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\u7b2c\u4e09\u5c42\uff0c\u662f\u591a\u89c6\u89d2\u65f6\u7a7a\u878d\u5408\u3002<\/p>\n

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\u4e0d\u4ec5\u5982\u6b64\uff0c\u5728\u8fd9\u4e2a\u67b6\u6784\u4e2dWALL-WM\u8fd8\u7528\u51e0\u7ec4\u5173\u952e\u8bbe\u8ba1\uff0c\u628a\u8fd9\u6761\u94fe\u8def\u53d8\u6210\u4e86\u4e00\u4e2a\u5c3d\u91cf\u4fdd\u4f4f\u89c6\u9891\u5148\u9a8c\u3001\u53c8\u80fd\u957f\u51fa\u52a8\u4f5c\u80fd\u529b\u7684\u7cfb\u7edf\u3002<\/p>\n

\u5728\u6267\u884c\u9636\u6bb5\uff0cWALL-WM\u4e0d\u4f1a\u53ea\u751f\u6210\u4e00\u6bb5\u6b7b\u677f\u7684\u56fa\u5b9a\u52a8\u4f5c\uff0c\u800c\u662f\u8ba9\u540c\u4e00\u5957\u6a21\u578b\u6743\u91cd\u53ef\u4ee5\u8dd1\u51fa\u4e24\u79cd\u63a8\u7406\u6a21\u5f0f\u3002<\/p>\n

\u9996\u5148\u5c31\u662f\u4e8b\u4ef6\u6a21\u5f0f\uff08Event Mode\uff09\u3002<\/p>\n

\u5f53\u4e0a\u5c42\u89c4\u5212\u5668\u5df2\u7ecf\u628a\u4efb\u52a1\u62c6\u597d\uff0c\u6a21\u578b\u5c31\u53ef\u4ee5\u76f4\u63a5\u6839\u636e\u8fd9\u4e2a\u4e8b\u4ef6\u63cf\u8ff0\uff0c\u8f93\u51fa\u4e00\u6bb5\u957f\u5ea6\u53ef\u53d8\u7684\u52a8\u4f5c\uff0c\u8fd9\u4e2a\u6a21\u5f0f\u66f4\u8d34\u8fd1WALL-WM\u7684\u6838\u5fc3\u601d\u60f3\uff1a\u52a8\u4f5c\u4e0d\u5fc5\u88ab\u786c\u5207\u6210\u56fa\u5b9a\u7a97\u53e3\uff0c\u800c\u662f\u987a\u7740\u8bed\u4e49\u4e8b\u4ef6\u81ea\u7136\u5c55\u5f00\u3002<\/p>\n

\u53e6\u4e00\u79cd\u662f\u7edf\u4e00\u6a21\u5f0f\uff08Unified mode\uff09\u3002<\/p>\n

\u5f53\u6ca1\u6709\u5916\u90e8\u89c4\u5212\u5668\uff0c\u673a\u5668\u4eba\u9700\u8981\u81ea\u5df1\u4e00\u8fb9\u770b\u3001\u4e00\u8fb9\u60f3\u3001\u4e00\u8fb9\u63a7\u5236\u65f6\uff0cVLM\u4f1a\u7ed3\u5408\u5f53\u524d\u89c6\u89c9\u8f93\u5165\u548c\u4efb\u52a1\u6307\u4ee4\uff0c\u5728\u7ebf\u751f\u6210\u4e2d\u95f4\u63a8\u7406\uff0c\u518d\u628a\u7ed3\u679c\u4ea4\u7ed9\u52a8\u4f5c\u6a21\u578b\u8f93\u51fa\u300c\u56fa\u5b9a\u957f\u5ea6\u300d\u7684\u52a8\u4f5c\u5757\u3002<\/p>\n

\u8fd9\u4e2a\u6a21\u5f0f\u66f4\u9002\u5408\u5b9e\u65f6\u95ed\u73af\u63a7\u5236\uff0c\u56e0\u4e3a\u5b83\u80fd\u4fdd\u6301\u7a33\u5b9a\u7684\u63a7\u5236\u9891\u7387\u3002<\/p>\n

\u8fd9\u4e24\u79cd\u63a8\u7406\u6a21\u5f0f\u7684\u5173\u952e\u5728\u4e8e\uff0c\u5176\u5171\u4eab\u540c\u4e00\u5957\u6743\u91cd\uff0c\u6267\u884c\u8fc7\u7a0b\u4e2d\u8fd8\u80fd\u6309\u52a8\u4f5c\u5757\u5207\u6362\uff0c\u4e0d\u9700\u8981\u4e3a\u4e86\u4e0d\u540c\u573a\u666f\u91cd\u65b0\u8bad\u7ec3\u6a21\u578b\uff0c\u6240\u4ee5\u6a21\u578b\u7684\u7528\u6cd5\u4e5f\u66f4\u7075\u6d3b\u3002<\/p>\n

\u5b83\u65e2\u80fd\u63a5\u5728\u66f4\u5927\u7684\u673a\u5668\u4eba\u7cfb\u7edf\u540e\u9762\uff0c\u4e13\u95e8\u8d1f\u8d23\u628a\u89c4\u5212\u597d\u7684\u4e8b\u4ef6\u7a33\u5b9a\u6267\u884c\u51fa\u6765\uff0c\u4e5f\u80fd\u81ea\u5df1\u5b8c\u6210\u4ece\u770b\u61c2\u4efb\u52a1\u3001\u5224\u65ad\u4e0b\u4e00\u6b65\uff0c\u5230\u751f\u6210\u52a8\u4f5c\u7684\u5b8c\u6574\u6d41\u7a0b\u3002<\/p>\n

\u4e0d\u4ec5\u5982\u6b64\uff0cWALL-WM\u6ca1\u6709\u76f4\u63a5\u628a\u89c6\u9891\u6a21\u578b\u6539\u6210\u52a8\u4f5c\u6a21\u578b\uff0c\u800c\u662f\u628a\u4e24\u6761\u80fd\u529b\u300c\u62c6\u5f00\u300d\u6765\u957f\u2014\u2014<\/p>\n

\u8ba9\u673a\u5668\u4eba\u5148\u9884\u6f14\u4e16\u754c\u4f1a\u600e\u4e48\u53d8\uff0c\u518d\u51b3\u5b9a\u81ea\u5df1\u8be5\u600e\u4e48\u52a8\u3002<\/p>\n

\u5177\u4f53\u6765\u8bf4\uff0c\u89c6\u9891\u6a21\u578b\u4f1a\u627f\u8f7d\u4e92\u8054\u7f51\u89c6\u9891\u8bad\u7ec3\u51fa\u6765\u7684\u52a8\u6001\u5148\u9a8c\uff0c\u8d1f\u8d23\u7406\u89e3\u7269\u4f53\u600e\u4e48\u52a8\u3001\u573a\u666f\u600e\u4e48\u53d8\u3002<\/p>\n

\u800c\u52a8\u4f5c\u6a21\u578b\u4ece\u96f6\u521d\u59cb\u5316\uff0c\u4e13\u95e8\u5b66\u4e60\u5982\u4f55\u628a\u8fd9\u4e9b\u89c6\u89c9\u53d8\u5316\u7ffb\u8bd1\u6210\u673a\u5668\u4eba\u8f68\u8ff9\u3002<\/p>\n

\u4e24\u8005\u5728\u6bcf\u4e00\u5c42\u505a\u5355\u5411\u8026\u5408\uff1a\u52a8\u4f5c\u6d41\u8bfb\u53d6\u89c6\u9891\u6d41\u7684\u89c6\u89c9\u8bc1\u636e\uff0c\u89c6\u9891\u6d41\u4fdd\u7559\u539f\u672c\u7684\u52a8\u6001\u5148\u9a8c\uff0c\u907f\u514d\u88ab\u52a8\u4f5c\u6570\u636e\u8fc7\u65e9\u300c\u5e26\u504f\u300d\u3002<\/p>\n

\u8fd9\u6837\u4e00\u6765\uff0c\u6a21\u578b\u65e2\u80fd\u5b88\u4f4f\u89c6\u9891\u57fa\u5ea7\u5df2\u6709\u7684\u4e16\u754c\u7406\u89e3\u80fd\u529b\uff0c\u53c8\u80fd\u8ba9\u52a8\u4f5c\u80fd\u529b\u5728\u5927\u89c4\u6a21\u8bad\u7ec3\u4e2d\u6301\u7eed\u589e\u957f\u3002<\/p>\n

\u800c\u8fd9\uff0c\u6b63\u662f\u7edd\u2f24\u591a\u6570VLA\u5728\u2f24\u89c4\u6a21\u8bad\u7ec3\u65f6\u505a\u4e0d\u5230\u7684\uff5e<\/p>\n

\u5927\u5bb6\u90fd\u77e5\u9053\uff0c\u73b0\u5b9e\u751f\u6d3b\u4e2d\u5927\u591a\u673a\u5668\u4eba\u901a\u5e38\u4e0d\u6b62\u4e00\u4e2a\u6444\u50cf\u5934\uff1a\u4e00\u822c\u662f\u9876\u89c6\u770b\u5168\u5c40\uff0c\u8155\u90e8\u76f8\u673a\u770b\u624b\u8fb9\u7ec6\u8282\u3002<\/p>\n

\u4f46\u4e8b\u5b9e\u4e0a\u591a\u89c6\u89d2\u5e76\u4e0d\u4f1a\u5929\u7136\u5bf9\u9f50\uff0c\u7b80\u5355\u505a\u8de8\u89c6\u89d2\u6ce8\u610f\u529b\uff0c\u6a21\u578b\u5f88\u5bb9\u6613\u628a\u5b83\u5b66\u6210\u7279\u5f81\u6df7\u5408\uff0c\u770b\u8d77\u6765\u76f8\u5173\u5c31\u8fde\u5728\u4e00\u8d77\uff0c\u5374\u672a\u5fc5\u7b26\u5408\u771f\u5b9e\u7a7a\u95f4\u5173\u7cfb\uff0c\u4e8e\u662fWALL-WM\u7528\u4e86\u4e24\u4e2a\u673a\u5236\u6765\u89e3\u51b3\u2014\u2014<\/p>\n

\u4e00\u4e2a\u662f\u89c6\u9525\u63a9\u7801\u3002<\/p>\n

\u5b83\u4f1a\u6839\u636e\u76f8\u673a\u6807\u5b9a\u4fe1\u606f\uff0c\u5224\u65ad\u4e24\u4e2a\u56fe\u50cf\u5757\u5728\u4e09\u7ef4\u7a7a\u95f4\u91cc\u6709\u6ca1\u6709\u53ef\u80fd\u770b\u5230\u540c\u4e00\u7247\u533a\u57df\uff0c\u7269\u7406\u4e0a\u5bf9\u4e0d\u4e0a\u7684\u5173\u8054\uff0c\u76f4\u63a5\u4ece\u6ce8\u610f\u529b\u8def\u5f84\u91cc\u5207\u6389\uff0c\u8fd9\u6837\u4e00\u6765\uff0c\u6a21\u578b\u8de8\u89c6\u89d2\u770b\u8fc7\u53bb\u7684\u5730\u65b9\uff0c\u81f3\u5c11\u5148\u7b26\u5408\u771f\u5b9e\u4e16\u754c\u7684\u51e0\u4f55\u5173\u7cfb\u3002<\/p>\n

\u53e6\u4e00\u4e2a\u662f\u7ba1\u72b6\u63a9\u7801\u3002<\/p>\n

\u5b83\u4f1a\u968f\u673a\u906e\u6389\u67d0\u4e2a\u89c6\u89d2\u91cc\u4e00\u6bb5\u8fde\u7eed\u7684\u65f6\u7a7a\u533a\u57df\uff0c\u8ba9\u6a21\u578b\u4e0d\u80fd\u53ea\u9760\u5355\u4e00\u89c6\u89d2\u5185\u90e8\u7684\u65f6\u95f4\u4fe1\u606f\u8865\u7b54\u6848\uff0c\u53ea\u80fd\u4ece\u5176\u4ed6\u76f8\u673a\u91cc\u627e\u7ebf\u7d22\u3002<\/p>\n

\u4e00\u4e2a\u9650\u5236\u9519\u8bef\u8fde\u63a5\uff0c\u4e00\u4e2a\u5236\u9020\u8de8\u89c6\u89d2\u9700\u6c42\uff0c\u914d\u5408\u514d\u6807\u5b9a\u3001\u6b64\u5916\u53ef\u5b66\u4e60\u7684\u76f8\u673a\u65cb\u8f6c\u4f4d\u7f6e\u7f16\u7801\uff0c\u5929\u7136\u2f40\u6301\u591a\u672c\u4f53\u591a\u89c6\u89d2\u2f24\u89c4\u6a21\u6df7\u5408\u8bad\u7ec3\u3002<\/p>\n

\u8fd9\u6837\u4e00\u6765\uff0c\u8de8\u89c6\u89d2\u6ce8\u610f\u529b\u5c31\u4ece\u53ef\u6709\u53ef\u65e0\u7684\u80fd\u529b\uff0c\u53d8\u6210\u8bad\u7ec3\u4e2d\u53cd\u590d\u4f7f\u7528\u7684\u51e0\u4f55\u5bf9\u5e94\u80fd\u529b\u3002<\/p>\n

\u5728\u771f\u5b9e\u7269\u7406\u573a\u666f\u4e2d\uff0c\u673a\u5668\u4eba\u505a\u590d\u6742\u4efb\u52a1\u65f6\uff0c\u5f80\u5f80\u9700\u8981\u300c\u60f3\u4e00\u60f3\u300d\u5177\u4f53\u600e\u4e48\u505a\u3002<\/p>\n

CoT\u80fd\u63d0\u5347\u8fd9\u7c7b\u51b3\u7b56\u8d28\u91cf\uff0c\u4f46\u4f20\u7edf\u9010token\u751f\u6210\u592a\u6162\uff0c\u5bf9\u804a\u5929\u6a21\u578b\u6765\u8bf4\u6162\u4e00\u70b9\u8fd8\u80fd\u63a5\u53d7\uff1b\u5bf9\u673a\u5668\u4eba\u6765\u8bf4\u52a8\u4f5c\u63a7\u5236\u53ef\u7b49\u4e0d\u8d77\u2026<\/p>\n

\u9488\u5bf9\u8fd9\u4e2a\u95ee\u9898\uff0cWALL-WM\u7ed9\u51fa\u7684\u89e3\u6cd5\u662f\uff1a\u7528Staircase Layer-Relay CoT Decoding\uff08\u9636\u68af\u5f0f\u601d\u7ef4\u94fe\u89e3\u7801\uff09\uff0c\u4fdd\u7559\u3001\u53ef\u8bfb\u7684\u601d\u7ef4\u94fe\uff0c\u540c\u65f6\u6539\u9020\u89e3\u7801\u65b9\u5f0f\u3002<\/p>\n

\u628a\u539f\u672c\u4e00\u5c42\u5c42\u3001\u4e00\u4e2atoken\u63a5\u4e00\u4e2atoken\u7684\u4e32\u884c\u8fc7\u7a0b\uff0c\u62c6\u6210\u300c\u4f4e\u5c42\u53ea\u8dd1\u4e00\u6b21\uff0c\u9ad8\u5c42\u9636\u68af\u5f0f\u5c55\u5f00\u300d\u3002<\/p>\n

\u5177\u4f53\u6765\u8bf4\uff0c\u5e95\u5c42\u8d1f\u8d23\u62bd\u53d6\u5171\u7528\u7684\u63a8\u7406\u72b6\u6001\uff0c\u53ea\u505a\u4e00\u6b21\uff1b\u540e\u9762\u7684\u591a\u4e2a\u601d\u7ef4token\u5219\u5728\u9ad8\u5c42\u5e76\u884c\u5b8c\u6210\u3002<\/p>\n

\u5b83\u751f\u6210\u7684\u4ecd\u662f\u8fde\u7eedCoT latent\uff0c\u4f46\u8fd9\u4e9blatent\u53ef\u4ee5\u901a\u8fc7\u51bb\u7ed3LLM\u8fd8\u539f\u4e3a\u6587\u672c\u63a8\u7406\u8f68\u8ff9\uff0c\u56e0\u6b64\u4fdd\u7559\u4e86\u4e00\u5b9a\u53ef\u89e3\u91ca\u6027\uff0c\u540c\u65f6\u51cf\u5c11\u9010token\u89e3\u7801\u5e26\u6765\u7684\u5ef6\u8fdf\u3002<\/p>\n

\u8fd9\u6837\u4e00\u6765\uff0c\u53ef\u89e3\u91ca\u6027\u4e0e\u5b9e\u65f6\u6027\uff0c\u7b2c\u2f00\u6b21\u4e0d\u2f64\u2f06\u9009\u2f00\u3002<\/p>\n

WALL-WM\u771f\u6b63\u60f3\u89e3\u51b3\u7684\uff0c\u8fdc\u4e0d\u6b62\u6a21\u578b\u7ed3\u6784\u7684\u4e8b\u4ef6\u7ea7\u6539\u9020\u3002<\/p>\n

\u80cc\u540e\u771f\u6b63\u6491\u8d77\u8fd9\u5957\u80fd\u529b\u7684\uff0c\u8fd8\u6709\u4e00\u5957\u4ece\u6570\u636e\u91c7\u96c6\u3001\u5c42\u7ea7\u6807\u6ce8\u5230\u91c7\u6837\u8bad\u7ec3\u7684\u4e00\u6574\u5957\u300c\u7cfb\u7edf\u5de5\u7a0b\u300d\u3002<\/p>\n

\u5728\u6570\u636e\u7ed3\u6784\u4e0a\uff0cWALL-WM\u6ca1\u6709\u53ea\u4f9d\u8d56\u673a\u5668\u4eba\u771f\u673a\u6570\u636e\uff0c\u800c\u662f\u642d\u4e86\u4e00\u4e2a\u6570\u636e\u91d1\u5b57\u5854\u3002<\/p>\n

\u5e95\u5c42\u662f\u767e\u4e07\u7ea7\u7f51\u7edc\u901a\u7528\u89c6\u9891\uff0c\u7528\u6765\u8865\u8db3\u5f00\u653e\u4e16\u754c\u91cc\u7684\u89c6\u89c9\u548c\u8fd0\u52a8\u5148\u9a8c\uff1b\u518d\u5f80\u4e0a\uff0c\u662f\u4eba\u7c7b\u52a8\u4f5c\u89c6\u9891\u3001\u7b2c\u4e00\u89c6\u89d2\u89c6\u9891\u3001\u516c\u5f00\u673a\u5668\u4eba\u6570\u636e\u3001\u81ea\u91c7\u89c6\u9891-\u52a8\u4f5c\u6570\u636e\u3002<\/p>\n

\u800c\u6700\u9876\u7aef\uff0c\u624d\u662f\u771f\u673a\u63a5\u7ba1\u3001\u7ea0\u9519\u548c\u6062\u590d\u6570\u636e\u3002<\/p>\n

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[1]GitHub\uff1ahttps:\/\/github.com\/X-Square-Robot\/wall-x<\/p>\n

[2]\u9879\u2f6c\u4e3b\u2eda\uff1ahttps:\/\/x2robot.com\/pages\/wm<\/p>\n

\n

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