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\"\u6253\u7834\u4ee3\u7801\u5927\u6a21\u578b\u8bad\u7ec3\u74f6\u9888\uff1aMicroCoder\u5c06\u7b97\u6cd5\u6570\u636e\u6846\u67b6\u8bad\u7ec3\u7ecf\u9a8c\u5347\u7ea7\"\/<\/div><\/figure>\n
\"\u6253\u7834\u4ee3\u7801\u5927\u6a21\u578b\u8bad\u7ec3\u74f6\u9888\uff1aMicroCoder\u5c06\u7b97\u6cd5\u6570\u636e\u6846\u67b6\u8bad\u7ec3\u7ecf\u9a8c\u5347\u7ea7\"\/<\/div><\/figure>\n
\"\u6253\u7834\u4ee3\u7801\u5927\u6a21\u578b\u8bad\u7ec3\u74f6\u9888\uff1aMicroCoder\u5c06\u7b97\u6cd5\u6570\u636e\u6846\u67b6\u8bad\u7ec3\u7ecf\u9a8c\u5347\u7ea7\"\/<\/div><\/figure>\n
\"\u6253\u7834\u4ee3\u7801\u5927\u6a21\u578b\u8bad\u7ec3\u74f6\u9888\uff1aMicroCoder\u5c06\u7b97\u6cd5\u6570\u636e\u6846\u67b6\u8bad\u7ec3\u7ecf\u9a8c\u5347\u7ea7\"\/<\/div><\/figure>\n

MicroCoder\u56e2\u961f \u6295\u7a3f<\/p>\n

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\u7136\u800c\u7814\u7a76\u8005\u5f88\u5feb\u53d1\u73b0\u4e86\u4e00\u4e2a\u73b0\u8c61\uff1a\u7528DeepCoder\u8fd9\u7c7b\u4e3b\u6d41\u6570\u636e\u96c6\u8bad\u7ec3\u6700\u65b0\u63a8\u7406\u6a21\u578b\uff0c\u6027\u80fd\u51e0\u4e4e\u6ca1\u6709\u63d0\u5347\uff1b\u800c\u540c\u6837\u7684\u505a\u6cd5\u5728\u8fc7\u53bb\u7248\u672c\u7684\u6a21\u578b\u4e0a\u5374\u6709\u663e\u8457\u6548\u679c\u3002<\/p>\n

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\u9488\u5bf9\u8fd9\u4e00\u8bad\u7ec3\u74f6\u9888\uff0c\u6765\u81ea\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u3001\u5251\u6865\u5927\u5b66\u548c\u666e\u6797\u65af\u987f\u5927\u5b66\u7684\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86MicroCoder\u9879\u76ee\uff0c\u5305\u542b\u56db\u4e2a\u6838\u5fc3\u8d21\u732e\uff1aMicroCoder-GRPO\u7b97\u6cd5\u3001MicroCoder-Dataset\u6570\u636e\u96c6\u3001MicroCoder-Evaluator\u8bad\u7ec3\u8bc4\u4f30\u6846\u67b6\uff0c\u4ee5\u53ca\u8de8\u8d85\u8fc730\u7ec4\u53d7\u63a7\u5b9e\u9a8c\u603b\u7ed3\u768434\u6761\u8bad\u7ec3\u7ecf\u9a8c\u3002<\/p>\n

MicroCoder-GRPO\u5728GRPO\u57fa\u7840\u4e0a\u5f15\u5165\u4e09\u9879\u4fee\u6539\uff0c\u4e13\u95e8\u5e94\u5bf9\u73b0\u4ee3\u4ee3\u7801\u6a21\u578b\u7684\u8bad\u7ec3\u52a8\u6001\u3002<\/p>\n

\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u4e2d\uff0c\u88ab\u6700\u5927\u957f\u5ea6\u622a\u65ad\u7684\u8f93\u51fa\u82e5\u53c2\u4e0e\u7b56\u7565\u4f18\u5316\uff0c\u4f1a\u5f15\u5bfc\u6a21\u578b\u751f\u6210\u66f4\u77ed\u7684\u8f93\u51fa\u3002\u4e3a\u6b64\uff0cDeepCoder\u7b49\u65b9\u6cd5\u91c7\u7528\u201c\u5168\u90e8\u63a9\u7801\u201d\u7b56\u7565\uff0c\u5bf9\u6240\u6709\u8fbe\u5230\u6700\u5927\u957f\u5ea6\u7684\u8f93\u51fa\u90fd\u5c06\u4f18\u52bf\u5206\u6570\u7f6e\u96f6\uff0c\u4f46\u8fd9\u4f1a\u5bfc\u81f4\u8f93\u51fa\u957f\u5ea6\u589e\u957f\u8fc7\u5feb\u3002<\/p>\n

MicroCoder-GRPO\u63d0\u51fa\u4e86\u66f4\u7cbe\u7ec6\u7684\u6761\u4ef6\u622a\u65ad\u63a9\u7801\uff1a\u53ea\u5bf9\u540c\u65f6\u6ee1\u8db3\u56db\u4e2a\u6761\u4ef6\u7684\u8f93\u51fa\u6267\u884c\u63a9\u7801\uff0c\u8fbe\u5230\u6700\u5927\u957f\u5ea6\u3001\u7b54\u6848\u975e\u9519\u8bef\u3001\u65e0\u5c3e\u90e8\u91cd\u590d\u5e8f\u5217\u3001\u4e14\u4ee5\u7279\u5b9a\u6982\u7387\u968f\u673a\u62bd\u53d6\u3002\u5b9e\u9a8c\u8868\u660e\uff0c\u8fd9\u4e00\u7b56\u7565\u6709\u6548\u89e3\u9501\u4e86\u6a21\u578b\u7684\u957f\u8f93\u51fa\u6f5c\u529b\uff0c\u540c\u65f6\u89c4\u907f\u4e86\u5168\u63a9\u7801\u7b56\u7565\u5e26\u6765\u7684\u8bad\u7ec3\u95ee\u9898\uff0c\u6700\u7ec8\u6536\u655b\u6027\u80fd\u9ad8\u4e8e\u65e0\u63a9\u7801\u548c\u5168\u63a9\u7801\u4e24\u79cd\u65b9\u6848\u3002<\/p>\n

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MicroCoder-GRPO\u63d0\u51fa\u6839\u636e\u6a21\u578b\u521d\u59cb\u8f93\u51fa\u591a\u6837\u6027\u52a8\u6001\u786e\u5b9a\u8bad\u7ec3\u6e29\u5ea6\uff1a\u6d4b\u91cf\u521d\u59cb\u591a\u6837\u6027\u8d8b\u52bf\uff0c\u9009\u62e9\u80fd\u4f7f\u591a\u6837\u6027\u5e73\u7a33\u6536\u655b\u7684\u6e29\u5ea6\u503c\u3002\u6587\u7ae0\u8fd8\u53d1\u73b0\u201c\u5148\u4f4e\u6e29\u540e\u9ad8\u6e29\u201d\u7684\u5206\u9636\u6bb5\u65b9\u6cd5\u4f18\u4e8e\u5168\u7a0b\u56fa\u5b9a\u6e29\u5ea6\uff0c\u4f46\u9700\u907f\u514d\u8fde\u7eed\u7684\u6e29\u5ea6\u8fc7\u6e21\uff0c\u5373\u4fbf\u662f\u77ed\u6682\u7684\u6e10\u53d8\u4e5f\u53ef\u80fd\u5bf9\u591a\u6837\u6027\u9020\u6210\u5f71\u54cd\u3002<\/p>\n

\u6cbf\u7528DAPO\u7684\u8bbe\u8ba1\u601d\u8def\uff0cMicroCoder-GRPO\u5c06KL\u6563\u5ea6\u6743\u91cd\u8bbe\u4e3a0\uff0c\u5e76\u91c7\u7528\u66f4\u9ad8\u7684\u88c1\u526a\u6bd4\u7387\u3002\u5b9e\u9a8c\u8bc1\u660e\uff0c\u4fdd\u7559KL\u6563\u5ea6\u4f1a\u6301\u7eed\u5f71\u54cd\u8f93\u51fa\u591a\u6837\u6027\u3001\u9650\u5236\u8f93\u51fa\u957f\u5ea6\u589e\u957f\uff0c\u5bfc\u81f4\u6027\u80fd\u201c\u5148\u6da8\u540e\u8dcc\u201d\uff1b\u53bb\u9664\u540e\uff0c\u6a21\u578b\u83b7\u5f97\u6301\u7eed\u7684\u6027\u80fd\u63d0\u5347\u3002<\/p>\n

\u4e09\u9879\u4fee\u6539\u5171\u540c\u4f5c\u7528\u4e0b\uff0cMicroCoder-GRPO\u5728\u6700\u65b0\u4ee3\u7801\u6d4b\u8bd5\u96c6\u4e0a\u76f8\u6bd4DAPO\u57fa\u7ebf\u53d6\u5f97\u660e\u663e\u63d0\u5347\uff0c\u4e14\u5728\u62d3\u5c55\u6d4b\u8bd5\u4e0a\u4e0b\u6587\u957f\u5ea6\u65f6\u66f4\u4e3a\u663e\u8457\u3002<\/p>\n

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MicroCoder-Dataset\u7684\u6784\u5efa\u5206\u56db\u4e2a\u9636\u6bb5\uff1a\u201c\u6536\u96c6\u201d\u4ece\u591a\u5143\u5e73\u53f0\u6536\u96c6\u771f\u5b9e\u7ade\u8d5b\u9898\u76ee\uff1b\u201c\u5904\u7406\u201d\u7edf\u4e00\u8bed\u8a00\u3001\u53bb\u566a\u3001\u683c\u5f0f\u6807\u51c6\u5316\uff0c\u5e76\u7528LLM\u81ea\u52a8\u751f\u6210\u548c\u7b5b\u9009\u6d4b\u8bd5\u7528\u4f8b\uff1b\u201c\u7b5b\u9009\u201d\u5b9e\u65bd\u8f6f\u786c\u7ea6\u675f\u53ca\u81ea\u9002\u5e94\u96be\u5ea6\u8fc7\u6ee4\uff1b\u201c\u9a8c\u8bc1\u201d\u8fdb\u884c\u4eba\u5de5\u62bd\u67e5\u786e\u4fdd\u53ef\u8bfb\u6027\u548c\u6d4b\u8bd5\u7528\u4f8b\u51c6\u786e\u6027\u3002<\/p>\n

\u96be\u5ea6\u8fc7\u6ee4\u662fMicroCoder-Dataset\u7684\u6838\u5fc3\u521b\u65b0\u3002\u7814\u7a76\u56e2\u961f\u8bbe\u8ba1\u4e86\u4e00\u5957\u4e94\u7ef4\u96be\u5ea6\u8bc4\u4f30\u77e9\u9635\uff0c\u7531LLM\u5bf9\u6bcf\u9053\u9898\u8fdb\u884c\u4e09\u6b21\u72ec\u7acb\u6253\u5206\uff0c\u53d6\u5e73\u5747\u540e\u8ba1\u7b97\u52a0\u6743\u96be\u5ea6\u5206\u3002<\/p>\n

\u8fd9\u4e94\u4e2a\u7ef4\u5ea6\u7684\u6743\u91cd\u8bbe\u8ba1\u6709\u5176\u7406\u8bba\u4f9d\u636e\uff0c\u53c2\u8003\u4e86Bloom\u6559\u80b2\u76ee\u6807\u5206\u7c7b\u6cd5\u3001McCabe\u548cHalstead\u65b9\u6cd5\uff0c\u5c06\u91cd\u5fc3\u653e\u5728\u771f\u6b63\u8003\u9a8c\u63a8\u7406\u548c\u7f16\u7a0b\u80fd\u529b\u7684\u7ef4\u5ea6\u4e0a\uff0c\u800c\u975e\u8bed\u4e49\u7406\u89e3\u548c\u8bb0\u5fc6\u3002<\/p>\n

\u968f\u540e\uff0c\u4ee5\u6a21\u578b\u5b9e\u9645\u901a\u8fc7\u7387\u4e3a\u57fa\u51c6\u5bf9\u9884\u6d4b\u5206\u8fdb\u884c\u6821\u51c6\uff0c\u5728LiveCodeBench\u6570\u636e\u96c6\u4e0a\u786e\u5b9a\u6613\u3001\u4e2d\u3001\u96be\u7684\u5206\u754c\u503c\uff0c\u9884\u6d4b\u5206\u5e03\u4e0e\u5b9e\u9645\u5206\u5e03\u51e0\u4e4e\u5b8c\u5168\u543b\u5408\u3002\u8fc7\u6ee4\u540e\uff0c\u7b80\u5355\u9898\u5360\u6bd4\u964d\u81f325%\u4ee5\u4e0b\uff0c\u56f0\u96be\u9898\u5360\u6bd4\u63d0\u5347\u81f350%\u4ee5\u4e0a\u3002<\/p>\n

\u6700\u7ec8\uff0cMicroCoder-Dataset\u5305\u542b\u8d85\u8fc713K\u7ecf\u4e25\u683c\u7b5b\u9009\u7684\u771f\u5b9e\u7ade\u8d5b\u9898\uff0c\u5168\u90e8\u6765\u81ea\u5b9e\u9645\u7ade\u8d5b\u5e73\u53f0\u800c\u975eLLM\u751f\u6210\u3002\u805a\u7c7b\u5206\u6790\u8868\u660e\u5404\u5e73\u53f0\u9898\u76ee\u4e92\u8865\uff0c\u4e0e\u6d4b\u8bd5\u96c6\u4e4b\u95f4\u6ca1\u6709\u91cd\u5408\u3002<\/p>\n

\u5728\u76f8\u540c\u8bad\u7ec3\u4e0b\uff0cMicroCoder-Dataset\u5728300\u6b65\u8bad\u7ec3\u5185\u53d6\u5f97\u7684\u6027\u80fd\u589e\u76ca\u662fDeepCoder\u6570\u636e\u96c6\u76843\u500d\u3002\u4ee5DAPO\u8bad\u7ec3\u6700\u65b0\u63a8\u7406\u6a21\u578b\u4e3a\u4f8b\uff0c\u76f8\u6bd4DeepCoder\uff0cMicroCoder\u5728LeetCode\u4e0a\u6574\u4f53\u63d0\u5347\u7ea66.0\u4e2a\u767e\u5206\u70b9\uff0c\u96be\u5ea6\u8d8a\u9ad8\uff0c\u589e\u76ca\u8d8a\u660e\u663e\u3002<\/p>\n

\u4ee3\u7801\u8bc4\u4f30\u7684\u51c6\u786e\u6027\u76f4\u63a5\u51b3\u5b9a\u5f3a\u5316\u5b66\u4e60\u7684\u8d28\u91cf\u3002<\/p>\n

LiveCodeBench\u539f\u7248\u8bc4\u4f30\u5668\u91c7\u7528\u4e25\u683c\u7cbe\u786e\u5339\u914d\u7b56\u7565\uff1a\u76f4\u63a5\u7b49\u503c\u6bd4\u8f83\u3001\u7cbe\u786e\u6d6e\u70b9\u8ba1\u7b97\u3001\u4ec5\u505a\u57fa\u672c\u7a7a\u767d\u53bb\u9664\u3002\u8fd9\u79cd\u65b9\u5f0f\u4f1a\u5c06\u5927\u91cf\u683c\u5f0f\u6b63\u786e\u4f46\u7565\u6709\u5dee\u5f02\u7684\u6b63\u786e\u7b54\u6848\u5224\u4e3a\u9519\u8bef\uff0c\u4f8b\u5982\u8fd4\u56de\u5217\u8868\u4e0e\u5143\u7ec4\u7684\u683c\u5f0f\u5dee\u5f02\u3001\u6d6e\u70b9\u7cbe\u5ea6\u5dee\u5f02\uff0c\u4ea7\u751f\u566a\u58f0\uff0c\u5e72\u6270\u8bad\u7ec3\u3002<\/p>\n

MicroCoder-Evaluator\u91c7\u75286-7\u79cd\u65b9\u6cd5\u7ec4\u6210\u7684\u56de\u9000\u94fe\u8fdb\u884c\u7efc\u5408\u8f93\u51fa\u9a8c\u8bc1\uff0c\u4f9d\u6b21\u5c1d\u8bd5\u4e0d\u540c\u7684\u6bd4\u8f83\u7b56\u7565\uff1a\u652f\u6301\u5217\u8868\u3001\u5143\u7ec4\u3001\u5b57\u7b26\u4e32\u3001\u96c6\u5408\u7b49\u683c\u5f0f\u7684\u81ea\u52a8\u7c7b\u578b\u8f6c\u6362\uff1b\u8fdb\u884c\u6d6e\u70b9\u8fd1\u4f3c\u6bd4\u8f83\uff1b\u591a\u884c\u5206\u5272\u4e0e\u7a7a\u767d\u89c4\u8303\u5316\u7b49\u9884\u5904\u7406\uff1b\u5355\u4e2a\u65b9\u6cd5\u5931\u8d25\u540e\u81ea\u52a8\u5207\u6362\u81f3\u4e0b\u4e00\u79cd\u65b9\u6cd5\uff0c\u5168\u7a0b\u9ad8\u5bb9\u9519\u3002<\/p>\n

\u4e0eLiveCodeBench\u539f\u7248\u8bc4\u4f30\u5668\u76f8\u6bd4\uff0cMicroCoder-Evaluator\u5c06\u8bc4\u4f30\u51c6\u786e\u7387\u63d0\u5347\u7ea625%\uff0c\u5373\u66f4\u51c6\u786e\u5730\u8bc6\u522b\u4e86\u6b63\u786e\u89e3\u6cd5\u7684\u53d8\u4f53\uff0c\u51cf\u5c11\u4e86\u8bef\u5224\u566a\u58f0\u3002\u8bad\u7ec3\u66f2\u7ebf\u5bf9\u6bd4\u663e\u793a\uff0c\u4f7f\u7528MicroCoder-Evaluator\u7684\u6a21\u578b\u5728\u65e9\u671f\u8bad\u7ec3\u9636\u6bb5\u53ef\u4ee5\u83b7\u5f97\u66f4\u53ef\u9760\u7684\u5b66\u4e60\u53cd\u9988\uff0c\u6700\u7ec8\u6d4b\u8bd5\u51c6\u786e\u7387\u66f4\u9ad8\u4e14\u6536\u655b\u66f4\u5feb\u3002<\/p>\n

\u6b64\u5916\uff0c\u901a\u8fc7\u4f18\u5316\u5e76\u884c\u5904\u7406\u7b56\u7565\uff0cMicroCoder-Evaluator\u5c06\u6bcf\u4e2a\u8bad\u7ec3\u6b65\u9aa4\u7684\u6267\u884c\u901f\u5ea6\u63d0\u5347\u7ea640%\uff0c\u663e\u8457\u63d0\u5347\u4e86\u8bad\u7ec3\u6548\u7387\u3002<\/p>\n

MicroCoder\u9879\u76ee\u901a\u8fc7\u8d85\u8fc730\u7ec4\u53d7\u63a7\u5b9e\u9a8c\u5b8c\u6574\u5730\u8bb0\u5f55\u4e86\u73b0\u4ee3\u4ee3\u7801\u6a21\u578b\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u4e2d\u7684\u7ecf\u9a8c\uff0c\u8986\u76d6\u4e03\u5927\u7ef4\u5ea6\uff0c\u4ee5\u4e0b\u5217\u51fa\u5404\u7ef4\u5ea6\u7684\u6838\u5fc3\u6d1e\u5bdf\uff1a<\/p>\n

\u4ee3\u7801\u8bc4\u4f30\u5668\uff1a\u8bc4\u4f30\u51c6\u786e\u6027\u5bf9\u8bad\u7ec3\u6548\u679c\u5f71\u54cd\u663e\u8457\uff0c\u5c24\u5176\u5728\u65e9\u671f\u9636\u6bb5\u3002\u9ad8\u5bb9\u9519\u8bc4\u4f30\u5e26\u6765\u66f4\u53ef\u9760\u7684\u7ed3\u679c\u53cd\u9988\uff0c\u80fd\u6709\u6548\u9632\u6b62\u6b21\u4f18\u6536\u655b\u3002\u539f\u7248LiveCodeBench\u8bc4\u4f30\u5668\u7684\u4e25\u683c\u5339\u914d\u7b56\u7565\u4f1a\u4ea7\u751f\u8bef\u5224\uff0c\u5728\u8bad\u7ec3\u521d\u671f\u4ea7\u751f\u5f71\u54cd\u3002<\/p>\n

\u6e29\u5ea6\u52a8\u6001\uff1a\u6a21\u578b\u5bf9\u6e29\u5ea6\u7684\u9c81\u68d2\u6027\u968f\u8bad\u7ec3\u8fdb\u884c\u800c\u589e\u5f3a\u3002\u4e0d\u540c\u6e29\u5ea6\u4e0b\uff0c\u8f93\u51fa\u591a\u6837\u6027\u53d8\u5316\u4f46\u6700\u7ec8\u6536\u655b\u5230\u76f8\u8fd1\u6c34\u5e73\u3002\u5f53\u521d\u59cb\u591a\u6837\u6027\u4f4e\u4e8e\u6536\u655b\u9884\u671f\u65f6\uff0c\u53ef\u80fd\u5bfc\u81f4\u8bad\u7ec3\u5931\u8d25\u3002<\/p>\n

\u8bad\u7ec3\u6570\u636e\uff1a\u6570\u636e\u96be\u5ea6\u5f71\u54cd\u6cdb\u5316\u80fd\u529b\u3002\u5728\u7b80\u5355\u6570\u636e\u96c6\u4e0a\u8868\u73b0\u4f18\u79c0\u5e76\u4e0d\u610f\u5473\u7740\u5728\u6d4b\u8bd5\u96c6\u4e0a\u540c\u6837\u4f18\u79c0\uff0c\u53ea\u6709\u6311\u6218\u6027\u66f4\u9ad8\u7684\u8bad\u7ec3\u95ee\u9898\u624d\u80fd\u5e26\u6765\u771f\u6b63\u7684\u6cdb\u5316\u63d0\u5347\u3002\u66f4\u96be\u7684\u95ee\u9898\u4f1a\u4fc3\u4f7f\u6a21\u578b\u751f\u6210\u66f4\u957f\u7684\u89e3\u9898\u8def\u5f84\uff0c\u8f93\u51fa\u957f\u5ea6\u589e\u957f\u901f\u5ea6\u548c\u6700\u7ec8\u957f\u5ea6\u5747\u66f4\u5927\u3002<\/p>\n

\u4e0a\u4e0b\u6587\u957f\u5ea6\u4e0e\u6269\u5c55\uff1a\u66f4\u957f\u7684\u6700\u5927\u8f93\u51fa\u4e0e\u66f4\u9ad8\u7684\u6700\u7ec8\u51c6\u786e\u7387\u3001\u66f4\u5feb\u7684\u8f93\u51fa\u589e\u957f\u548c\u66f4\u9ad8\u7684\u591a\u6837\u6027\u76f4\u63a5\u76f8\u5173\u3002\u65e9\u671f\u8bad\u7ec3\u9636\u6bb5\u7684\u8f93\u51fa\u957f\u5ea6\u9650\u5236\u4f1a\u4ea7\u751f\u201c\u4e0d\u53ef\u9006\u201d\u5f71\u54cd\uff0c\u4e00\u65e6\u6a21\u578b\u5728\u77ed\u8f93\u51fa\u9650\u5236\u4e0b\u8bad\u7ec3\u8db3\u591f\u957f\u65f6\u95f4\uff0c\u540e\u7eed\u5373\u4fbf\u589e\u5927\u4e0a\u4e0b\u6587\uff0c\u6027\u80fd\u4e5f\u65e0\u6cd5\u5b8c\u5168\u6062\u590d\u3002<\/p>\n

\u622a\u65ad\u63a9\u7801\u7b56\u7565\uff1a\u63a9\u7801\u6bd4\u4f8b\u5728\u8bad\u7ec3\u901f\u5ea6\u4e0e\u5cf0\u503c\u6027\u80fd\u4e4b\u95f4\u5f62\u6210\u5e73\u8861\uff0c\u66f4\u9ad8\u7684\u63a9\u7801\u6bd4\u4f8b\u80fd\u66f4\u5feb\u8fbe\u5230\u521d\u59cb\u5cf0\u503c\uff0c\u4f46\u8f83\u4f4e\u7684\u63a9\u7801\u6bd4\u4f8b\u80fd\u5ef6\u957f\u4e0a\u5347\u9636\u6bb5\u5e76\u8fbe\u5230\u66f4\u9ad8\u7684\u5cf0\u503c\u300230%\u7684\u6761\u4ef6\u63a9\u7801\u5728\u8f93\u51fa\u957f\u5ea6\u589e\u957f\u901f\u7387\u4e0a\u5df2\u63a5\u8fd1\u5168\u63a9\u7801\uff0c\u540c\u65f6\u663e\u8457\u4f18\u4e8e\u5168\u63a9\u7801\u5728\u8bad\u7ec3\u7a33\u5b9a\u6027\u7b49\u65b9\u9762\u7684\u8868\u73b0\u3002<\/p>\n

\u6279\u5927\u5c0f\u4e0e\u5728\u7ebf\u8bad\u7ec3\uff1a\u8f83\u5c0f\u7684\u8bad\u7ec3\u6279\u5927\u5c0f\u4ea7\u751f\u66f4\u63a5\u8fd1\u5728\u7ebf\u8bad\u7ec3\u7684\u884c\u4e3a\uff0c\u52a0\u5feb\u591a\u6837\u6027\u6536\u655b\uff0c\u4f46\u5f71\u54cd\u8bad\u7ec3\u7a33\u5b9a\u6027\uff1b\u8f83\u5927\u7684\u6279\u5927\u5c0f\u4ea7\u751f\u79bb\u7ebf\u8bad\u7ec3\u884c\u4e3a\uff0c\u7a33\u5b9a\u6027\u66f4\u5f3a\u3002\u6700\u4f18\u9009\u62e9\u6765\u81ea\u4e24\u8005\u4e4b\u95f4\u7684\u5e73\u8861\u3002<\/p>\n

KL\u6563\u5ea6\u4e0e\u88c1\u526a\u6bd4\u7387\uff1a\u6807\u51c6KL\u6563\u5ea6\u4f1a\u6301\u7eed\u5f71\u54cd\u8f93\u51fa\u591a\u6837\u6027\u5e76\u9650\u5236\u8f93\u51fa\u957f\u5ea6\u589e\u957f\uff0c\u5f62\u6210\u201c\u6027\u80fd\u5148\u6da8\u540e\u8dcc\u201d\u7684\u5f62\u5f0f\u3002\u53bb\u9664KL\u6563\u5ea6\u662f\u652f\u6301\u957f\u671f\u6301\u7eed\u6027\u80fd\u63d0\u5347\u7684\u91cd\u8981\u6761\u4ef6\u3002<\/p>\n

\u5b8c\u6574\u768434\u6761\u6d1e\u5bdf\u5df2\u5728\u9879\u76ee\u4e3b\u9875\u7684MicroCoder-Insights\u535a\u5ba2\u4e2d\u5b8c\u6574\u6574\u7406\uff0c\u8986\u76d6\u6bcf\u4e2a\u7ef4\u5ea6\u7684\u5177\u4f53\u5b9e\u9a8c\u548c\u7ed3\u8bba\uff0c\u662f\u76ee\u524d\u6700\u4e3a\u5b8c\u6574\u7684\u73b0\u4ee3\u4ee3\u7801\u6a21\u578b\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u7ecf\u9a8c\u5e93\u4e4b\u4e00\u3002<\/p>\n

\u4ee3\u7801\u5927\u6a21\u578b\u7684\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u957f\u671f\u501f\u9274\u6570\u5b66\u63a8\u7406\u4efb\u52a1\u7684\u7ecf\u9a8c\u3002MicroCoder\u9996\u6b21\u5b8c\u6574\u63d0\u51fa\uff0c\u8fd9\u4e00\u8fc1\u79fb\u8def\u5f84\u5b58\u5728\u4ee3\u9645\u65ad\u5c42\uff0c\u4e0d\u540c\u6a21\u578b\u4e16\u4ee3\u4e4b\u95f4\uff0c\u8bad\u7ec3\u52a8\u6001\u3001\u6570\u636e\u9700\u6c42\u4e0e\u7b97\u6cd5\u8bbe\u8ba1\u7684\u6709\u6548\u5047\u8bbe\u5df2\u53d1\u751f\u8d28\u53d8\u800c\u975e\u91cf\u53d8\uff0c\u6253\u7834\u4e86\u8be5\u9886\u57df\u56fa\u6709\u8ba4\u77e5\uff0c\u660e\u786e\u4e86\u65b0\u4e00\u4ee3\u4ee3\u7801\u6a21\u578b\u7684\u7814\u7a76\u65b9\u5411\u3002<\/p>\n

\u5728\u7b97\u6cd5\u8bbe\u8ba1\u5c42\u9762\uff0c\u6761\u4ef6\u622a\u65ad\u63a9\u7801\u4e0e\u591a\u6837\u6027\u9a71\u52a8\u6e29\u5ea6\u9009\u62e9\uff0c\u5bf9\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u4e2d\u8bad\u7ec3\u7a33\u5b9a\u6027\u4e0e\u7b56\u7565\u63a2\u7d22\u6027\u4e4b\u95f4\u7684\u5e73\u8861\u63d0\u51fa\u4e86\u53ef\u6267\u884c\u7684\u517c\u987e\u65b9\u6848\uff0c\u5177\u6709\u8d85\u51fa\u4ee3\u7801\u751f\u6210\u4efb\u52a1\u672c\u8eab\u7684\u65b9\u6cd5\u8bba\u53c2\u8003\u4ef7\u503c\u3002<\/p>\n

\u672c\u9879\u76ee\u901a\u8fc7\u8d85\u8fc7\u4e09\u5341\u7ec4\u53d7\u63a7\u5b9e\u9a8c\u5b8c\u6574\u6574\u740634\u6761\u8bad\u7ec3\u7ecf\u9a8c\u4e0e\u6d1e\u5bdf\uff0c\u8986\u76d6\u7b97\u6cd5\u3001\u6570\u636e\u3001\u8bc4\u4f30\u3001\u4e0a\u4e0b\u6587\u3001\u6e29\u5ea6\u7b49\u4e03\u5927\u6838\u5fc3\u7ef4\u5ea6\uff0c\u662f\u76ee\u524d\u4ee3\u7801\u5927\u6a21\u578b\u540e\u8bad\u7ec3\u9886\u57df\u6700\u4e3a\u5b8c\u6574\u3001\u6709\u6548\u7684\u77e5\u8bc6\u6c89\u6dc0\u4e4b\u4e00\uff0c\u5bf9\u7814\u7a76\u5185\u5bb9\u7684\u6574\u7406\u5206\u4eab\u662f\u6a21\u578b\u8bad\u7ec3\u793e\u533a\u6700\u6709\u5f71\u54cd\u529b\u7684\u5f00\u6e90\u9879\u76ee\u4e4b\u4e00\u3002<\/p>\n

\u4f5c\u8005\u4ecb\u7ecd\uff1a<\/p>\n

MicroCoder\u7b2c\u4e00\u4f5c\u8005\u674e\u5b97\u8c26\uff0c\u5251\u6865\u5927\u5b66\u81ea\u7136\u8bed\u8a00\u5904\u7406\u535a\u58eb\u751f\uff0c\u5251\u6865\u4fe1\u6258\u5b66\u8005\uff0c\u5251\u6865\u56fd\u9645\u751f\u5168\u989d\u535a\u58eb\u5956\u5b66\u91d1\uff0c\u5728\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5b8c\u6210\u7cfb\u5217\u5de5\u4f5c\u3002\u4ed6\u5728\u5fae\u8f6f\u3001\u8c37\u6b4c\u3001\u7ea2\u6749\u3001\u771f\u683c\u7b49\u6709\u5b9e\u4e60\u5de5\u4f5c\u7ecf\u5386\uff0c2025\u5e74\u5b8c\u6210\u4e00\u4f5c\u8bba\u65879\u7bc7\uff0c\u53d1\u8868\u4e8eNeurIPS\u3001ACL\u7b49\u4f1a\u8bae\uff0c\u53c2\u4e0e\u5de5\u4f5c\u53d1\u8868Nature\uff0c\u5bf9\u5b66\u754c\u3001\u4e1a\u754c\u3001\u521b\u4e1a\u6709\u6d53\u539a\u5174\u8da3\uff0c\u662f\u5f53\u524d\u5927\u8bed\u8a00\u6a21\u578b\u9886\u57df\u503c\u5f97\u5173\u6ce8\u7684\u5e74\u8f7b\u7814\u7a76\u5458\u3002<\/p>\n

\u9879\u76ee\u4e3b\u9875\uff1ahttps:\/\/github.com\/ZongqianLi\/MicroCoder\u7b97\u6cd5\u8bba\u6587\uff1ahttps:\/\/arxiv.org\/abs\/2603.07777\u6570\u636e\u96c6\u8bba\u6587\uff1ahttps:\/\/arxiv.org\/abs\/2603.07779\u8bad\u7ec3\u7ecf\u9a8c\u535a\u5ba2\uff1ahttps:\/\/github.com\/ZongqianLi\/MicroCoder\/blob\/main\/MicroCoder-Insights.md<\/p>\n

\n

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

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\u8f6c\u8f7d\u4ec5\u4e3a\u4e2a\u4eba\u5b66\u4e60\u4e0e\u4ea4\u6d41\u76ee\u7684\uff0c\u4e0d\u5bf9\u6587\u7ae0\u89c2\u70b9\u8d1f\u8d23\uff0c\u4ea6\u4e0d\u7528\u4e8e\u4efb\u4f55\u5546\u4e1a\u7528\u9014\u3002<\/p>\n

\u5982\u6d89\u53ca\u7248\u6743\u95ee\u9898\uff0c\u8bf7\u8054\u7cfb\u672c\u4eba\u5220\u9664\u3002<\/p>\n<\/blockquote>\n","protected":false},"excerpt":{"rendered":"

MicroCoder\u56e2\u961f \u6295\u7a3f<\/p>\n

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