{"id":1138764,"date":"2025-05-07T03:17:45","date_gmt":"2025-05-07T10:17:45","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&p=1138764"},"modified":"2025-05-07T03:17:47","modified_gmt":"2025-05-07T10:17:47","slug":"synthllm","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/synthllm\/","title":{"rendered":"SYNTHLLM\u6846\u67b6\uff1a\u7a81\u7834\u4eba\u5de5\u667a\u80fd\u201c\u6570\u636e\u5899\u201d\u74f6\u9888\uff0c\u4e3aAI\u8bad\u7ec3\u6ce8\u5165\u65b0\u52a8\u529b"},"content":{"rendered":"\n

\u7f16\u8005\u6309\uff1a\u6570\u636e\u662f\u4eba\u5de5\u667a\u80fd\u53d1\u5c55\u7684\u201c\u52a8\u529b\u71c3\u6cb9\u201d\uff0c\u4f46\u5982\u4eca\u5176\u6b63\u9762\u4e34\u201c\u67af\u7aed\u201d\u7684\u98ce\u9669\uff0c\u8fd9\u9053\u201c\u6570\u636e\u5899\u201d\u6210\u4e3a\u5236\u7ea6\u5927\u6a21\u578b\u6027\u80fd\u7a81\u7834\u7684\u5173\u952e\u74f6\u9888\u3002\u5728\u6b64\u80cc\u666f\u4e0b\uff0c\u5408\u6210\u6570\u636e\u6280\u672f\u5e94\u8fd0\u800c\u751f\u3002\u8fd1\u671f\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u63a8\u51fa\u4e86\u4e00\u4e2a\u53ef\u6269\u5c55\u7684 SYNTHLLM \u6846\u67b6\uff0c\u80fd\u591f\u751f\u6210\u591a\u6837\u5316\u7684\u5408\u6210\u6570\u636e\uff0c\u6709\u6548\u586b\u8865\u81ea\u7136\u6570\u636e\u7684\u7a7a\u7f3a\u3002\u6b64\u5916\uff0c\u7814\u7a76\u5458\u4eec\u8fd8\u53d1\u73b0\u5e76\u8bc1\u5b9e\u4e86\u5408\u6210\u6570\u636e\u7684\u89c4\u6a21\u6cd5\u5219\uff0c\u4e3a\u5927\u6a21\u578b\u4f7f\u7528\u5408\u6210\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\u4e0e\u4f18\u5316\u63d0\u4f9b\u4e86\u79d1\u5b66\u4f9d\u636e\u3002<\/p>\n\n\n\n

\n\n\n\n

\u4eba\u5de5\u667a\u80fd\u5728\u5f53\u4eca\u53d6\u5f97\u5982\u6b64\u663e\u8457\u53d1\u5c55\u7684\u5173\u952e\u56e0\u7d20\u4e4b\u4e00\uff0c\u662f\u5927\u91cf\u7684\u6570\u636e\u4e3a\u6a21\u578b\u8bad\u7ec3\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u201c\u71c3\u6599\u201d\uff0c\u5c24\u5176\u662f\u9ad8\u8d28\u91cf\u7684\u6570\u636e\uff0c\u66f4\u662f\u63d0\u5347\u6a21\u578b\u6027\u80fd\u7684\u6838\u5fc3\u3002\u4f46\u968f\u7740\u4e92\u8054\u7f51\u4e0a\u53ef\u7528\u4e8e\u8bad\u7ec3\u7684\u6570\u636e\u9010\u6e10\u88ab\u6316\u6398\u6b86\u5c3d\uff0c\u83b7\u53d6\u9ad8\u8d28\u91cf\u7684\u9884\u8bad\u7ec3\u6570\u636e\u53d8\u5f97\u8d8a\u6765\u8d8a\u56f0\u96be\uff0c\u4eff\u4f5b\u5728\u4eba\u5de5\u667a\u80fd\u53d1\u5c55\u7684\u9053\u8def\u4e0a\u7ad6\u8d77\u4e86\u4e00\u9053\u201c\u6570\u636e\u5899\uff08data wall\uff09\u201d\u3002\u8fd9\u5bfc\u81f4\u5f53\u524d\u5927\u6a21\u578b\u7684\u6027\u80fd\u63d0\u5347\u906d\u9047\u74f6\u9888\uff0c\u8bad\u7ec3\u6210\u672c\u4e0d\u65ad\u589e\u52a0\uff0c\u800c\u6027\u80fd\u63d0\u5347\u7684\u6548\u679c\u589e\u76ca\u5374\u9010\u6e10\u51cf\u5f31\uff0c\u6574\u4f53\u53d1\u5c55\u901f\u5ea6\u4e5f\u56e0\u6b64\u653e\u7f13\u3002<\/p>\n\n\n\n

\u9762\u5bf9\u6570\u636e\u4e0d\u8db3\u7684\u56f0\u5883\uff0c\u5408\u6210\u6570\u636e\u63d0\u4f9b\u4e86\u4e00\u79cd\u6709\u6548\u7684\u89e3\u51b3\u65b9\u6848\u3002\u901a\u8fc7\u7b97\u6cd5\u751f\u6210\u7684\u4eba\u5de5\u6570\u636e\uff0c\u867d\u7136\u5e76\u975e\u6765\u6e90\u4e8e\u73b0\u5b9e\u4e16\u754c\uff0c\u5374\u80fd\u7cbe\u51c6\u6a21\u62df\u73b0\u5b9e\u4e16\u754c\u7684\u89c4\u5f8b\u3002\u7136\u800c\uff0c\u5c3d\u7ba1\u6b64\u524d\u7684\u7814\u7a76\u5df2\u7ecf\u8bc1\u660e\u4e86\u9884\u8bad\u7ec3\u6570\u636e\u7684\u89c4\u6a21\u6cd5\u5219\uff08scaling law\uff09\uff0c\u4f46\u5408\u6210\u6570\u636e\u662f\u5426\u9075\u5faa\u7c7b\u4f3c\u7684\u539f\u5219\uff0c\u957f\u671f\u4ee5\u6765\u7f3a\u4e4f\u7cfb\u7edf\u6027\u9a8c\u8bc1\u3002<\/p>\n\n\n\n

\u4e3a\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u6784\u5efa\u4e86\u6269\u5c55\u7684 SYNTHLLM \u6846\u67b6 (opens in new tab)<\/span><\/a>\uff0c\u80fd\u591f\u5927\u89c4\u6a21\u751f\u6210\u5408\u6210\u6570\u636e\uff0c\u5e76\u901a\u8fc7\u5927\u91cf\u5b9e\u9a8c\u9a8c\u8bc1\u4e86\u5408\u6210\u6570\u636e\u7684\u89c4\u6a21\u6cd5\u5219\u3002\u8fd9\u4e9b\u7814\u7a76\u7ed3\u679c\u4e3a\u5229\u7528\u5408\u6210\u6570\u636e\u8fdb\u884c\u5927\u6a21\u578b\u7684\u8bad\u7ec3\u548c\u4f18\u5316\u63d0\u4f9b\u4e86\u79d1\u5b66\u4f9d\u636e\u3002<\/p>\n\n\n\n

Scaling Laws of Synthetic Data for Language Model<\/em><\/strong><\/p>\n\n\n\n

\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2503.19551 (opens in new tab)<\/span><\/a><\/em><\/p>\n\n\n\n

\u5408\u6210\u6570\u636e\u9075\u5faa\u4fee\u6b63\u7684\u89c4\u6a21\u6cd5\u5219<\/h2>\n\n\n\n

\u5927\u8bed\u8a00\u6a21\u578b\u7684\u6027\u80fd\u4e0e\u6a21\u578b\u5927\u5c0f\u3001\u6570\u636e\u96c6\u5927\u5c0f\u5747\u5448\u73b0\u5e42\u5f8b\u5173\u7cfb\uff0c\u8fd9\u4e00\u89c4\u6a21\u6cd5\u5219\u4e3a\u4f30\u8ba1\u6a21\u578b\u6027\u80fd\u63d0\u4f9b\u4e86\u4e00\u4e2a\u9884\u6d4b\u6846\u67b6\uff0c\u5e76\u4e14\u5df2\u7ecf\u5f97\u5230\u4e86\u5e7f\u6cdb\u7684\u7814\u7a76\u4e0e\u8bc1\u5b9e\u3002\u8fd9\u4e9b\u6cd5\u5219\u4e3a\u7406\u89e3\u6027\u80fd\u5982\u4f55\u968f\u8ba1\u7b97\u8d44\u6e90\u6269\u5c55\u63d0\u4f9b\u4e86\u6709\u4ef7\u503c\u7684\u89c1\u89e3\uff0c\u6709\u52a9\u4e8e\u5728\u9884\u8bad\u7ec3\u5927\u8bed\u8a00\u6a21\u578b\u65f6\u66f4\u660e\u667a\u5730\u505a\u51fa\u8ba1\u7b97\u8d44\u6e90\u7684\u6700\u4f18\u5206\u914d\u51b3\u7b56\u3002<\/p>\n\n\n\n

\u7136\u800c\uff0c\u8fd9\u4e00\u89c4\u6a21\u6cd5\u5219\u4e3b\u8981\u9002\u7528\u4e8e\u4f7f\u7528\u81ea\u7136\u6570\u636e\u7684\u9884\u8bad\u7ec3\u9636\u6bb5\uff0c\u5408\u6210\u6570\u636e\u662f\u5426\u4e5f\u9075\u5faa\u7c7b\u4f3c\u7684\u89c4\u5f8b\uff0c\u4e00\u76f4\u662f\u4e00\u4e2a\u672a\u77e5\u6570\u3002\u5728\u57fa\u4e8e SYNTHLLM \u6846\u67b6\u7684\u6700\u65b0\u7814\u7a76\u4e2d\uff0c\u7814\u7a76\u5458\u4eec\u9996\u6b21\u901a\u8fc7\u5b9e\u8bc1\u9a8c\u8bc1\u4e86\u4f7f\u7528\u5408\u6210\u6570\u636e\u5fae\u8c03\u8bed\u8a00\u6a21\u578b\u65f6\u89c4\u6a21\u6cd5\u5219\u7684\u9002\u7528\u6027<\/strong>\u3002<\/p>\n\n\n\n

\u901a\u8fc7\u5728\u6570\u5b66\u63a8\u7406\u9886\u57df\u7684\u5927\u91cf\u5b9e\u9a8c\uff0c\u7814\u7a76\u5458\u4eec\u5f97\u51fa\u4ee5\u4e0b\u5173\u952e\u53d1\u73b0\uff1a<\/p>\n\n\n\n

1. SYNTHLLM \u751f\u6210\u7684\u5408\u6210\u6570\u636e\u5728\u5404\u79cd\u89c4\u6a21\u4e0b\u90fd\u80fd\u53ef\u9760\u5730\u9075\u5faa\u4fee\u6b63\u7684\u89c4\u6a21\u6cd5\u5219\uff08rectified scaling law\uff09\u3002<\/strong>\u8fd9\u610f\u5473\u7740\u5408\u6210\u6570\u636e\u5177\u6709\u53ef\u9884\u6d4b\u6027\uff0c\u79d1\u7814\u4eba\u5458\u53ef\u4ee5\u901a\u8fc7\u89c4\u6a21\u6cd5\u5219\u5408\u7406\u9009\u62e9\u6a21\u578b\u89c4\u6a21\u548c\u8bad\u7ec3\u6570\u636e\u91cf\uff0c\u4ece\u800c\u6700\u5927\u5316\u5730\u63d0\u5347\u6a21\u578b\u6027\u80fd\u3002<\/p>\n\n\n\n

2. \u6027\u80fd\u63d0\u5347\u5728\u7ea63000\u4ebf\u4e2a token \u5de6\u53f3\u8d8b\u8fd1\u4e8e\u5e73\u7a33\u3002<\/strong>\u4e5f\u5c31\u662f\u8bf4\uff0c\u5408\u6210\u6570\u636e\u5728\u8fbe\u5230\u8fd9\u4e2a\u89c4\u6a21\u540e\uff0c\u5bf9\u6a21\u578b\u6027\u80fd\u7684\u63d0\u5347\u6548\u679c\u4f1a\u9010\u6e10\u51cf\u5f31\u3002\u8fd9\u4e00\u53d1\u73b0\u6709\u52a9\u4e8e\u79d1\u7814\u4eba\u5458\u5728\u6570\u636e\u751f\u6210\u4e0e\u6a21\u578b\u8bad\u7ec3\u4e4b\u95f4\u627e\u5230\u6700\u4f73\u5e73\u8861\u70b9\u3002<\/p>\n\n\n\n

3. \u8f83\u5927\u7684\u6a21\u578b\u5728\u4f7f\u7528\u8f83\u5c11\u8bad\u7ec3 token \u7684\u60c5\u51b5\u4e0b\u5c31\u80fd\u63a5\u8fd1\u6700\u4f73\u6027\u80fd\u3002<\/strong>\u4f8b\u5982\uff0c80\u4ebf\u53c2\u6570\u7684\u6a21\u578b\u57281\u4e07\u4ebf\u4e2a token \u65f6\u8fbe\u5230\u5cf0\u503c\uff0c\u800c30\u4ebf\u53c2\u6570\u7684\u6a21\u578b\u5219\u9700\u89814\u4e07\u4ebf\u4e2a token\u3002\u8fd9\u4e00\u53d1\u73b0\u63ed\u793a\u4e86\u6a21\u578b\u89c4\u6a21\u4e0e\u8bad\u7ec3\u6548\u7387\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u5373\u8f83\u5927\u7684\u6a21\u578b\u5728\u8f83\u5c11\u7684\u8bad\u7ec3\u6570\u636e\u4e0b\u5c31\u80fd\u8fbe\u5230\u8f83\u597d\u7684\u6027\u80fd\uff0c\u800c\u8f83\u5c0f\u7684\u6a21\u578b\u5219\u9700\u8981\u66f4\u591a\u7684\u6570\u636e\u6765\u63d0\u5347\u6027\u80fd\uff0c\u4e3a\u672a\u6765\u5927\u6a21\u578b\u7684\u5f00\u53d1\u548c\u4f18\u5316\u63d0\u4f9b\u4e86\u6307\u5bfc\u3002<\/p>\n\n\n\n

\"chart\"
\u56fe1\uff1aSYNTHLLM \u751f\u6210\u7684\u5408\u6210\u6570\u636e\u5728\u5404\u79cd\u6a21\u578b\u5927\u5c0f\u4e0b\u90fd\u59cb\u7ec8\u9075\u5faa\u4fee\u6b63\u7684\u89c4\u6a21\u6cd5\u5219\u3002\uff08\u6ce8\u610f\uff1a\u56fe\u4e2d\u66f2\u7ebf\u8868\u793a\u9519\u8bef\u7387\u800c\u975e\u51c6\u786e\u7387\uff09<\/figcaption><\/figure>\n\n\n\n

SYNTHLLM\u5408\u6210\u6570\u636e\u96c6\uff1a\u66f4\u5177\u53ef\u6269\u5c55\u6027\u4e0e\u591a\u6837\u6027<\/h2>\n\n\n\n

\u4f20\u7edf\u7684\u5408\u6210\u6570\u636e\u96c6\u6784\u5efa\u65b9\u6cd5\u4e25\u91cd\u4f9d\u8d56\u76ee\u6807\u9886\u57df\u4e2d\u6709\u9650\u7684\u4eba\u5de5\u6807\u6ce8\u79cd\u5b50\u6837\u672c\uff0c\u4ece\u6839\u672c\u4e0a\u9650\u5236\u4e86\u6240\u5f97\u6570\u636e\u96c6\u7684\u591a\u6837\u6027\u548c\u53ef\u6269\u5c55\u6027\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u9884\u8bad\u7ec3\u8bed\u6599\u5e93\u65e2\u5e9e\u5927\u53c8\u9ad8\u5ea6\u591a\u6837\u5316\uff0c\u4ecd\u7136\u662f\u53ef\u6269\u5c55\u5408\u6210\u6570\u636e\u751f\u6210\u7684\u672a\u5145\u5206\u5229\u7528\u8d44\u6e90\u3002\u57fa\u4e8e\u6b64\uff0c\u7814\u7a76\u5458\u4eec\u5f00\u53d1\u4e86 SYNTHLLM \u6846\u67b6\uff0c\u8fd9\u662f\u4e00\u79cd\u53ef\u6269\u5c55\u7684\u7f51\u7edc\u89c4\u6a21\u5408\u6210\u6570\u636e\u751f\u6210\u65b9\u6cd5\uff0c\u53ef\u7cfb\u7edf\u5730\u5c06\u9884\u8bad\u7ec3\u6570\u636e\u8f6c\u5316\u4e3a\u9ad8\u8d28\u91cf\u7684\u5408\u6210\u6570\u636e\u96c6\u3002<\/p>\n\n\n\n

SYNTHLLM \u901a\u8fc7\u4ee5\u4e0b\u4e09\u4e2a\u9636\u6bb5\u5b8c\u6210\u5408\u6210\u6570\u636e\u7684\u751f\u6210\uff1a<\/p>\n\n\n\n

    \n
  • \u9996\u5148\uff0cSYNTHLLM \u4f1a\u81ea\u4e3b\u8bc6\u522b\u548c\u7b5b\u9009\u76ee\u6807\u9886\u57df\u4e2d\u7684\u9ad8\u8d28\u91cf\u7f51\u7edc\u6587\u6863\u3002<\/li>\n\n\n\n
  • \u968f\u540e\uff0cSYNTHLLM \u5229\u7528\u8fd9\u4e9b\u9ad8\u8d28\u91cf\u53c2\u8003\u6587\u6863\uff0c\u901a\u8fc7\u4e09\u79cd\u4e92\u8865\u7684\u65b9\u6cd5\uff0c\u501f\u52a9\u5f00\u6e90\u5927\u8bed\u8a00\u6a21\u578b\u751f\u6210\u5927\u89c4\u6a21\u3001\u591a\u6837\u5316\u7684\u95ee\u9898\uff08\u6216\u63d0\u793a\uff09\u3002\u6bcf\u79cd\u65b9\u6cd5\u90fd\u7ecf\u8fc7\u7cbe\u5fc3\u8bbe\u8ba1\uff0c\u4ee5\u9010\u6b65\u63d0\u9ad8\u95ee\u9898\u7684\u591a\u6837\u6027\u3002<\/li>\n\n\n\n
  • \u6700\u540e\uff0cSYNTHLLM \u518d\u6b21\u4f7f\u7528\u5f00\u6e90\u5927\u8bed\u8a00\u6a21\u578b\u4e3a\u8fd9\u4e9b\u751f\u6210\u7684\u95ee\u9898\u751f\u6210\u76f8\u5e94\u7684\u7b54\u6848\uff08\u6216\u56de\u590d\uff09\uff0c\u5f62\u6210\u5b8c\u6574\u7684\u5408\u6210\u6570\u636e\u6837\u672c\u3002<\/li>\n<\/ul>\n\n\n\n

    \u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5728\u7b2c\u4e8c\u9636\u6bb5\uff0c\u6b64\u524d\u7684\u65b9\u6cd5\u901a\u5e38\u662f\u91c7\u7528\u76f4\u63a5\u95ee\u9898\u63d0\u53d6\u6216\u6587\u6863\u53cd\u5411\u7ffb\u8bd1\u6765\u751f\u6210\u95ee\u9898\u3002\u4f46\u8fd9\u4e9b\u65b9\u6cd5\u5728\u53ef\u6269\u5c55\u6027\u65b9\u9762\u5b58\u5728\u56fa\u6709\u5c40\u9650\u6027\uff0c\u56e0\u4e3a\u95ee\u9898\u751f\u6210\u8981\u4e48\u53d7\u9650\u4e8e\u5305\u542b\u9ad8\u8d28\u91cf\u95ee\u9898\u7684\u53c2\u8003\u6587\u6863\u6570\u91cf\uff0c\u8981\u4e48\u9700\u8981\u8bad\u7ec3\u4e13\u95e8\u7684\u53cd\u5411\u7ffb\u8bd1\u6a21\u578b\u3002SYNTHLLM \u6846\u67b6\u901a\u8fc7\u4f7f\u7528\u56fe\u7b97\u6cd5\u53ef\u81ea\u52a8\u4ece\u591a\u4e2a\u6587\u6863\u4e2d\u63d0\u53d6\u548c\u968f\u673a\u7ec4\u5408\u9ad8\u7ea7\u6982\u5ff5\uff0c\u8d85\u8d8a\u4e86\u76f4\u63a5\u63d0\u53d6\uff0c\u540c\u65f6\u5728\u53c2\u8003\u6587\u6863\u4e4b\u95f4\u5efa\u7acb\u4e86\u5173\u8054\u3002<\/p>\n\n\n\n

    \u5b9e\u9a8c\u8868\u660e\uff0cSYNTHLLM \u80fd\u591f\u901a\u8fc7\u5206\u89e3\u548c\u91cd\u65b0\u7ec4\u5408\u77e5\u8bc6\u6982\u5ff5\u751f\u6210\u66f4\u591a\u6837\u5316\u7684\u95ee\u9898\u3002\u4ece\u56fe2\u53ef\u4ee5\u6e05\u695a\u5730\u89c2\u5bdf\u5230\uff0c\u4e8c\u7ea7\u65b9\u6cd5\u751f\u6210\u7684\u95ee\u9898\u76f8\u4f3c\u5ea6\u8f83\u4f4e\uff0c\u8868\u660e\u540c\u4e00\u6587\u6863\u751f\u6210\u7684\u95ee\u9898\u4e4b\u95f4\u5177\u6709\u66f4\u5927\u7684\u591a\u6837\u6027\u3002<\/p>\n\n\n\n

    \"chart,
    \u56fe2\uff1a\u540c\u4e00\u6587\u6863\u4e2d\u95ee\u9898\u76f8\u4f3c\u6027\u7684\u67f1\u72b6\u56fe<\/figcaption><\/figure>\n\n\n\n

    \u6b64\u5916\uff0c\u4e0e\u73b0\u6709\u7684\u589e\u5f3a\u65b9\u6cd5\u76f8\u6bd4\uff0cSYNTHLLM \u7684\u77e5\u8bc6\u5f15\u5bfc\u65b9\u6cd5\u66f4\u6709\u6548\u5730\u5229\u7528\u4e86\u6709\u9650\u7684\u53c2\u8003\u6587\u6863\uff0c\u4ece\u800c\u5b9e\u73b0\u4e86\u66f4\u5177\u53ef\u6269\u5c55\u6027\u7684\u9ad8\u8d28\u91cf\u5408\u6210\u95ee\u9898\u751f\u6210\uff0c\u5982\u56fe3\u6240\u793a\u3002\u8fd9\u4e3a\u8fdb\u4e00\u6b65\u63d0\u5347\u6a21\u578b\u6027\u80fd\u63d0\u4f9b\u4e86\u66f4\u52a0\u6709\u6548\u7684\u8bad\u7ec3\u9014\u5f84\u3002<\/p>\n\n\n\n

    \"chart,
    \u56fe3\uff1a\uff08a\uff09\u5176\u4ed6\u589e\u5f3a\u65b9\u6cd5\u5728 MATH \u57fa\u51c6\u4e0a\u7684\u6027\u80fd\uff1b\uff08b\uff09\u5404\u79cd\u57fa\u51c6\u7684\u5e73\u5747\u6027\u80fd\u3002\uff08x \u8f74\u8868\u793a\u6837\u672c\u53f7\uff0cy \u8f74\u8868\u793a\u7cbe\u5ea6\uff09<\/figcaption><\/figure>\n\n\n\n

    \u5408\u6210\u6570\u636e\uff1a\u6a21\u578b\u8bad\u7ec3\u6570\u636e\u7684\u6301\u7eed\u8865\u7ed9\u6e90<\/h2>\n\n\n\n

    \u5728\u53ef\u9884\u89c1\u7684\u672a\u6765\uff0c\u6570\u636e\u5899\u8fd8\u5c06\u6301\u7eed\u4f34\u968f\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\uff0c\u800c\u5408\u6210\u6570\u636e\u5c06\u6210\u4e3a\u6a21\u578b\u8bad\u7ec3\u6570\u636e\u7684\u91cd\u8981\u8865\u5145\u3002\u5408\u6210\u6570\u636e\u5177\u6709\u591a\u9879\u4f18\u52bf\uff1a\u9996\u5148\uff0c\u5b83\u5177\u6709\u9ad8\u5ea6\u7684\u53ef\u6269\u5c55\u6027\uff0c\u80fd\u591f\u6839\u636e\u9700\u6c42\u5feb\u901f\u751f\u6210\u5927\u89c4\u6a21\u6570\u636e\u96c6\uff1b\u5176\u6b21\uff0c\u5b83\u6210\u672c\u8f83\u4f4e\uff0c\u65e0\u9700\u8017\u8d39\u5927\u91cf\u4eba\u529b\u8fdb\u884c\u6570\u636e\u6807\u6ce8\u3002\u8fd9\u4e9b\u7279\u6027\u4f7f\u5f97\u5408\u6210\u6570\u636e\u6210\u4e3a\u89e3\u51b3\u6570\u636e\u7a00\u7f3a\u95ee\u9898\u7684\u7406\u60f3\u9009\u62e9\u3002<\/p>\n\n\n\n

    \u5728\u4e0d\u540c\u9886\u57df\uff0c\u5408\u6210\u6570\u636e\u7684\u5e94\u7528\u4ef7\u503c\u90fd\u5c24\u4e3a\u7a81\u51fa\u3002\u4f8b\u5982\uff0c\u5728\u533b\u7597\u9886\u57df\uff0c\u5408\u6210\u75c5\u4f8b\u53ef\u4ee5\u6709\u6548\u907f\u514d\u9690\u79c1\u95ee\u9898\uff1b\u5728\u81ea\u52a8\u9a7e\u9a76\u9886\u57df\uff0c\u865a\u62df\u573a\u666f\u80fd\u591f\u65e0\u9650\u751f\u6210\uff0c\u4e3a\u6280\u672f\u7814\u53d1\u63d0\u4f9b\u4e30\u5bcc\u7684\u6d4b\u8bd5\u7d20\u6750\uff1b\u5728\u4eba\u5de5\u667a\u80fd\u6559\u80b2\u9886\u57df\uff0c\u901a\u8fc7\u7b97\u6cd5\u7ec4\u5408\uff0c\u53ef\u4ee5\u8f7b\u677e\u751f\u6210\u767e\u4e07\u91cf\u7ea7\u7684\u6570\u5b66\u9898\u3002<\/p>\n\n\n\n

    SYNTHLLM \u6846\u67b6\u8fdb\u4e00\u6b65\u653e\u5927\u4e86\u5408\u6210\u6570\u636e\u7684\u4f18\u52bf\u3002\u9664\u4e86\u6570\u5b66\u63a8\u7406\u9886\u57df\uff0c\u8fd9\u4e00\u6846\u67b6\u8fd8\u53ef\u8f7b\u677e\u6269\u5c55\u5230\u5176\u4ed6\u4e0b\u6e38\u9886\u57df\uff0c\u5982\u4ee3\u7801\u751f\u6210\u3001\u7269\u7406\u4e0e\u5316\u5b66\u3001\u533b\u7597\u5065\u5eb7\u7b49\uff0c\u63a2\u7d22\u5176\u5728\u4e0d\u540c\u9886\u57df\u7684\u5e94\u7528\u6f5c\u529b\u3002<\/p>\n\n\n\n

    \u672a\u6765\uff0c\u7814\u7a76\u5458\u4eec\u8fd8\u5c06\u5f00\u53d1\u66f4\u9ad8\u6548\u7684\u7b56\u7565\uff0c\u5bf9 SYNTHLLM \u6846\u67b6\u8fdb\u884c\u6301\u7eed\u4f18\u5316\u548c\u5b8c\u5584\uff0c\u5e76\u63a2\u7d22\u5408\u6210\u6570\u636e\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\u7684\u6709\u6548\u6027\uff0c\u8fdb\u4e00\u6b65\u63d0\u9ad8\u5408\u6210\u6570\u636e\u7684\u751f\u6210\u6548\u7387\u548c\u8d28\u91cf\uff0c\u4e3a\u4eba\u5de5\u667a\u80fd\u7684\u6301\u7eed\u53d1\u5c55\u6ce8\u5165\u6e90\u6e90\u4e0d\u65ad\u7684\u52a8\u529b\u3002<\/p>\n\n\n\n

    <\/p>\n\n\n\n

    \u968f\u7740\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u5feb\u901f\u53d1\u5c55\uff0c\u786e\u4fdd\u76f8\u5173\u6280\u672f\u80fd\u88ab\u4eba\u4eec\u4fe1\u8d56\u662f\u4e00\u4e2a\u4e9f\u9700\u89e3\u51b3\u7684\u95ee\u9898\u3002\u5fae\u8f6f\u4e3b\u52a8\u91c7\u53d6\u4e86\u4e00\u7cfb\u5217\u63aa\u65bd\u6765\u9884\u5224\u548c\u964d\u4f4e\u4eba\u5de5\u667a\u80fd\u6280\u672f\u6240\u5e26\u6765\u7684\u98ce\u9669\u3002\u5fae\u8f6f\u81f4\u529b\u4e8e\u4f9d\u7167\u4ee5\u4eba\u4e3a\u672c\u7684\u4f26\u7406\u539f\u5219\u63a8\u52a8\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\uff0c\u65e9\u57282018\u5e74\u5c31\u53d1\u5e03\u4e86\u201c\u516c\u5e73\u3001\u5305\u5bb9\u3001\u53ef\u9760\u4e0e\u5b89\u5168\u3001\u900f\u660e\u3001\u9690\u79c1\u4e0e\u4fdd\u969c\u3001\u8d1f\u8d23\u201d\u516d\u4e2a\u8d1f\u8d23\u4efb\u7684\u4eba\u5de5\u667a\u80fd\u539f\u5219\uff08Responsible AI Principles\uff09\uff0c\u968f\u540e\u53c8\u53d1\u5e03\u4e86\u8d1f\u8d23\u4efb\u7684\u4eba\u5de5\u667a\u80fd\u6807\u51c6\uff08Responsible AI Standards\uff09\u5c06\u5404\u9879\u539f\u5219\u5b9e\u65bd\u843d\u5730\uff0c\u5e76\u8bbe\u7f6e\u4e86\u6cbb\u7406\u67b6\u6784\u786e\u4fdd\u5404\u56e2\u961f\u628a\u5404\u9879\u539f\u5219\u548c\u6807\u51c6\u843d\u5b9e\u5230\u65e5\u5e38\u5de5\u4f5c\u4e2d\u3002\u5fae\u8f6f\u4e5f\u6301\u7eed\u4e0e\u5168\u7403\u7684\u7814\u7a76\u4eba\u5458\u548c\u5b66\u672f\u673a\u6784\u5408\u4f5c\uff0c\u4e0d\u65ad\u63a8\u8fdb\u8d1f\u8d23\u4efb\u7684\u4eba\u5de5\u667a\u80fd\u7684\u5b9e\u8df5\u548c\u6280\u672f\u3002<\/em><\/p>\n","protected":false},"excerpt":{"rendered":"

    \u7f16\u8005\u6309\uff1a\u6570\u636e\u662f\u4eba\u5de5\u667a\u80fd\u53d1\u5c55\u7684\u201c\u52a8\u529b\u71c3\u6cb9\u201d\uff0c\u4f46\u5982\u4eca\u5176\u6b63\u9762\u4e34\u201c\u67af\u7aed\u201d\u7684\u98ce\u9669\uff0c\u8fd9\u9053\u201c\u6570\u636e\u5899\u201d\u6210\u4e3a\u5236\u7ea6\u5927\u6a21\u578b\u6027\u80fd\u7a81\u7834\u7684\u5173\u952e\u74f6\u9888\u3002\u5728\u6b64\u80cc\u666f\u4e0b\uff0c\u5408\u6210\u6570\u636e\u6280\u672f\u5e94\u8fd0\u800c\u751f\u3002\u8fd1\u671f\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u63a8\u51fa\u4e86\u4e00\u4e2a\u53ef\u6269\u5c55\u7684 SYNTHLLM \u6846\u67b6\uff0c\u80fd\u591f\u751f\u6210\u591a\u6837\u5316\u7684\u5408\u6210\u6570\u636e\uff0c\u6709\u6548\u586b\u8865\u81ea\u7136\u6570\u636e\u7684\u7a7a\u7f3a\u3002\u6b64\u5916\uff0c\u7814\u7a76\u5458\u4eec\u8fd8\u53d1\u73b0\u5e76\u8bc1\u5b9e\u4e86\u5408\u6210\u6570\u636e\u7684\u89c4\u6a21\u6cd5\u5219\uff0c\u4e3a\u5927\u6a21\u578b\u4f7f\u7528\u5408\u6210\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\u4e0e\u4f18\u5316\u63d0\u4f9b\u4e86\u79d1\u5b66\u4f9d\u636e\u3002 \u4eba\u5de5\u667a\u80fd\u5728\u5f53\u4eca\u53d6\u5f97\u5982\u6b64\u663e\u8457\u53d1\u5c55\u7684\u5173\u952e\u56e0\u7d20\u4e4b\u4e00\uff0c\u662f\u5927\u91cf\u7684\u6570\u636e\u4e3a\u6a21\u578b\u8bad\u7ec3\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u201c\u71c3\u6599\u201d\uff0c\u5c24\u5176\u662f\u9ad8\u8d28\u91cf\u7684\u6570\u636e\uff0c\u66f4\u662f\u63d0\u5347\u6a21\u578b\u6027\u80fd\u7684\u6838\u5fc3\u3002\u4f46\u968f\u7740\u4e92\u8054\u7f51\u4e0a\u53ef\u7528\u4e8e\u8bad\u7ec3\u7684\u6570\u636e\u9010\u6e10\u88ab\u6316\u6398\u6b86\u5c3d\uff0c\u83b7\u53d6\u9ad8\u8d28\u91cf\u7684\u9884\u8bad\u7ec3\u6570\u636e\u53d8\u5f97\u8d8a\u6765\u8d8a\u56f0\u96be\uff0c\u4eff\u4f5b\u5728\u4eba\u5de5\u667a\u80fd\u53d1\u5c55\u7684\u9053\u8def\u4e0a\u7ad6\u8d77\u4e86\u4e00\u9053\u201c\u6570\u636e\u5899\uff08data 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law\uff09\uff0c\u4f46\u5408\u6210\u6570\u636e\u662f\u5426\u9075\u5faa\u7c7b\u4f3c\u7684\u539f\u5219\uff0c\u957f\u671f\u4ee5\u6765\u7f3a\u4e4f\u7cfb\u7edf\u6027\u9a8c\u8bc1\u3002 \u4e3a\u6b64\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u6784\u5efa\u4e86\u6269\u5c55\u7684 SYNTHLLM \u6846\u67b6 (opens in new tab)\uff0c\u80fd\u591f\u5927\u89c4\u6a21\u751f\u6210\u5408\u6210\u6570\u636e\uff0c\u5e76\u901a\u8fc7\u5927\u91cf\u5b9e\u9a8c\u9a8c\u8bc1\u4e86\u5408\u6210\u6570\u636e\u7684\u89c4\u6a21\u6cd5\u5219\u3002\u8fd9\u4e9b\u7814\u7a76\u7ed3\u679c\u4e3a\u5229\u7528\u5408\u6210\u6570\u636e\u8fdb\u884c\u5927\u6a21\u578b\u7684\u8bad\u7ec3\u548c\u4f18\u5316\u63d0\u4f9b\u4e86\u79d1\u5b66\u4f9d\u636e\u3002 Scaling Laws of Synthetic Data for Language Model \u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2503.19551 (opens in new tab) 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