{"id":31653,"date":"2026-09-09T17:31:53","date_gmt":"2026-09-09T09:31:53","guid":{"rendered":"http:\/\/139.9.1.231\/?p=31653"},"modified":"2026-09-09T17:31:55","modified_gmt":"2026-09-09T09:31:55","slug":"infuser-influence-guided-self-evolution-improves-reasoning","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2026\/09\/09\/infuser-influence-guided-self-evolution-improves-reasoning\/","title":{"rendered":"\u4ece\u81ea\u5df1\u51fa\u9898\u5230\u81ea\u5df1\u9009\u9898\uff1a\u8036\u9c81\u65b0\u65b9\u6cd5\u8ba9\u5927\u6a21\u578b Self-Evolution \u53c8\u8fdb\u4e00\u6b65"},"content":{"rendered":"\n

\u6458\u81ea\uff1ahttps:\/\/mp.weixin.qq.com\/s\/eR1m3_i9c24fN0HPHSNaYw<\/em><\/a><\/strong><\/p>\n\n\n\n

\u5173\u952e\u8bcd\uff1a<\/strong>Self-Evolution\u3001Self-Improvement\u3001INFUSER\u3001Influence Score\u3001AI4AI\u3001\u5408\u6210\u6570\u636e\u3001\u8bfe\u7a0b\u5b66\u4e60<\/p>\n\n\n\n

\u5927\u6a21\u578b\u6b63\u5728\u8d8a\u6765\u8d8a\u4f1a\u201c\u81ea\u5df1\u8bad\u7ec3\u81ea\u5df1\u201d\u3002\u6ca1\u6709\u8db3\u591f\u7684\u4eba\u5de5\u6807\u6ce8\u6570\u636e\uff1f\u90a3\u5c31\u8ba9\u6a21\u578b\u81ea\u5df1\u51fa\u9898\u3001\u81ea\u5df1\u505a\u9898\uff0c\u518d\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u7ee7\u7eed\u8bad\u7ec3\u81ea\u5df1\u3002\u8fd9\u6837\u7684 Self-Evolution \/ Self-Improvement<\/strong> \u8def\u7ebf\uff0c\u6b63\u5728\u6210\u4e3a\u8fd1\u671f AI4AI \u4e2d\u8d8a\u6765\u8d8a\u91cd\u8981\u7684\u65b9\u5411\u3002<\/p>\n\n\n\n

\u4f46\u8fd9\u91cc\u85cf\u7740\u4e00\u4e2a\u5173\u952e\u95ee\u9898\uff1a<\/p>\n\n\n\n

\u6a21\u578b\u81ea\u5df1\u751f\u6210 100 \u4e07\u9053\u9898\uff0c\u5b83\u600e\u4e48\u77e5\u9053\u5176\u4e2d\u54ea\u4e9b\u9898\u771f\u7684\u503c\u5f97\u5b66\uff1f<\/strong><\/p><\/blockquote>\n\n\n\n

\u4e00\u9053\u9898\u5f88\u96be\uff0c\u4e0d\u4ee3\u8868\u5b83\u6709\u7528\uff1b\u6a21\u578b\u505a\u9519\u4e00\u9053\u9898\uff0c\u4e5f\u4e0d\u610f\u5473\u7740\u8bad\u7ec3\u8fd9\u9053\u9898\u5c31\u4e00\u5b9a\u80fd\u8ba9\u6a21\u578b\u53d8\u5f3a\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u6765\u81ea Yale\u3001Stanford\u3001UChicago\u3001UCSD \u7b49\u673a\u6784\u7684\u7814\u7a76\u8005\u63d0\u51fa\u4e86 INFUSER\uff08Influence-Guided Self-Evolution\uff09<\/strong>\uff0c\u7ed9\u51fa\u4e86\u4e00\u4e2a\u5f88\u6709\u610f\u601d\u7684\u7b54\u6848\uff1a<\/p>\n\n\n\n

\u4e0d\u8981\u53ea\u770b\u4e00\u9053\u9898\u96be\u4e0d\u96be\uff0c\u800c\u8981\u770b\uff1a\u8bad\u7ec3\u5b8c\u8fd9\u9053\u9898\u4e4b\u540e\uff0c\u6a21\u578b\u662f\u4e0d\u662f\u771f\u7684\u671d\u7740\u6211\u4eec\u5e0c\u671b\u7684\u65b9\u5411\u53d8\u5f3a\u4e86\u3002<\/strong><\/p><\/blockquote>\n\n\n\n

\u6362\u53e5\u8bdd\u8bf4\uff0cINFUSER \u60f3\u8ba9 AI \u4e0d\u53ea\u662f\u4f1a\u201c\u81ea\u5df1\u51fa\u9898\u201d\uff0c\u8fd8\u5f00\u59cb\u5b66\u4f1a\u5224\u65ad\uff1a\u4ec0\u4e48\u624d\u662f\u81ea\u5df1\u5f53\u524d\u6700\u503c\u5f97\u5b66\u7684\u4e1c\u897f\u3002<\/strong><\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

01\uff5cSelf-Evolution \u6700\u5927\u7684\u95ee\u9898\uff1a\u4ec0\u4e48\u624d\u7b97\u4e00\u9053\u201c\u597d\u9898\u201d\uff1f<\/h2>\n\n\n\n

\u73b0\u5728\u4e0d\u5c11 Self-Evolution \u65b9\u6cd5\uff0c\u57fa\u672c\u9075\u5faa\u8fd9\u6837\u7684\u95ed\u73af\uff1a<\/p>\n\n\n\n

\u6a21\u578b\u751f\u6210\u95ee\u9898 \u2192 \u6a21\u578b\u56de\u7b54 \u2192 \u6839\u636e\u56de\u7b54\u7ed3\u679c\u505a\u5f3a\u5316\u5b66\u4e60 \u2192 \u5f97\u5230\u66f4\u5f3a\u7684\u6a21\u578b \u2192 \u518d\u7ee7\u7eed\u751f\u6210\u65b0\u95ee\u9898\u3002<\/strong><\/p>\n\n\n\n

\u771f\u6b63\u9ebb\u70e6\u7684\u5730\u65b9\u5728\u4e8e\uff1a\u6211\u4eec\u5e94\u8be5\u9f13\u52b1\u6a21\u578b\u751f\u6210\u4ec0\u4e48\u6837\u7684\u95ee\u9898\uff1f<\/p>\n\n\n\n

\u4e00\u79cd\u76f4\u89c9\u7b54\u6848\u662f\uff0c\u751f\u6210\u90a3\u4e9b\u201c\u521a\u597d\u6709\u70b9\u96be\u201d\u7684\u95ee\u9898\u3002\u5982\u679c\u4e00\u9053\u9898\u6a21\u578b\u6bcf\u6b21\u90fd\u80fd\u505a\u5bf9\uff0c\u8bf4\u660e\u592a\u7b80\u5355\uff1b\u5982\u679c\u6c38\u8fdc\u505a\u4e0d\u51fa\u6765\uff0c\u53c8\u53ef\u80fd\u592a\u96be\u3002\u56e0\u6b64\uff0c\u4e00\u4e9b\u5df2\u6709\u65b9\u6cd5\u4f1a\u5bfb\u627e\u6a21\u578b\u6b63\u786e\u7387\u5904\u4e8e\u4e2d\u95f4\u533a\u57df\u7684\u95ee\u9898\uff0c\u628a Difficulty<\/strong> \u5f53\u6210\u201c\u8bad\u7ec3\u4ef7\u503c\u201d\u7684\u4ee3\u7406\u6307\u6807\u3002<\/p>\n\n\n\n

Hard \u2260 Useful\u3002<\/strong><\/p><\/blockquote>\n\n\n\n

\u6a21\u578b\u505a\u4e0d\u51fa\u4e00\u9053\u9898\uff0c\u53ef\u80fd\u662f\u7f3a\u5c11\u67d0\u79cd\u63a8\u7406\u80fd\u529b\uff0c\u4e5f\u53ef\u80fd\u53ea\u662f\u56e0\u4e3a\u9898\u76ee\u5199\u5f97\u4e0d\u597d\u3001\u7b54\u6848\u6709\u95ee\u9898\u3001\u8868\u8ff0\u5b58\u5728\u6b67\u4e49\uff0c\u751a\u81f3\u95ee\u9898\u672c\u8eab\u8fc7\u4e8e\u504f\u95e8\u3002\u8fd9\u6837\u7684\u9898\u5f53\u7136\u5f88\u201c\u96be\u201d\uff0c\u4f46\u53cd\u590d\u8bad\u7ec3\u672a\u5fc5\u80fd\u63d0\u5347\u6211\u4eec\u771f\u6b63\u5173\u5fc3\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n

\u4e8e\u662f INFUSER \u628a\u95ee\u9898\u4ece\uff1a<\/p>\n\n\n\n

\u201c\u8fd9\u9053\u9898\u5bf9\u6a21\u578b\u6765\u8bf4\u96be\u4e0d\u96be\uff1f\u201d<\/strong><\/p>\n\n\n\n

\u6362\u6210\u4e86\uff1a<\/p>\n\n\n\n

\u201c\u5982\u679c\u6a21\u578b\u8bad\u7ec3\u8fd9\u9053\u9898\uff0c\u5b83\u4f1a\u4e0d\u4f1a\u771f\u7684\u53d8\u5f97\u66f4\u597d\uff1f\u201d<\/strong><\/p>\n\n\n\n

\u8fd9\u5c31\u662f\u6574\u7bc7\u5de5\u4f5c\u7684\u6838\u5fc3\u53d8\u5316\u3002<\/p>\n\n\n\n

02\uff5cInfluence Score\uff1a\u522b\u770b\u9898\u76ee\u672c\u8eab\uff0c\u770b\u5b83\u628a\u6a21\u578b\u63a8\u5411\u54ea\u91cc<\/h2>\n\n\n\n

INFUSER \u5f15\u5165\u4e86\u4e00\u4e2a\u6838\u5fc3\u6982\u5ff5\uff1aInfluence Score\uff08\u5f71\u54cd\u529b\u5206\u6570\uff09<\/strong>\u3002<\/p>\n\n\n\n

\u5047\u8bbe\u6211\u4eec\u771f\u6b63\u5e0c\u671b\u6a21\u578b\u63d0\u5347\u7684\u662f\u67d0\u4e00\u7c7b\u76ee\u6807\u80fd\u529b\u3002INFUSER \u4f1a\u4fdd\u7559\u4e00\u5c0f\u6279\u76ee\u6807\u4efb\u52a1\u7684 Dev Set\uff0c\u8ba9\u6a21\u578b\u5728\u8fd9\u4e9b\u6570\u636e\u4e0a\u8ba1\u7b97\u4e00\u4e2a\u76ee\u6807\u68af\u5ea6\u65b9\u5411\u3002\u53ef\u4ee5\u628a\u5b83\u7c97\u7565\u7406\u89e3\u4e3a\uff1a\u5982\u679c\u6a21\u578b\u60f3\u5728\u771f\u6b63\u5173\u5fc3\u7684\u4efb\u52a1\u4e0a\u8868\u73b0\u66f4\u597d\uff0c\u90a3\u4e48\u53c2\u6570\u5e94\u8be5\u671d\u54ea\u4e2a\u65b9\u5411\u66f4\u65b0\u3002<\/p>\n\n\n\n

\u63a5\u4e0b\u6765\uff0cGenerator \u751f\u6210\u4e00\u9053\u65b0\u7684\u8bad\u7ec3\u9898\uff0cSolver \u56de\u7b54\u8fd9\u9053\u9898\u5e76\u636e\u6b64\u5b66\u4e60\uff0c\u540c\u6837\u4ea7\u751f\u4e00\u4e2a\u53c2\u6570\u66f4\u65b0\u65b9\u5411\u3002\u7cfb\u7edf\u8981\u6bd4\u8f83\u7684\uff0c\u5c31\u662f\u8fd9\u4e24\u4e2a\u65b9\u5411\u5230\u5e95\u6709\u591a\u76f8\u4f3c\u3002<\/p>\n\n\n\n

cos(g_target, g_question) \u2192 1<\/code><\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\u5982\u679c\u4e24\u4e2a\u65b9\u5411\u9ad8\u5ea6\u4e00\u81f4\uff0c\u8bf4\u660e\u8bad\u7ec3\u8fd9\u9053\u9898\u6070\u597d\u8ba9\u6a21\u578b\u671d\u6211\u4eec\u5e0c\u671b\u7684\u65b9\u5411\u524d\u8fdb\uff0c\u8fd9\u662f\u9ad8\u4ef7\u503c\u8bad\u7ec3\u6570\u636e\u3002\u5982\u679c\u4e24\u4e2a\u65b9\u5411\u8fd1\u4e4e\u5782\u76f4\uff0c\u9898\u76ee\u53ef\u80fd\u5f88\u96be\uff0c\u4f46\u5bf9\u76ee\u6807\u80fd\u529b\u5e2e\u52a9\u4e0d\u5927\uff1b\u5982\u679c\u4e24\u4e2a\u65b9\u5411\u76f8\u53cd\uff0c\u8bad\u7ec3\u751a\u81f3\u53ef\u80fd\u628a\u6a21\u578b\u5e26\u5411\u9519\u8bef\u65b9\u5411\u3002<\/p>\n\n\n\n

\u56e0\u6b64\uff0cINFUSER \u5bf9\u201c\u597d\u6570\u636e\u201d\u7684\u5b9a\u4e49\u53d1\u751f\u4e86\u53d8\u5316\uff1a<\/p>\n\n\n\n

  • \u4f20\u7edf\u6307\u6807\uff1aDifficulty\u3001Correctness\u3001Quality\uff1b<\/li>
  • INFUSER \u66f4\u5173\u5fc3\uff1aLearning Utility<\/strong>\uff0c\u5373\u8fd9\u6761\u6570\u636e\u80fd\u5426\u5bf9\u5f53\u524d\u6a21\u578b\u4ea7\u751f\u6709\u4ef7\u503c\u7684\u5b66\u4e60\u66f4\u65b0\u3002<\/li><\/ul>\n\n\n\n

    03\uff5c\u4e00\u4e2a Generator\uff0c\u4e00\u4e2a Solver\uff1a\u4e24\u4e2a\u6a21\u578b\u4e00\u8d77\u8fdb\u5316<\/h2>\n\n\n\n

    INFUSER \u7cfb\u7edf\u5305\u542b\u4e24\u4e2a\u6838\u5fc3\u89d2\u8272\uff1a<\/p>\n\n\n\n

    • Generator<\/strong>\uff1a\u8d1f\u8d23\u51fa\u9898\uff1b<\/li>
    • Solver<\/strong>\uff1a\u8d1f\u8d23\u505a\u9898\u5e76\u5b66\u4e60\u3002<\/li><\/ul>\n\n\n\n

      \u4e24\u8005\u6700\u521d\u53ef\u4ee5\u6765\u81ea\u540c\u4e00\u4e2a pretrained model\uff0c\u4f46\u4e4b\u540e\u62e5\u6709\u72ec\u7acb\u7684\u53c2\u6570\u548c\u4f18\u5316\u8fc7\u7a0b\u3002<\/p>\n\n\n\n

      \"\"<\/figure>\n\n\n\n

      \u6574\u4e2a\u8bad\u7ec3\u8fc7\u7a0b\u53ef\u4ee5\u6982\u62ec\u4e3a\u56db\u6b65\uff1a<\/p>\n\n\n\n

      1. \u786e\u5b9a\u65b9\u5411\uff1a<\/strong>\u7528\u5c11\u91cf\u76ee\u6807 Dev Set \u8ba1\u7b97 Target Gradient\uff0c\u544a\u8bc9\u7cfb\u7edf Solver \u6700\u7ec8\u5e94\u8be5\u671d\u54ea\u91cc\u53d8\u5f3a\u3002<\/li>
      2. \u81ea\u52a8\u51fa\u9898\uff1a<\/strong>Generator \u4ece\u6559\u6750\u3001\u79d1\u5b66\u6587\u672c\u3001\u4ee3\u7801\u7b49\u672a\u6807\u6ce8\u6587\u6863\u4e2d\u751f\u6210 Question \u548c Reference Answer\u3002<\/li>
      3. Solver \u5b66\u4e60\uff1a<\/strong>Solver \u56de\u7b54\u95ee\u9898\uff0c\u5e76\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u66f4\u65b0\u80fd\u529b\u3002<\/li>
      4. \u53cd\u8fc7\u6765\u8bad\u7ec3 Generator\uff1a<\/strong>\u6bd4\u8f83\u6bcf\u9053\u9898\u9020\u6210\u7684 Solver \u53c2\u6570\u66f4\u65b0\u4e0e Target Gradient \u7684\u4e00\u81f4\u6027\uff0c\u5e76\u628a Influence Score \u4f5c\u4e3a Generator \u7684\u5956\u52b1\u3002<\/li><\/ol>\n\n\n\n

        \u4e8e\u662f Generator \u4f1a\u9010\u6e10\u53d1\u73b0\uff1a\u201c\u539f\u6765\u8fd9\u79cd\u95ee\u9898\uff0c\u5bf9\u73b0\u5728\u8fd9\u4e2a Solver \u6700\u6709\u5e2e\u52a9\u3002\u201d\u968f\u540e\uff0c\u5b83\u4f1a\u503e\u5411\u4e8e\u4ea7\u751f\u66f4\u591a\u7c7b\u4f3c\u7684\u9ad8\u4ef7\u503c\u8bad\u7ec3\u6570\u636e\uff0c\u800c Solver \u53c8\u4f1a\u56e0\u4e3a\u8fd9\u4e9b\u6570\u636e\u4e0d\u65ad\u53d8\u5f3a\u3002<\/p>\n\n\n\n

        \u6700\u7ec8\u5f62\u6210\u52a8\u6001\u95ed\u73af\uff1a<\/p>\n\n\n\n

        Generator \u51fa\u66f4\u5408\u9002\u7684\u9898 \u2192 Solver \u53d8\u5f3a \u2192 Solver \u7684\u80fd\u529b\u8fb9\u754c\u53d8\u5316 \u2192 Generator \u91cd\u65b0\u8c03\u6574 curriculum \u2192 Solver \u518d\u7ee7\u7eed\u63d0\u5347\u3002<\/strong><\/p>\n\n\n\n

        \u8fd9\u5c31\u662f INFUSER \u6240\u8bf4\u7684 Co-Evolution<\/strong>\u3002<\/p>\n\n\n\n

        04\uff5c\u5b83\u8ffd\u6c42\u7684\u4e0d\u662f\u201c\u8d8a\u6765\u8d8a\u96be\u201d\uff0c\u800c\u662f\u201c\u73b0\u5728\u6700\u503c\u5f97\u5b66\u201d<\/h2>\n\n\n\n

        \u6211\u4eec\u5f88\u5bb9\u6613\u628a Self-Improvement \u7406\u89e3\u6210\uff1a\u6a21\u578b\u8d8a\u6765\u8d8a\u5f3a\uff0c\u4e8e\u662f\u7ed9\u81ea\u5df1\u751f\u6210\u8d8a\u6765\u8d8a\u96be\u7684\u95ee\u9898\uff0c\u518d\u7ee7\u7eed\u628a\u81ea\u5df1\u7ec3\u5f97\u66f4\u5f3a\u3002\u4f46 INFUSER \u7684\u89c2\u70b9\u5e76\u4e0d\u662f\u8fd9\u6837\u3002<\/p>\n\n\n\n

        \u6700\u96be\u7684\u9898\uff0c\u4e0d\u7b49\u4e8e\u5f53\u524d\u6700\u503c\u5f97\u5b66\u7684\u9898\u3002<\/strong><\/p><\/blockquote>\n\n\n\n

        \u5047\u8bbe\u4e00\u4e2a\u6a21\u578b\u5f53\u524d\u7684\u80fd\u529b\u5927\u81f4\u5982\u4e0b\uff1a<\/p>\n\n\n\n

        \u9886\u57df<\/th>\u5f53\u524d\u80fd\u529b<\/th><\/tr><\/thead>
        \u5fae\u79ef\u5206<\/td>90%<\/td><\/tr>
        \u6982\u7387\u8bba<\/td>70%<\/td><\/tr>
        \u7ec4\u5408\u6570\u5b66<\/td>40%<\/td><\/tr>
        \u62d3\u6251\u5b66<\/td>10%<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

        \u5982\u679c\u53ea\u6839\u636e Difficulty \u751f\u6210\u6570\u636e\uff0cGenerator \u5f88\u53ef\u80fd\u4e0d\u65ad\u7ed9\u6a21\u578b\u51fa\u5b83\u5b8c\u5168\u4e0d\u4f1a\u7684\u62d3\u6251\u5b66\u96be\u9898\u3002\u4f46\u8fd9\u4e9b\u95ee\u9898\u8ddd\u79bb\u6a21\u578b\u5f53\u524d\u80fd\u529b\u8fb9\u754c\u592a\u8fdc\uff0c\u5e76\u4e0d\u4e00\u5b9a\u662f\u6700\u9ad8\u6548\u7684\u5b66\u4e60\u6750\u6599\u3002<\/p>\n\n\n\n

        Influence-based Generator \u53ef\u80fd\u53d1\u73b0\uff1a\u5f53\u524d\u8bad\u7ec3\u4e00\u4e9b\u4e2d\u7b49\u96be\u5ea6\u7684\u7ec4\u5408\u6570\u5b66\u95ee\u9898\uff0c\u53cd\u800c\u6700\u80fd\u63a8\u52a8\u6574\u4f53\u63a8\u7406\u80fd\u529b\u63d0\u5347\u3002<\/p>\n\n\n\n

        \u8fd9\u5f88\u50cf\u73b0\u5b9e\u4e2d\u7684\u4f18\u79c0\u8001\u5e08\u3002\u4f18\u79c0\u7684\u8001\u5e08\u5e76\u4e0d\u662f\u6c38\u8fdc\u7ed9\u5b66\u751f\u51fa\u6700\u96be\u7684\u9898\uff0c\u800c\u662f\u77e5\u9053\uff1a\u8fd9\u4e2a\u5b66\u751f\u73b0\u5728\u5230\u5e95\u5e94\u8be5\u505a\u4ec0\u4e48\u9898\u3002<\/strong><\/p>\n\n\n\n

        \u4ece\u8fd9\u4e2a\u89d2\u5ea6\u770b\uff0cINFUSER \u4e2d\u7684 Generator \u5df2\u7ecf\u4e0d\u53ea\u662f\u7b80\u5355\u7684 Data Generator\uff0c\u800c\u5f00\u59cb\u50cf\u4e00\u4e2a Adaptive Teacher<\/strong>\u3002<\/p>\n\n\n\n

        05\uff5c\u4e3a\u4ec0\u4e48 Influence Score \u6ca1\u6709\u4e00\u8def\u4e0a\u6da8\uff1f<\/h2>\n\n\n\n

        \u65e2\u7136 Generator \u8d8a\u6765\u8d8a\u4f1a\u751f\u6210\u201c\u6709\u4ef7\u503c\u7684\u95ee\u9898\u201d\uff0c\u76f4\u89c9\u4e0a\u6211\u4eec\u53ef\u80fd\u8ba4\u4e3a Influence Score \u5e94\u8be5\u968f\u8bad\u7ec3\u4e00\u8def\u4e0a\u6da8\u3002\u4f46\u8bba\u6587\u4e2d\u7684\u7ed3\u679c\u5e76\u4e0d\u662f\u8fd9\u6837\u3002<\/p>\n\n\n\n

        \"\"<\/figure>\n\n\n\n

        \u5728\u5b8c\u6574\u7684 INFUSER \u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0cInfluence Score \u65e9\u671f\u4e3a\u6b63\uff0c\u968f\u540e\u6709\u6240\u4e0b\u964d\uff0c\u5e76\u957f\u671f\u5728\u63a5\u8fd1 0 \u7684\u533a\u57df\u9644\u8fd1\u6ce2\u52a8\u3002\u8fd9\u5e76\u4e0d\u5947\u602a\uff0c\u56e0\u4e3a Generator \u5728\u5b66\u4e60\uff0cSolver \u4e5f\u5728\u5b66\u4e60\u3002<\/p>\n\n\n\n

        \u6628\u5929\u5bf9 Solver \u975e\u5e38\u6709\u5e2e\u52a9\u7684\u95ee\u9898\uff0c\u4eca\u5929\u53ef\u80fd\u5df2\u7ecf\u88ab Solver \u638c\u63e1\uff1b\u4eca\u5929\u7684\u9ad8\u4ef7\u503c\u6570\u636e\uff0c\u5230\u4e86\u4e0b\u4e00\u9636\u6bb5\u53c8\u53ef\u80fd\u53d8\u5f97\u8fc7\u4e8e\u7b80\u5355\u3002Generator \u5b9e\u9645\u4e0a\u4e00\u76f4\u5728\u8ffd\u9010\u4e00\u4e2a\u4e0d\u65ad\u79fb\u52a8\u7684\u76ee\u6807\uff1a<\/p>\n\n\n\n

        \u5f53\u524d\u8fd9\u4e2a Solver\uff0c\u4e0b\u4e00\u6b65\u5230\u5e95\u6700\u9700\u8981\u5b66\u4ec0\u4e48\uff1f<\/strong><\/p><\/blockquote>\n\n\n\n

        \u4f5c\u8005\u8fd8\u505a\u4e86\u4e00\u4e2a control experiment\uff1a\u56fa\u5b9a Solver\uff0c\u4e5f\u56fa\u5b9a document batch\uff0c\u53ea\u7ee7\u7eed\u8bad\u7ec3 Generator\u3002\u6b64\u65f6\u201c\u5b66\u751f\u201d\u4e0d\u518d\u53d8\u5316\uff0cGenerator \u7684 influence alignment \u5c31\u660e\u663e\u63d0\u5347\u3002<\/p>\n\n\n\n

        \u8fd9\u8bf4\u660e Generator \u786e\u5b9e\u53ef\u4ee5\u5b66\u4f1a\u751f\u6210\u66f4\u6709\u4ef7\u503c\u7684\u95ee\u9898\u3002\u5b8c\u6574\u7cfb\u7edf\u4e2d\u770b\u4e0d\u5230 Influence Score \u4e00\u8def\u4e0a\u5347\uff0c\u5e76\u4e0d\u662f Generator \u6ca1\u5b66\u4f1a\uff0c\u800c\u662f Solver \u672c\u8eab\u4e5f\u4e00\u76f4\u5728\u6210\u957f\u3002\u8fd9\u6070\u6070\u4f53\u73b0\u4e86 Co-Evolution\uff1a\u8001\u5e08\u8d8a\u6765\u8d8a\u4f1a\u6559\uff0c\u5b66\u751f\u4e5f\u8d8a\u6765\u8d8a\u4f1a\u5b66\uff1b\u5b66\u751f\u53d8\u5f3a\u4e4b\u540e\uff0c\u8001\u5e08\u53c8\u5fc5\u987b\u8c03\u6574\u4e0b\u4e00\u9636\u6bb5\u8be5\u6559\u4ec0\u4e48\u3002<\/p>\n\n\n\n

        06\uff5c\u751a\u81f3\uff0c\u5c0f\u6a21\u578b\u8001\u5e08\u53ef\u80fd\u6bd4\u5927\u6a21\u578b\u8001\u5e08\u66f4\u4f1a\u6559<\/h2>\n\n\n\n

        \u8bba\u6587\u6bd4\u8f83\u4e86\u4e24\u79cd Generator\uff1a\u4e00\u79cd\u662f\u968f\u7740 Solver \u4e00\u8d77\u8fdb\u5316\u7684 8B Generator\uff1b\u53e6\u4e00\u79cd\u662f\u80fd\u529b\u66f4\u5f3a\u3001\u4f46\u59cb\u7ec8\u88ab\u51bb\u7ed3\u7684 32B Thinking Generator\u3002<\/p>\n\n\n\n

        \u6309\u7167\u76f4\u89c9\uff0c32B \u6a21\u578b\u672c\u8eab\u66f4\u5f3a\uff0c\u4f3c\u4e4e\u5e94\u8be5\u66f4\u4f1a\u751f\u6210\u9ad8\u8d28\u91cf\u95ee\u9898\u3002\u4f46\u5728 Math \u548c Coding \u7b49\u5b9e\u9a8c\u4e2d\uff0cINFUSER \u4e2d\u6301\u7eed co-evolving \u7684 8B Generator \u53cd\u800c\u53d6\u5f97\u4e86\u66f4\u597d\u7684\u6548\u679c\u3002<\/p>\n\n\n\n

        \"\"<\/figure>\n\n\n\n

        \u4e00\u4e2a\u66f4\u806a\u660e\u7684\u8001\u5e08\uff0c\u4e0d\u4e00\u5b9a\u6bd4\u4e00\u4e2a\u66f4\u4e86\u89e3\u5b66\u751f\u5f53\u524d\u72b6\u6001\u7684\u8001\u5e08\u66f4\u4f1a\u6559\u3002<\/strong><\/p><\/blockquote>\n\n\n\n

        32B Generator \u53ef\u80fd\u77e5\u8bc6\u66f4\u591a\u3001\u63a8\u7406\u80fd\u529b\u66f4\u5f3a\uff0c\u4f46\u5b83\u5e76\u4e0d\u77e5\u9053\u73b0\u5728\u8fd9\u4e2a Solver \u5230\u5e95\u7f3a\u4ec0\u4e48\u3002INFUSER \u7684 Generator \u5374\u4e00\u76f4\u5728\u63a5\u6536\u76f4\u63a5\u53cd\u9988\uff1a\u201c\u4f60\u521a\u624d\u51fa\u7684\u8fd9\u9053\u9898\uff0c\u7a76\u7adf\u6709\u6ca1\u6709\u8ba9\u8fd9\u4e2a\u5b66\u751f\u671d\u6b63\u786e\u65b9\u5411\u8fdb\u6b65\uff1f\u201d<\/p>\n\n\n\n

        \u56e0\u6b64\uff0c\u771f\u6b63\u91cd\u8981\u7684\u53ef\u80fd\u4e0d\u53ea\u662f Strong Teacher<\/strong>\uff0c\u800c\u662f Adaptive Teacher<\/strong>\u3002<\/p>\n\n\n\n

        07\uff5c\u5b9e\u9a8c\u6548\u679c\u600e\u4e48\u6837\uff1f<\/h2>\n\n\n\n

        \u4f5c\u8005\u5206\u522b\u4ece Qwen3-4B-Base<\/strong> \u548c Qwen3-8B-Base<\/strong> \u51fa\u53d1\u8fdb\u884c Self-Evolution\uff0c\u6d4b\u8bd5\u8986\u76d6 General Reasoning\u3001Math\u3001Physics\u3001Medical\u3001Coding \u7b49\u591a\u4e2a\u65b9\u5411\uff0c\u5171 14 \u4e2a benchmark\uff0c\u5e76\u4e0e R-Zero\u3001AZR\u3001R-Few\u3001SPICE \u7b49\u65b9\u6cd5\u8fdb\u884c\u6bd4\u8f83\u3002<\/p>\n\n\n\n

        \"\"<\/figure>\n\n\n\n

        \u4ee5 Qwen3-8B \u4e3a\u4f8b\uff0c\u5728 General Reasoning \u4e0a\u7684\u7ed3\u679c\u5982\u4e0b\uff1a<\/p>\n\n\n\n

        Method<\/th>Average<\/th><\/tr><\/thead>
        Base<\/td>34.43<\/td><\/tr>
        R-Zero<\/td>37.14<\/td><\/tr>
        AZR<\/td>37.61<\/td><\/tr>
        R-Few<\/td>38.88<\/td><\/tr>
        SPICE<\/td>38.75<\/td><\/tr>
        INFUSER<\/strong><\/td>40.62<\/strong><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

        \u76f8\u6bd4 Base\uff0c\u6574\u4f53\u63d0\u5347\u7ea6 17.98%<\/strong>\u3002\u4e00\u4e9b\u5355\u9879 benchmark \u7684\u53d8\u5316\u4e5f\u6bd4\u8f83\u660e\u663e\uff1a<\/p>\n\n\n\n