{"id":25321,"date":"2025-04-08T10:01:27","date_gmt":"2025-04-08T02:01:27","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=25321"},"modified":"2025-04-08T10:01:27","modified_gmt":"2025-04-08T02:01:27","slug":"%e4%b8%ad%e7%a7%91%e5%a4%a7iclr2025%ef%bc%9a%e7%89%b9%e5%ae%9a%e9%a2%86%e5%9f%9f%e4%bb%85%e7%94%a85%e8%ae%ad%e7%bb%83%e6%95%b0%e6%8d%ae%ef%bc%8c%e7%9f%a5%e8%af%86%e5%87%86%e7%a1%ae%e7%8e%87%e6%8f%90","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2025\/04\/08\/25321\/","title":{"rendered":"\u4e2d\u79d1\u5927ICLR2025\uff1a\u7279\u5b9a\u9886\u57df\u4ec5\u75285%\u8bad\u7ec3\u6570\u636e\uff0c\u77e5\u8bc6\u51c6\u786e\u7387\u63d0\u534714%"},"content":{"rendered":"
\"\"<\/div>\n
<\/div>\n
\u6765\u81ea\u4e2d\u56fd\u79d1\u5b66\u6280\u672f\u5927\u5b66MIRA\u5b9e\u9a8c\u5ba4\u7684\u738b\u6770\u6559\u6388\u56e2\u961f\u63d0\u51fa\u4e86\u63d0\u51fa\u4e86\u4e00\u4e2a\u521b\u65b0\u7684\u6846\u67b6\u2014\u2014\u77e5\u8bc6\u56fe\u8c31\u9a71\u52a8\u7684\u76d1\u7763\u5fae\u8c03\uff08KG-SFT\uff09\uff0c\u8be5\u6846\u67b6\u901a\u8fc7\u5f15\u5165\u77e5\u8bc6\u56fe\u8c31\uff08KG\uff09\u6765\u63d0\u5347\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5728\u7279\u5b9a\u9886\u57df\u7684\u77e5\u8bc6\u7406\u89e3\u548c\u5904\u7406\u80fd\u529b\u3002<\/div>\n
\n
\n

\u8ba9\u5927\u8bed\u8a00\u6a21\u578b\u66f4\u61c2\u7279\u5b9a\u9886\u57df\u77e5\u8bc6\uff0c\u6709\u65b0\u62db\u4e86\uff01<\/p>\n

\u6765\u81ea\u4e2d\u56fd\u79d1\u5b66\u6280\u672f\u5927\u5b66MIRA\u5b9e\u9a8c\u5ba4\u7684\u738b\u6770\u6559\u6388\u56e2\u961f\u63d0\u51fa\u4e86\u63d0\u51fa\u4e86\u4e00\u4e2a\u521b\u65b0\u7684\u6846\u67b6\u2014\u2014\u77e5\u8bc6\u56fe\u8c31\u9a71\u52a8\u7684\u76d1\u7763\u5fae\u8c03\uff08KG-SFT\uff09<\/strong>\uff0c\u8be5\u6846\u67b6\u901a\u8fc7\u5f15\u5165\u77e5\u8bc6\u56fe\u8c31\uff08KG\uff09\u6765\u63d0\u5347\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5728\u7279\u5b9a\u9886\u57df\u7684\u77e5\u8bc6\u7406\u89e3\u548c\u5904\u7406\u80fd\u529b\u3002<\/p>\n

\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u5176\u5728\u591a\u4e2a\u9886\u57df\u548c\u591a\u79cd\u8bed\u8a00\u7684\u6570\u636e\u96c6\u4e0a\u53d6\u5f97\u4e86\u663e\u8457\u7684\u6548\u679c\uff0c\u6210\u529f\u5165\u9009ICLR 2025<\/strong>\u3002<\/p>\n

\"\u56fe\u7247\"<\/p>\n

\u622a\u81f3\u76ee\u524d\uff0cLLMs\u5728\u5e38\u8bc6\u95ee\u7b54\u65b9\u9762\u8868\u73b0\u8d8a\u6765\u8d8a\u51fa\u8272\uff0c\u4f46\u5b83\u4eec\u5bf9\u9886\u57df\u77e5\u8bc6\u7684\u7406\u89e3\u548c\u63a8\u7406\u80fd\u529b\u4ecd\u7136\u6709\u9650\u3002<\/p>\n

\u7531\u4e8e\u96be\u4ee5\u6df1\u5165\u7406\u89e3\u4e13\u4e1a\u9886\u57df\u95ee\u7b54\u80cc\u540e\u6240\u8574\u542b\u7684\u590d\u6742\u77e5\u8bc6\u548c\u903b\u8f91\u5173\u7cfb\uff0c\u56e0\u6b64\u5728\u9762\u5bf9\u8fd9\u7c7b\u95ee\u9898\u65f6\uff0c\u5f80\u5f80\u65e0\u6cd5\u51c6\u786e\u5730\u7ed9\u51fa\u6b63\u786e\u7684\u7b54\u6848\u548c\u8be6\u7ec6\u7684\u63a8\u7406\u8fc7\u7a0b\uff0c\u8fd9\u6781\u5927\u5730\u9650\u5236\u4e86\u5176\u5728\u4e13\u4e1a\u9886\u57df\u7684\u5e94\u7528\u4ef7\u503c\u3002<\/p>\n

\u5c24\u5176\u662f\u5728\u6570\u636e\u7a00\u5c11\u548c\u77e5\u8bc6\u5bc6\u96c6\u578b\u7684\u573a\u666f\u4e2d\uff0c\u5982\u4f55\u8ba9LLMs\u66f4\u597d\u5730\u7406\u89e3\u548c\u64cd\u7eb5\u77e5\u8bc6\uff0c\u6210\u4e3a\u4e86\u7814\u7a76\u7684\u5173\u952e<\/strong>\u3002<\/p>\n

\u800c\u4e2d\u79d1\u5927MIRA\u5b9e\u9a8c\u5ba4\u7684\u8fd9\u9879\u5de5\u4f5c\u5373\u56f4\u7ed5\u6b64\u5c55\u5f00\u3002<\/p>\n

KG-SFT\u662f\u5982\u4f55\u5de5\u4f5c\u7684<\/h2>\n

KG-SFT\u9488\u5bf9LLMs\u96be\u4ee5\u7406\u89e3\u9886\u57df\u95ee\u7b54\u80cc\u540e\u7684\u77e5\u8bc6\u548c\u903b\u8f91\uff0c\u5bfc\u81f4\u63a8\u7406\u80fd\u529b\u5f31<\/strong>\u7684\u95ee\u9898\uff0c\u63d0\u51fa\u57fa\u4e8e\u77e5\u8bc6\u56fe\u8c31\u589e\u5f3a\u7684\u5927\u8bed\u8a00\u6a21\u578b\u76d1\u7763\u5fae\u8c03<\/strong>\u6280\u672f\u3002<\/p>\n

KG-SFT\u9996\u5148\u901a\u8fc7\u89e3\u6790\u9886\u57df\u77e5\u8bc6\u56fe\u8c31\u4e2d\u7684\u591a\u6761\u63a8\u7406\u8def\u5f84\uff0c\u8bbe\u8ba1\u56fe\u4e0a\u63a8\u7406\u8def\u5f84\u4e0e\u6587\u672c\u63a8\u7406\u8fc7\u7a0b\u7684\u8054\u5408\u751f\u6210\u673a\u5236\u3002\u4f7fLLMs\u5728\u76d1\u7763\u5fae\u8c03\u8fc7\u7a0b\u4e2d\uff0c\u80fd\u591f\u540c\u6b65\u8f93\u51fa\u63a8\u7406\u7b54\u6848\u4ee5\u53ca\u8574\u542b\u4e30\u5bcc\u9886\u57df\u77e5\u8bc6\u548c\u903b\u8f91\u5173\u7cfb\u7684\u63a8\u7406\u8fc7\u7a0b\uff0c\u4ece\u800c\u63d0\u5347\u5176\u5bf9\u9886\u57df\u77e5\u8bc6\u7684\u7406\u89e3\u4e0e\u63a8\u7406\u80fd\u529b\u3002<\/p>\n

KG-SFT\u6846\u67b6\u7684\u6838\u5fc3\u5728\u4e8e\u5c06\u77e5\u8bc6\u56fe\u8c31\u4e0e\u76d1\u7763\u5fae\u8c03\u76f8\u7ed3\u5408\uff0c\u901a\u8fc7\u751f\u6210\u95ee\u7b54\u80cc\u540e\u7684\u903b\u8f91\u4e25\u5bc6\u7684\u63a8\u7406\u8fc7\u7a0b\u89e3\u91ca\u6765\u589e\u5f3aLLMs\u5bf9\u77e5\u8bc6\u548c\u903b\u8f91\u7684\u7406\u89e3\u3002<\/p>\n

\u8be5\u6846\u67b6\u5305\u542b\u4e09\u4e2a\u5173\u952e\u7ec4\u4ef6\uff1a<\/p>\n

    \n
  • Extractor\uff08\u63d0\u53d6\u5668\uff09<\/li>\n
  • Generator\uff08\u751f\u6210\u5668\uff09<\/li>\n
  • Detector\uff08\u68c0\u6d4b\u5668\uff09<\/li>\n<\/ul>\n

    \"\u56fe\u7247\"<\/p>\n

    1\u3001Extractor\uff1a\u7cbe\u51c6\u63d0\u53d6\u77e5\u8bc6\u5173\u8054<\/strong><\/p>\n

    Extractor\u9996\u5148\u5bf9\u95ee\u7b54\u5bf9\uff08Q&A\uff09\u4e2d\u7684\u5b9e\u4f53\u8fdb\u884c\u8bc6\u522b\uff0c\u5e76\u4ece\u5916\u90e8\u77e5\u8bc6\u56fe\u8c31\u4e2d\u63d0\u53d6\u76f8\u5173\u7684\u63a8\u7406\u5b50\u56fe\u3002<\/p>\n

    \u8fd9\u4e00\u6b65\u9aa4\u63ed\u793a\u4e86Q&A\u5bf9\u80cc\u540e\u7684\u77e5\u8bc6\u5173\u8054\u548c\u903b\u8f91\uff0c\u4e3a\u540e\u7eed\u7684\u89e3\u91ca\u751f\u6210\u63d0\u4f9b\u4e86\u57fa\u7840\u3002<\/p>\n

    \u901a\u8fc7\u547d\u540d\u5b9e\u4f53\u8bc6\u522b\uff08NER\uff09\u548c\u591a\u6761\u63a8\u7406\u8def\u5f84\u7684\u68c0\u7d22\uff0cExtractor\u80fd\u591f\u6709\u6548\u5730\u4ece\u5927\u89c4\u6a21\u77e5\u8bc6\u56fe\u8c31\u4e2d\u83b7\u53d6\u4e0e\u95ee\u9898\u76f8\u5173\u7684\u77e5\u8bc6\u3002<\/p>\n

    2\u3001Generator\uff1a\u751f\u6210\u6d41\u7545\u7684\u89e3\u91ca<\/strong><\/p>\n

    Generator\u5229\u7528\u56fe\u7ed3\u6784\u91cd\u8981\u6027\u8bc4\u5206\u7b97\u6cd5\uff08\u5982HITS\u7b97\u6cd5\uff09\u5bf9\u63a8\u7406\u5b50\u56fe\u4e2d\u7684\u5b9e\u4f53\u548c\u5173\u7cfb\u8fdb\u884c\u8bc4\u5206\uff0c\u9009\u62e9\u9ad8\u5206\u90e8\u5206\u4f5c\u4e3a\u91cd\u8981\u5185\u5bb9\u3002<\/p>\n

    \u7136\u540e\uff0c\u4f7f\u7528\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08\u5982ChatGPT\uff09\u751f\u6210\u6d41\u7545\u7684\u89e3\u91ca\u8349\u7a3f\u3002<\/p>\n

    \u8fd9\u4e9b\u89e3\u91ca\u4e0d\u4ec5\u903b\u8f91\u6e05\u6670\uff0c\u800c\u4e14\u80fd\u591f\u5e2e\u52a9LLMs\u66f4\u597d\u5730\u7406\u89e3\u95ee\u9898\u548c\u7b54\u6848\u4e4b\u95f4\u7684\u5173\u7cfb\u3002<\/p>\n

    3\u3001Detector\uff1a\u786e\u4fdd\u89e3\u91ca\u7684\u6b63\u786e\u6027<\/strong><\/p>\n

    Detector\u5bf9\u751f\u6210\u7684\u89e3\u91ca\u8349\u7a3f\u8fdb\u884c\u53e5\u5b50\u7ea7\u522b\u7684\u77e5\u8bc6\u51b2\u7a81\u68c0\u6d4b\uff0c\u786e\u4fdd\u89e3\u91ca\u7684\u6b63\u786e\u6027\u3002<\/p>\n

    \u901a\u8fc7\u81ea\u7136\u8bed\u8a00\u63a8\u7406\uff08NLI\uff09\u6a21\u578b\uff08\u5982DeBERTa\uff09\u548c\u91cd\u65b0\u5f15\u5bfc\u673a\u5236\uff0cDetector\u80fd\u591f\u6807\u8bb0\u5e76\u7ea0\u6b63\u53ef\u80fd\u5b58\u5728\u7684\u77e5\u8bc6\u51b2\u7a81\uff0c\u4ece\u800c\u63d0\u9ad8\u89e3\u91ca\u7684\u53ef\u9760\u6027\u3002<\/p>\n

    \u5b9e\u9a8c\u7ed3\u679c\u53ca\u521b\u65b0\u70b9<\/h2>\n

    \u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cKG-SFT\u5728\u591a\u4e2a\u9886\u57df\u548c\u8bed\u8a00\u8bbe\u7f6e\u4e2d\u5747\u53d6\u5f97\u4e86\u663e\u8457\u7684\u6027\u80fd\u63d0\u5347\u3002<\/p>\n

    \u7279\u522b\u662f\u5728\u4f4e\u6570\u636e\u533b\u5b66\u95ee\u7b54\u4efb\u52a1\u4e0a\uff0cKG-SFT\u5728\u82f1\u8bed\u573a\u666f\u4e2d\u4ec5\u4f7f\u75285%\u7684\u8bad\u7ec3\u6570\u636e\u5c31\u6bd4\u4f20\u7edf\u65b9\u6cd5\u63d0\u9ad8\u4e86\u8fd114%\u7684\u51c6\u786e\u7387<\/strong>\u3002<\/p>\n

    \"\u56fe\u7247\"<\/p>\n

    \u4ece\u521b\u65b0\u4e4b\u5904\u6765\u770b\uff0cKG-SFT\u4e0d\u4ec5\u5173\u6ce8\u6570\u636e\u7684\u6570\u91cf\uff0c\u66f4\u6ce8\u91cd\u6570\u636e\u7684\u8d28\u91cf\u3002<\/p>\n

    \u901a\u8fc7\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u89e3\u91ca\uff0cKG-SFT\u5e2e\u52a9LLMs\u66f4\u597d\u5730\u7406\u89e3\u548c\u64cd\u7eb5\u77e5\u8bc6\uff0c\u4ece\u800c\u5728\u7279\u5b9a\u9886\u57df\u5b9e\u73b0\u66f4\u4f18\u7684\u6027\u80fd\u3002<\/p>\n

    \u6b64\u5916\uff0cKG-SFT\u8fd8\u53ef\u4ee5\u4f5c\u4e3a\u63d2\u4ef6\u5f0f\u6a21\u5757\u4e0e\u73b0\u6709\u7684\u6570\u636e\u589e\u5f3a\u65b9\u6cd5\u7ed3\u5408\u4f7f\u7528\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u6027\u80fd\u3002<\/p>\n

    \"\u56fe\u7247\"<\/p>\n

    \u5728\u591a\u9886\u57df\u6570\u636e\u96c6\u4e0a\u7684\u5b9e\u9a8c\u7ed3\u679c\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u4e86KG-SFT\u7684\u5e7f\u6cdb\u9002\u7528\u6027\u3002<\/p>\n

    \u5c3d\u7ba1\u5728\u67d0\u4e9b\u9700\u8981\u590d\u6742\u63a8\u7406\u7684\u9886\u57df\uff08\u5982\u5f62\u5f0f\u903b\u8f91\u548c\u4e13\u4e1a\u4f1a\u8ba1\uff09\u4e2d\u8868\u73b0\u7a0d\u900a\uff0c\u4f46\u6574\u4f53\u6027\u80fd\u4f9d\u7136\u5177\u6709\u8f83\u5f3a\u7684\u7ade\u4e89\u529b\u3002<\/p>\n

    \"\u56fe\u7247\"<\/p>\n

    \u6982\u62ec\u800c\u8a00\uff0cKG-SFT\u6846\u67b6\u901a\u8fc7\u7ed3\u5408\u77e5\u8bc6\u56fe\u8c31\u548cLLMs\uff0c\u6709\u6548\u5730\u63d0\u5347\u4e86\u76d1\u7763\u5fae\u8c03\u6570\u636e\u7684\u8d28\u91cf\uff0c\u4ece\u800c\u663e\u8457\u63d0\u9ad8\u4e86LLMs\u5728\u7279\u5b9a\u9886\u57df\u7684\u6027\u80fd\u3002<\/p>\n

    \u8fd9\u4e00\u65b9\u6cd5\u4e0d\u4ec5\u5728\u4f4e\u6570\u636e\u573a\u666f\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u8fd8\u5c55\u793a\u4e86\u5176\u4f5c\u4e3a\u63d2\u4ef6\u5f0f\u6a21\u5757\u4e0e\u73b0\u6709\u6570\u636e\u589e\u5f3a\u65b9\u6cd5\u7ed3\u5408\u7684\u6f5c\u529b\u3002<\/p>\n

    \u8bba\u6587\u4f5c\u8005\u7b2c\u4e00\u4f5c\u8005\u9648\u701a\u94f8<\/strong>\u662f\u4e2d\u56fd\u79d1\u5b66\u6280\u672f\u5927\u5b662021\u7ea7\u7855\u535a\u8fde\u8bfb\u751f\uff0c\u5e08\u4ece\u738b\u6770\u6559\u6388\uff0c\u4e3b\u8981\u7814\u7a76\u65b9\u5411\u4e3a\u5927\u8bed\u8a00\u6a21\u578b\u3001\u77e5\u8bc6\u56fe\u8c31\u548c\u63a8\u7406\u6570\u636e\u5408\u6210\u3002<\/p>\n

    \u66f4\u591a\u7ec6\u8282\u6b22\u8fce\u67e5\u9605\u539f\u8bba\u6587\u3002<\/p>\n

    \u8bba\u6587\u5730\u5740\uff1a
    \nhttps:\/\/openreview.net\/pdf?id=oMFOKjwaRS<\/p>\n

    \u6587\u7ae0\u6765\u81ea\uff1a51CTO<\/p>\n<\/div>\n<\/div>\n

    <\/div>\n

    <\/g><\/svg><\/i> \"Loading\"<\/p>\n

    <\/div>\n","protected":false},"excerpt":{"rendered":"

    \u6765\u81ea\u4e2d\u56fd\u79d1\u5b66\u6280\u672f\u5927\u5b66MIRA\u5b9e\u9a8c\u5ba4\u7684\u738b\u6770\u6559\u6388\u56e2\u961f\u63d0\u51fa\u4e86\u63d0\u51fa\u4e86\u4e00\u4e2a\u521b\u65b0\u7684\u6846\u67b6\u2014\u2014\u77e5\u8bc6\u56fe\u8c31\u9a71\u52a8\u7684\u76d1\u7763\u5fae\u8c03\uff08KG-S […]<\/p>\n

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