{"id":5166,"date":"2024-11-23T18:26:53","date_gmt":"2024-11-23T10:26:53","guid":{"rendered":"https:\/\/nullthought.net\/?p=5166"},"modified":"2025-03-03T12:25:31","modified_gmt":"2025-03-03T04:25:31","slug":"re-invoke%ef%bc%9a%e5%ae%8c%e5%85%a8%e6%97%a0%e7%9b%91%e7%9d%a3%e7%9a%84%e5%a4%a7%e6%a8%a1%e5%9e%8b%e8%b0%83%e7%94%a8%e5%b7%a5%e5%85%b7%e7%9a%84%e6%a3%80%e7%b4%a2%e6%96%b9%e6%b3%95","status":"publish","type":"post","link":"https:\/\/nullthought.net\/?p=5166","title":{"rendered":"Re-Invoke\uff1a\u5b8c\u5168\u65e0\u76d1\u7763\u7684\u5927\u6a21\u578b\u8c03\u7528\u5de5\u5177\u7684\u68c0\u7d22\u65b9\u6cd5"},"content":{"rendered":"\n

\u8bba\u6587Re-Invoke: Tool Invocation Rewriting for Zero-Shot Tool Retrieval<\/a><\/strong>\u63d0\u51fa\u7684Re-Invoke\u662f\u4e00\u79cd\u5b8c\u5168\u65e0\u76d1\u7763\u7684\u5de5\u5177\u68c0\u7d22\u65b9\u6cd5\uff0c\u65e8\u5728\u6269\u5c55LLM\u7684\u5de5\u5177\u4f7f\u7528\u80fd\u529b\u4ee5\u5e94\u5bf9\u5927\u89c4\u6a21\u5de5\u5177\u96c6\u7684\u6311\u6218\u3002\u901a\u8fc7\u751f\u6210\u591a\u6837\u5316\u7684\u5408\u6210\u67e5\u8be2\u548c\u6709\u6548\u63d0\u53d6\u7528\u6237\u610f\u56fe\uff0cRe-Invoke\u663e\u8457\u63d0\u5347\u4e86\u5de5\u5177\u68c0\u7d22\u7684\u51c6\u786e\u6027\uff0c\u5e76\u5728\u591a\u4e2a\u57fa\u51c6\u6570\u636e\u96c6\u4e0a\u8d85\u8d8a\u4e86\u5f53\u524d\u6700\u5148\u8fdb\u7684\u65b9\u6cd5\u3002\u5373\u4f7f\u5728\u7528\u6237\u67e5\u8be2\u5305\u542b\u591a\u4e2a\u6f5c\u5728\u610f\u56fe\u7684\u60c5\u51b5\u4e0b\uff0cRe-Invoke\u4e5f\u80fd\u591f\u9ad8\u6548\u5730\u4ece\u5927\u578b\u5de5\u5177\u96c6\u4e2d\u68c0\u7d22\u5230\u6700\u76f8\u5173\u7684\u5de5\u5177\u3002\u8be5\u65b9\u6cd5\u65e0\u9700\u4efb\u4f55\u8bad\u7ec3\u6570\u636e\uff0c\u5c55\u73b0\u4e86\u5728\u65e0\u76d1\u7763\u573a\u666f\u4e0b\u9ad8\u6548\u5de5\u5177\u68c0\u7d22\u7684\u5de8\u5927\u6f5c\u529b\uff0c\u4e3a\u672a\u6765\u7684\u5de5\u5177\u589e\u5f3a\u578bLLM\u7cfb\u7edf<\/strong>\u63d0\u4f9b\u4e86\u65b0\u7684\u601d\u8def\u548c\u65b9\u6cd5\u3002<\/p>\n\n\n\n

\"\"
Re-Invoke: Tool Invocation Rewriting for Zero-Shot Tool Retrieval<\/a><\/strong><\/figcaption><\/figure>\n\n\n\n

\u8bba\u6587\u4f5c\u8005\u4e3aYanfei Chen, Jinsung Yoon, Devendra Singh Sachan, Qingze Wang, Vincent Cohen-Addad, Mohammadhossein Bateni, Chen-Yu Lee, Tomas Pfister\uff0c\u5747\u6765\u81eaGoogle\u3002<\/p>\n\n\n\n

1. \u5f15\u8a00<\/h4>\n\n\n\n

\u8fd1\u5e74\u6765\uff0c\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5728\u89e3\u51b3\u5404\u79cd\u590d\u6742\u4efb\u52a1\uff08\u5982\u6570\u5b66\u3001\u63a8\u7406\u3001\u7f16\u7801\u7b49\uff09\u65b9\u9762\u5c55\u73b0\u4e86\u6781\u5176\u5f3a\u5927\u7684\u80fd\u529b\u3002\u7136\u800c\uff0cLLMs\u7684\u6838\u5fc3\u95ee\u9898\u5728\u4e8e\u5b83\u4eec\u662f\u57fa\u4e8e\u9759\u6001\u8bed\u6599\u5e93\u8fdb\u884c\u9884\u8bad\u7ec3\u7684\uff0c\u8fd9\u4f7f\u5f97\u5b83\u4eec\u5728\u5e94\u5bf9\u5feb\u901f\u53d8\u5316\u7684\u771f\u5b9e\u4e16\u754c\u4fe1\u606f\u65f6\u5b58\u5728\u5c40\u9650\u6027\u3002\u9891\u7e41\u7684\u5fae\u8c03\u53ef\u4ee5\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u7f13\u89e3\u8fd9\u4e2a\u95ee\u9898\uff0c\u4f46\u5176\u8ba1\u7b97\u6210\u672c\u975e\u5e38\u9ad8\u3002\u800c\u4eba\u7c7b\u901a\u5e38\u901a\u8fc7\u5404\u79cd\u5de5\u5177\uff0c\u5982\u641c\u7d22\u5f15\u64ce\u3001\u5730\u56fe\u3001\u8ba1\u7b97\u5668\u7b49\u6765\u8865\u5145\u81ea\u8eab\u7684\u77e5\u8bc6\u5e76\u5b8c\u6210\u4efb\u52a1\uff0c\u56e0\u6b64\u4e00\u4e2a\u81ea\u7136\u7684\u89e3\u51b3\u65b9\u6848\u662f\u901a\u8fc7\u5de5\u5177\u96c6\u6210\u6765\u589e\u5f3aLLMs\u7684\u80fd\u529b<\/strong>\u3002\u8fd9\u79cd\u65b9\u6cd5\u53ef\u4ee5\u4f7f\u6a21\u578b\u5728\u9047\u5230\u4e0d\u719f\u6089\u7684\u4fe1\u606f\u65f6\u901a\u8fc7\u5de5\u5177\u8c03\u7528\u6765\u89e3\u51b3\u3002<\/p>\n\n\n\n

\u7136\u800c\uff0c\u968f\u7740\u5de5\u5177\u6570\u91cf\u7684\u589e\u52a0\uff0c\u5982\u4f55\u6709\u6548\u5730\u4ece\u5e9e\u5927\u7684\u5de5\u5177\u96c6\u4e2d\u9009\u62e9\u5408\u9002\u7684\u5de5\u5177\u6210\u4e3a\u4e86\u4e00\u4e2a\u4e3b\u8981\u7684\u74f6\u9888\u3002\u4f20\u7edf\u7684\u65b9\u6cd5\u5927\u591a\u4f9d\u8d56\u4e8e\u76d1\u7763\u5b66\u4e60\u6765\u5b8c\u6210\u5de5\u5177\u8c03\u7528\u7684\u8bad\u7ec3\uff0c\u4f46\u8fd9\u4e9b\u65b9\u6cd5\u5728\u6269\u5c55\u5230\u5927\u89c4\u6a21\u5de5\u5177\u6c60\u65f6\u9047\u5230\u663e\u8457\u56f0\u96be\uff1a\u4f8b\u5982\u5de5\u5177\u96c6\u7684\u52a8\u6001\u53d8\u5316\u3001\u8f93\u5165\u4ee4\u724c\u7684\u957f\u5ea6\u9650\u5236\uff0c\u4ee5\u53ca\u7528\u6237\u67e5\u8be2\u4e2d\u6a21\u7cca\u7684\u610f\u56fe\u8bc6\u522b\u95ee\u9898\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u6311\u6218\uff0c\u8bba\u6587\u63d0\u51fa\u4e86Re-Invoke\uff0c\u4e00\u79cd\u5168\u65b0\u7684\u65e0\u76d1\u7763\u5de5\u5177\u68c0\u7d22\u65b9\u6cd5\uff0c\u65e8\u5728\u901a\u8fc7\u81ea\u52a8\u751f\u6210\u5408\u6210\u67e5\u8be2\u548c\u610f\u56fe\u63d0\u53d6\uff0c\u5b9e\u73b0\u9ad8\u6548\u3001\u51c6\u786e\u7684\u5de5\u5177\u8c03\u7528\u3002<\/p>\n\n\n\n

2. \u7814\u7a76\u52a8\u673a\u4e0e\u6311\u6218<\/h4>\n\n\n\n

\u8bba\u6587\u5728\u7814\u7a76\u52a8\u673a\u90e8\u5206\u8be6\u7ec6\u9610\u8ff0\u4e86\u5f53\u524d\u5728\u5de5\u5177\u8c03\u7528\u4e2d\u7684\u5173\u952e\u6311\u6218\uff1a<\/p>\n\n\n\n

    \n
  1. \u8f93\u5165\u4ee4\u724c\u957f\u5ea6\u7684\u9650\u5236<\/strong>\uff1aLLMs\u5728\u5904\u7406\u5305\u542b\u5927\u91cf\u5de5\u5177\u4fe1\u606f\u7684\u4e0a\u4e0b\u6587\u65f6\uff0c\u53ef\u80fd\u56e0\u8f93\u5165\u957f\u5ea6\u9650\u5236\u800c\u65e0\u6cd5\u6709\u6548\u68c0\u7d22\u5230\u76f8\u5173\u5de5\u5177\u3002<\/li>\n\n\n\n
  2. \u5de5\u5177\u6c60\u7684\u52a8\u6001\u53d8\u5316<\/strong>\uff1a\u5de5\u5177\u6c60\u4e2d\u7684\u5de5\u5177\u53ef\u80fd\u4f1a\u9891\u7e41\u66f4\u65b0\uff0c\u800c\u73b0\u6709\u7684\u68c0\u7d22\u7cfb\u7edf\u901a\u5e38\u57fa\u4e8e\u9759\u6001\u7684\u6807\u7b7e\u8fdb\u884c\u8bad\u7ec3\u3002\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u9891\u7e41\u7684\u66f4\u65b0\u548c\u518d\u8bad\u7ec3\u6210\u672c\u975e\u5e38\u9ad8\u6602\u3002<\/li>\n\n\n\n
  3. \u7528\u6237\u610f\u56fe\u7684\u4e0d\u660e\u786e\u6027<\/strong>\uff1a\u7528\u6237\u67e5\u8be2\u901a\u5e38\u542b\u6709\u5927\u91cf\u80cc\u666f\u4fe1\u606f\uff0c\u5bfc\u81f4\u6a21\u578b\u96be\u4ee5\u51c6\u786e\u8bc6\u522b\u6838\u5fc3\u610f\u56fe\u3002\u4f8b\u5982\u7528\u6237\u5728\u63cf\u8ff0\u65c5\u884c\u8ba1\u5212\u65f6\u53ef\u80fd\u6df7\u6742\u4e86\u5b66\u4e60\u8bed\u8a00\u7684\u9700\u6c42\uff0c\u8fd9\u79cd\u590d\u6742\u7684\u610f\u56fe\u8868\u8fbe\u4f7f\u5f97\u4f20\u7edf\u7684\u68c0\u7d22\u7cfb\u7edf\u96be\u4ee5\u51c6\u786e\u5339\u914d\u76f8\u5173\u5de5\u5177\u3002<\/li>\n<\/ol>\n\n\n\n

    3. \u65b9\u6cd5\u6982\u8ff0<\/h4>\n\n\n\n

    Re-Invoke\u65b9\u6cd5\u4e3b\u8981\u7531\u4e09\u4e2a\u5173\u952e\u6b65\u9aa4\u7ec4\u6210\uff1a\u67e5\u8be2\u751f\u6210\u3001\u610f\u56fe\u63d0\u53d6<\/strong>\uff0c\u4ee5\u53ca\u591a\u89c6\u56fe\u76f8\u4f3c\u5ea6\u6392\u5e8f<\/strong>\u3002<\/p>\n\n\n\n

    3.1 \u67e5\u8be2\u751f\u6210\u5668\uff08Query Generator\uff09<\/h5>\n\n\n\n

    \u67e5\u8be2\u751f\u6210\u5668\u7684\u4f5c\u7528\u662f\u9488\u5bf9\u6bcf\u4e2a\u5de5\u5177\u6587\u6863\u751f\u6210\u591a\u6837\u5316\u7684\u5408\u6210\u67e5\u8be2\uff0c\u4ee5\u6b64\u6765\u4e30\u5bcc\u5de5\u5177\u6587\u6863\u7684\u5185\u5bb9\u3002\u5177\u4f53\u6765\u8bf4\uff0cLLM\u4f1a\u8bfb\u53d6\u5de5\u5177\u6587\u6863\uff0c\u5e76\u751f\u6210\u4e00\u7ec4\u80fd\u88ab\u5bf9\u5e94\u5de5\u5177\u5904\u7406\u7684\u67e5\u8be2\u3002\u8fd9\u4e9b\u5408\u6210\u67e5\u8be2\u7684\u751f\u6210\u901a\u8fc7\u63d0\u9ad8\u91c7\u6837\u6e29\u5ea6\uff08sampling temperature\uff09\u5b9e\u73b0\uff0c\u4ee5\u786e\u4fdd\u751f\u6210\u7684\u67e5\u8be2\u8db3\u591f\u591a\u6837\u5316\uff0c\u6db5\u76d6\u5de5\u5177\u7684\u4e0d\u540c\u5e94\u7528\u573a\u666f\u3002\u751f\u6210\u7684\u67e5\u8be2\u4e0e\u5de5\u5177\u6587\u6863\u62fc\u63a5\uff0c\u5f62\u6210\u591a\u4e2a\u6269\u5c55\u540e\u7684\u5de5\u5177\u6587\u6863\uff0c\u4ece\u800c\u4f7f\u5f97\u5de5\u5177\u7684\u8868\u793a\u66f4\u52a0\u4e30\u5bcc\u548c\u5168\u9762\uff0c\u589e\u5f3a\u4e86\u68c0\u7d22\u7684\u51c6\u786e\u6027\u3002<\/p>\n\n\n\n

    \u751f\u6210\u67e5\u8be2\u7684\u8fc7\u7a0b\u662f\u5b8c\u5168\u65e0\u76d1\u7763\u7684\uff0c\u4e0d\u4f9d\u8d56\u4efb\u4f55\u4eba\u5de5\u6807\u6ce8\u7684\u6570\u636e\u3002\u8fd9\u4f7f\u5f97Re-Invoke\u53ef\u4ee5\u65b9\u4fbf\u5730\u5e94\u7528\u5230\u89c4\u6a21\u6781\u5927\u7684\u5de5\u5177\u96c6\u4e2d\uff0c\u4e14\u4e0d\u9700\u8981\u9891\u7e41\u7684\u518d\u8bad\u7ec3\u3002\u6b64\u5916\uff0c\u751f\u6210\u67e5\u8be2\u7684\u8fc7\u7a0b\u91c7\u7528\u4e86\u8bf8\u5982GPT-4\u3001Gemini API\u3001LLaMa\u7b49\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b\u3002<\/p>\n\n\n\n

    3.2 \u610f\u56fe\u63d0\u53d6\u5668\uff08Intent Extractor\uff09<\/h5>\n\n\n\n

    \u5728\u63a8\u7406\u9636\u6bb5\uff0c\u7528\u6237\u7684\u67e5\u8be2\u53ef\u80fd\u4f1a\u6d89\u53ca\u591a\u4e2a\u4e0d\u540c\u7684\u610f\u56fe\uff0c\u800c\u8fd9\u4e9b\u610f\u56fe\u53ef\u80fd\u88ab\u63a9\u76d6\u5728\u5927\u91cf\u7684\u80cc\u666f\u4fe1\u606f\u4e4b\u4e2d\u3002\u610f\u56fe\u63d0\u53d6\u5668\u7684\u4efb\u52a1\u5c31\u662f\u4ece\u7528\u6237\u67e5\u8be2\u4e2d\u63d0\u53d6\u51fa\u6838\u5fc3\u7684\u5de5\u5177\u76f8\u5173\u610f\u56fe\uff0c\u8fc7\u6ee4\u6389\u4e0e\u5de5\u5177\u9009\u62e9\u65e0\u5173\u7684\u5185\u5bb9\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0c\u63d0\u53d6\u5230\u7684\u610f\u56fe\u53ef\u4ee5\u4e0e\u5de5\u5177\u6587\u6863\u7684\u5d4c\u5165\u5411\u91cf\u8fdb\u884c\u76f8\u4f3c\u5ea6\u5339\u914d\uff0c\u4ece\u800c\u627e\u5230\u6700\u76f8\u5173\u7684\u5de5\u5177\u3002\u8be5\u6b65\u9aa4\u7684\u4f18\u52bf\u5728\u4e8e\uff0c\u5b83\u80fd\u6709\u6548\u5730\u5904\u7406\u591a\u610f\u56fe\u67e5\u8be2\uff0c\u4f7f\u5f97\u7cfb\u7edf\u53ef\u4ee5\u540c\u65f6\u63a8\u8350\u591a\u4e2a\u5de5\u5177\u6765\u5b8c\u6210\u4e0d\u540c\u7684\u5b50\u4efb\u52a1\u3002<\/p>\n\n\n\n

    3.3 \u591a\u89c6\u56fe\u76f8\u4f3c\u5ea6\u6392\u5e8f\uff08Multi-view Similarity Ranking\uff09<\/h5>\n\n\n\n

    \u7531\u4e8e\u7528\u6237\u67e5\u8be2\u4e2d\u7684\u6bcf\u4e2a\u610f\u56fe\u53ef\u80fd\u5bf9\u5e94\u4e0d\u540c\u7684\u5de5\u5177\uff0c\u56e0\u6b64Re-Invoke\u5f15\u5165\u4e86\u591a\u89c6\u56fe\u76f8\u4f3c\u5ea6\u6392\u5e8f\u7b56\u7565\u3002\u5177\u4f53\u6765\u8bf4\uff0c\u8be5\u65b9\u6cd5\u9996\u5148\u901a\u8fc7\u591a\u89c6\u56fe\u6765\u8861\u91cf\u6bcf\u4e2a\u610f\u56fe\u4e0e\u5de5\u5177\u6587\u6863\u4e4b\u95f4\u7684\u76f8\u4f3c\u5ea6\uff0c\u7136\u540e\u5c06\u591a\u4e2a\u610f\u56fe\u7684\u76f8\u4f3c\u5ea6\u5f97\u5206\u8fdb\u884c\u805a\u5408\uff0c\u4ece\u800c\u5f97\u5230\u6700\u7ec8\u7684\u5de5\u5177\u6392\u5e8f\u7ed3\u679c\u3002\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u4ec5\u8003\u8651\u4e86\u6bcf\u4e2a\u610f\u56fe\u4e0e\u5de5\u5177\u6587\u6863\u7684\u5339\u914d\u5ea6\uff0c\u8fd8\u786e\u4fdd\u4e86\u6bcf\u4e2a\u610f\u56fe\u90fd\u5f97\u5230\u4e86\u5145\u5206\u7684\u8868\u8fbe\u548c\u68c0\u7d22\u3002<\/p>\n\n\n\n

    \u5728\u6392\u5e8f\u8fc7\u7a0b\u4e2d\uff0c\u751f\u6210\u7684\u5de5\u5177\u6587\u6863\u4f1a\u901a\u8fc7\u4e0d\u540c\u7684\u5408\u6210\u67e5\u8be2\u8fdb\u884c\u6269\u5c55\uff0c\u6bcf\u4e2a\u5de5\u5177\u6587\u6863\u5728\u5d4c\u5165\u7a7a\u95f4\u4e2d\u8868\u793a\u4e3a\u591a\u4e2a\u89c6\u89d2\u7684\u5d4c\u5165\u5411\u91cf\u3002\u5728\u5b9e\u9645\u68c0\u7d22\u4e2d\uff0c\u7cfb\u7edf\u9996\u5148\u8ba1\u7b97\u6bcf\u4e2a\u610f\u56fe\u4e0e\u5de5\u5177\u6587\u6863\u7684\u76f8\u4f3c\u5ea6\uff0c\u7136\u540e\u6839\u636e\u8fd9\u4e9b\u76f8\u4f3c\u5ea6\u6765\u5bf9\u5de5\u5177\u8fdb\u884c\u6392\u5e8f\uff0c\u5e76\u9009\u62e9\u6700\u5408\u9002\u7684\u5de5\u5177\u6765\u6ee1\u8db3\u7528\u6237\u7684\u6240\u6709\u9700\u6c42\u3002<\/p>\n\n\n\n

    4. \u5b9e\u9a8c\u4e0e\u7ed3\u679c<\/h4>\n\n\n\n

    \u8bba\u6587\u91c7\u7528\u4e86\u591a\u4e2a\u57fa\u51c6\u6570\u636e\u96c6\u6765\u8bc4\u4f30Re-Invoke\u7684\u6027\u80fd\uff0c\u5305\u62ecToolBench\u548cToolE\u6570\u636e\u96c6\uff0c\u8fd9\u4e9b\u6570\u636e\u96c6\u6db5\u76d6\u4e86\u5de5\u5177\u68c0\u7d22\u7684\u4e0d\u540c\u573a\u666f\u3002\u4ee5\u4e0b\u662f\u5b9e\u9a8c\u7684\u8be6\u7ec6\u5185\u5bb9\u548c\u7ed3\u679c\uff1a<\/p>\n\n\n\n