b66\u4e60\u89c6\u89c9\u77e5\u8bc6\uff0c\u5efa\u7acb\u521d\u6b65\u7684\u50cf\u7d20-\u8bcd\u8bed\u5bf9\u9f50\uff1b\u5e76\u4e14\u968f\u7740\u8bad\u7ec3\u7684\u6df1\u5165\uff0c\u8fd9\u4e2a\u5212\u5206\u4f1a\u9010\u6e10\u6d88\u5931\uff0c\u6574\u4e2a\u6a21\u578b\u878d\u4e3a\u4e00\u4e2a\u7aef\u5230\u7aef\u7684\u3001\u4e0d\u53ef\u5206\u5272\u7684\u6574\u4f53\u3002<\/p><p>\u8fd9\u79cd\u7b56\u7565\u4fbf\u5de7\u5999\u5730\u89e3\u51b3\u4e86\u539f\u751f\u67b6\u6784\u8bad\u7ec3\u4e2d\u5982\u4f55\u5728\u4e0d\u635f\u5bb3\u8bed\u8a00\u80fd\u529b\u7684\u524d\u63d0\u4e0b\u5b66\u4e60\u89c6\u89c9\u7684\u96be\u9898\u3002<\/p><p>\u5341\u5206\u4e4b\u4e00\u7684\u6570\u636e\uff0c\u8ffd\u5e73\u65d7\u8230<\/p><p>\u7eb8\u4e0a\u8c08\u5175\u7ec8\u89c9\u6d45\uff0c\u5b9e\u6d4b\u6570\u636e\u89c1\u5206\u6653\u3002\u63a5\u4e0b\u6765\u6211\u4eec\u5c31\u6765\u770b\u4e0bNEO\u5728\u5b9e\u6d4b\u4e2d\u7684\u8868\u73b0\u3002<\/p><p>\u7eb5\u89c2\u7ed3\u679c\uff0c\u6700\u76f4\u89c2\u7684\u4f53\u73b0\u5c31\u662f<strong>\u6570\u636e\u6548\u7387<\/strong>\u2014\u2014<\/p><p>NEO\u4ec5\u4f7f\u7528\u4e863.9\u4ebf\u4e2a\u56fe\u50cf\u6587\u672c\u5bf9\u8fdb\u884c\u8bad\u7ec3\uff0c\u8fd9\u4e2a\u6570\u91cf\u7ea7\u4ec5\u4ec5\u662f\u540c\u7c7b\u9876\u7ea7\u6a21\u578b\u6240\u9700\u6570\u636e\u7684<strong>\u5341\u5206\u4e4b\u4e00\uff01<\/strong><\/p><p>\u5b83\u65e0\u9700\u4f9d\u8d56\u5e9e\u5927\u7684\u89c6\u89c9\u7f16\u7801\u5668\u6216\u6d77\u91cf\u7684\u5bf9\u9f50\u6570\u636e\uff0c\u4ec5\u51ed\u5176\u7b80\u6d01\u800c\u5f3a\u5927\u7684\u539f\u751f\u67b6\u6784\uff0c\u5c31\u5728\u591a\u9879\u89c6\u89c9\u7406\u89e3\u4efb\u52a1\u4e0a\u8ffd\u5e73\u4e86 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