{"id":29567,"date":"2025-03-29T15:07:37","date_gmt":"2025-03-29T07:07:37","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=29567"},"modified":"2025-03-29T15:16:40","modified_gmt":"2025-03-29T07:16:40","slug":"tupogongjudiaoyongbai","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/pt\/tupogongjudiaoyongbai\/","title":{"rendered":"\u7a81\u7834\u5de5\u5177\u8c03\u7528\u74f6\u9888\uff1aCoTools \u6846\u67b6\u52a9\u529b\u5927\u578b\u8bed\u8a00\u6a21\u578b\u9ad8\u6548\u5229\u7528\u6d77\u91cf\u5de5\u5177"},"content":{"rendered":"<h3>\u5f15\u8a00<\/h3>\n<p>\u8fd1\u5e74\u6765\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\u53d6\u5f97\u4e86\u4ee4\u4eba\u77a9\u76ee\u7684\u8fdb\u5c55\uff0c\u5176\u5f3a\u5927\u7684\u8bed\u8a00\u7406\u89e3\u548c\u751f\u6210\u80fd\u529b\u4f7f\u5176\u5728\u591a\u4e2a\u9886\u57df\u5f97\u5230\u4e86\u5e7f\u6cdb\u5e94\u7528\u3002\u7136\u800c\uff0cLLMs 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\u4e0e\u5176\u4ed6\u65b9\u6cd5\u5728 KAMEL \u548c STQuestions \u6570\u636e\u96c6\u4e0a\u7684\u5bf9\u6bd4\u7ed3\u679c\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u65b9\u6cd5<\/th>\n<th>KAMEL SUP<\/th>\n<th>KAMEL SYN<\/th>\n<th>STQuestions Seen<\/th>\n<th>STQuestions Unseen<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>ToolkenGPT LLaMA<\/td>\n<td>93.4<\/td>\n<td>20.6<\/td>\n<td>23.8<\/td>\n<td>0.0<\/td>\n<\/tr>\n<tr>\n<td>CoTools (Ours) LLaMA<\/td>\n<td>93.8<\/td>\n<td>43.6<\/td>\n<td>35.1<\/td>\n<td>10.4<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\u7ed3\u8bba<\/h3>\n<p>CoTools 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\u56e2\u961f\u8ba1\u5212\uff1a<\/p>\n<ul>\n<li>\u63a2\u7d22\u5982\u4f55\u5904\u7406\u5305\u542b\u591a\u4e2a\u8fd4\u56de\u503c\u7684\u5de5\u5177\u3002<\/li>\n<li>\u5728\u66f4\u5927\u89c4\u6a21\u3001\u66f4\u590d\u6742\u7684\u771f\u5b9e\u4e16\u754c\u5de5\u5177\u96c6\u4e0a\u6d4b\u8bd5 CoTools \u7684\u6027\u80fd\u3002<\/li>\n<\/ul>\n<h3>Prompt \u793a\u4f8b<\/h3>\n<p>CoTools \u7684\u6838\u5fc3\u601d\u60f3\u662f\u5229\u7528\u51bb\u7ed3\u8bed\u8a00\u6a21\u578b\u7684\u5f3a\u5927\u8bed\u4e49\u7406\u89e3\u80fd\u529b\uff0c\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\u52a8\u6001\u5224\u65ad\u662f\u5426\u9700\u8981\u8c03\u7528\u5de5\u5177\uff0c\u5e76\u9009\u62e9\u6700\u5408\u9002\u7684\u5de5\u5177\u6267\u884c\u4efb\u52a1\u3002\u4ee5\u4e0b\u5c06\u8be6\u7ec6\u4ecb\u7ecd CoTools \u7684\u5de5\u4f5c\u6d41\u7a0b\uff0c\u5e76\u63d0\u4f9b\u8be6\u7ec6\u7684 Prompt \u793a\u4f8b\uff0c\u5e2e\u52a9\u8bfb\u8005\u66f4\u597d\u5730\u7406\u89e3\u6bcf\u4e2a\u6b65\u9aa4\u7684\u8f93\u5165\u548c\u8f93\u51fa\u3002<\/p>\n<pre><code>#### 1. \u521d\u59cb\u8f93\u5165\u4e0e\u9884\u5904\u7406\r\n- **\u8f93\u5165**\uff1a\r\n- **\u7528\u6237\u95ee\u9898**\uff1a\u4f8b\u5982\uff0c\u201c\u660e\u5929\u6211\u76ee\u7684\u5730\u7684\u5929\u6c14\u5982\u4f55\uff1f\u201d\r\n- **\u4e0a\u4e0b\u6587\u4fe1\u606f**\uff08\u5982\u679c\u6709\uff09\uff1a\u4f8b\u5982\uff0c\u4e4b\u524d\u5bf9\u8bdd\u7684\u4e0a\u4e0b\u6587\u6216\u7528\u6237\u7684\u4f4d\u7f6e\u4fe1\u606f\u3002\r\n- **\u5904\u7406**\uff1a\r\n- **\u95ee\u9898\u89e3\u6790**\uff1a\u5c06\u7528\u6237\u95ee\u9898\u8fdb\u884c\u9884\u5904\u7406\uff0c\u5305\u62ec\u5206\u8bcd\u3001\u53bb\u9664\u505c\u7528\u8bcd\u7b49\u3002\r\n- **\u4e0a\u4e0b\u6587\u6574\u5408**\uff1a\u5c06\u4e0a\u4e0b\u6587\u4fe1\u606f\u4e0e\u7528\u6237\u95ee\u9898\u6574\u5408\uff0c\u5f62\u6210\u5b8c\u6574\u7684\u8f93\u5165\u5e8f\u5217\u3002\r\n- **\u8f93\u51fa**\uff1a\r\n- **\u9884\u5904\u7406\u540e\u7684\u8f93\u5165\u5e8f\u5217**\uff1a\u4f8b\u5982\uff0c\u201c[CLS] \u660e\u5929 \u6211 \u76ee\u7684\u5730 \u7684 \u5929\u6c14 \u5982\u4f55\uff1f [SEP] \u5317\u4eac\u201d\r\n#### 2. \u5de5\u5177\u5224\u65ad\r\n- **\u8f93\u5165**\uff1a\r\n- **\u9884\u5904\u7406\u540e\u7684\u8f93\u5165\u5e8f\u5217**\u3002\r\n- **\u5904\u7406**\uff1a\r\n- **\u8bed\u4e49\u5206\u6790**\uff1aCoTools \u4f7f\u7528\u51bb\u7ed3\u8bed\u8a00\u6a21\u578b\u751f\u6210\u8f93\u5165\u5e8f\u5217\u7684\u9690\u85cf\u72b6\u6001\uff0c\u5e76\u5229\u7528\u5de5\u5177\u5224\u65ad\u5668\uff08Tool Judge\uff09\u5206\u6790\u8fd9\u4e9b\u9690\u85cf\u72b6\u6001\uff0c\u4ee5\u786e\u5b9a\u662f\u5426\u9700\u8981\u8c03\u7528\u5de5\u5177\u3002\r\n- **\u5de5\u5177\u5224\u65ad\u5668**\uff1a\r\n- **\u8ba1\u7b97\u516c\u5f0f**\uff08\u7b80\u5316\u7248\uff09\uff1a\r\n```\r\nScore_I = \u5de5\u5177\u5224\u65ad\u5668(\u9690\u85cf\u72b6\u6001)\r\n```\r\n- **\u51b3\u7b56\u903b\u8f91**\uff1a\r\n- \u5982\u679c $Score_I$ \u8d85\u8fc7\u9884\u8bbe\u9608\u503c\uff08\u901a\u5e38\u4e3a 0.5\uff09\uff0c\u5219\u89e6\u53d1\u5de5\u5177\u8c03\u7528\u3002\r\n- \u5426\u5219\uff0c\u7ee7\u7eed\u751f\u6210\u7b54\u6848\u6587\u672c\u3002\r\n- **\u8f93\u51fa**\uff1a\r\n- **\u5224\u65ad\u7ed3\u679c**\uff1a\r\n- **\u8c03\u7528\u5de5\u5177**\uff1a\u4f8b\u5982\uff0c\u201c\u9700\u8981\u8c03\u7528\u5929\u6c14 API\u201d\u3002\r\n- **\u65e0\u9700\u8c03\u7528\u5de5\u5177**\uff1a\u7ee7\u7eed\u751f\u6210\u7b54\u6848\u3002\r\n#### 3. \u5de5\u5177\u68c0\u7d22\r\n- **\u8f93\u5165**\uff1a\r\n- **\u5224\u65ad\u7ed3\u679c**\uff1a\u4f8b\u5982\uff0c\u201c\u9700\u8981\u8c03\u7528\u5929\u6c14 API\u201d\u3002\r\n- **\u7528\u6237\u95ee\u9898**\uff1a\u4f8b\u5982\uff0c\u201c\u660e\u5929\u6211\u76ee\u7684\u5730\u7684\u5929\u6c14\u5982\u4f55\uff1f\u201d\r\n- **\u5904\u7406**\uff1a\r\n- **\u5de5\u5177\u6c60\u68c0\u7d22**\uff1aCoTools \u4f7f\u7528\u5de5\u5177\u68c0\u7d22\u5668\uff08Tool Retriever\uff09\u4ece\u5de5\u5177\u6c60\u4e2d\u68c0\u7d22\u6700\u5408\u9002\u7684\u5de5\u5177\u3002\r\n- **\u5de5\u5177\u68c0\u7d22\u5668**\uff1a\r\n- **\u67e5\u8be2\u5411\u91cf\u8ba1\u7b97**\uff1a\u5c06\u7528\u6237\u95ee\u9898\u8f6c\u6362\u4e3a\u5411\u91cf\u8868\u793a\u3002\r\n- **\u5de5\u5177\u5411\u91cf\u8ba1\u7b97**\uff1a\u5c06\u5de5\u5177\u6c60\u4e2d\u7684\u6bcf\u4e2a\u5de5\u5177\u63cf\u8ff0\u8f6c\u6362\u4e3a\u5411\u91cf\u8868\u793a\u3002\r\n- **\u76f8\u4f3c\u5ea6\u8ba1\u7b97**\uff1a\u8ba1\u7b97\u67e5\u8be2\u5411\u91cf\u4e0e\u6bcf\u4e2a\u5de5\u5177\u5411\u91cf\u7684\u76f8\u4f3c\u5ea6\u5f97\u5206\uff0c\u5f97\u5206\u6700\u9ad8\u7684\u5de5\u5177\u5373\u4e3a\u6700\u5408\u9002\u7684\u5de5\u5177\u3002\r\n- **\u5de5\u5177\u6c60\u793a\u4f8b**\uff1a\r\n```\r\n1. \u5929\u6c14 API\uff1a\u63d0\u4f9b\u6307\u5b9a\u5730\u70b9\u7684\u5929\u6c14\u4fe1\u606f\u3002\r\n2. \u5730\u56fe API\uff1a\u63d0\u4f9b\u6307\u5b9a\u5730\u70b9\u7684\u5730\u56fe\u4fe1\u606f\u3002\r\n3. \u7ffb\u8bd1\u5de5\u5177\uff1a\u63d0\u4f9b\u6587\u672c\u7ffb\u8bd1\u670d\u52a1\u3002\r\n```\r\n- **\u8f93\u51fa**\uff1a\r\n- **\u9009\u5b9a\u7684\u5de5\u5177**\uff1a\u4f8b\u5982\uff0c\u201c\u5929\u6c14 API\u201d\u3002\r\n#### 4. \u5de5\u5177\u8c03\u7528\r\n- **\u8f93\u5165**\uff1a\r\n- **\u9009\u5b9a\u7684\u5de5\u5177**\uff1a\u4f8b\u5982\uff0c\u201c\u5929\u6c14 API\u201d\u3002\r\n- **\u7528\u6237\u95ee\u9898**\uff1a\u4f8b\u5982\uff0c\u201c\u660e\u5929\u6211\u76ee\u7684\u5730\u7684\u5929\u6c14\u5982\u4f55\uff1f\u201d\r\n- **\u5904\u7406**\uff1a\r\n- **\u53c2\u6570\u751f\u6210**\uff1a\u4f7f\u7528\u4e0a\u4e0b\u6587\u5b66\u4e60\u63d0\u793a\uff08ICL Prompt\uff09\u751f\u6210\u5de5\u5177\u8c03\u7528\u6240\u9700\u7684\u53c2\u6570\u3002\r\n- **\u793a\u4f8b\u63d0\u793a**\uff1a\r\n```\r\n[\u7528\u6237\u95ee\u9898]\r\n[\u5f53\u524d\u7b54\u6848\u7247\u6bb5\uff08\u5982\u679c\u6709\uff09]\r\n\u8bf7\u8c03\u7528\u4ee5\u4e0b\u5de5\u5177\u5e76\u751f\u6210\u8c03\u7528\u53c2\u6570\uff1a\r\n\u5de5\u5177\u540d\u79f0\uff1a\u5929\u6c14 API\r\n\u5de5\u5177\u63cf\u8ff0\uff1a\u63d0\u4f9b\u6307\u5b9a\u5730\u70b9\u7684\u5929\u6c14\u4fe1\u606f\u3002\r\n```\r\n- **\u5de5\u5177\u6267\u884c**\uff1a\u5c06\u751f\u6210\u7684\u53c2\u6570\u4f20\u9012\u7ed9\u5de5\u5177\uff0c\u6267\u884c\u5de5\u5177\u5e76\u83b7\u53d6\u8fd4\u56de\u7ed3\u679c\u3002\r\n- **\u8f93\u51fa**\uff1a\r\n- **\u5de5\u5177\u8fd4\u56de\u7ed3\u679c**\uff1a\u4f8b\u5982\uff0c\u201c\u5317\u4eac\u7684\u5929\u6c14\u60c5\u51b5\uff1a\u6674\u5929\uff0c\u6c14\u6e29 25\u00b0C\u201d\u3002\r\n#### 5. \u7b54\u6848\u751f\u6210\r\n- **\u8f93\u5165**\uff1a\r\n- **\u5de5\u5177\u8fd4\u56de\u7ed3\u679c**\uff1a\u4f8b\u5982\uff0c\u201c\u5317\u4eac\u7684\u5929\u6c14\u60c5\u51b5\uff1a\u6674\u5929\uff0c\u6c14\u6e29 25\u00b0C\u201d\u3002\r\n- **\u7528\u6237\u95ee\u9898**\uff1a\u4f8b\u5982\uff0c\u201c\u660e\u5929\u6211\u76ee\u7684\u5730\u7684\u5929\u6c14\u5982\u4f55\uff1f\u201d\r\n- **\u5904\u7406**\uff1a\r\n- **\u7b54\u6848\u6574\u5408**\uff1a\u5c06\u5de5\u5177\u8fd4\u56de\u7ed3\u679c\u6574\u5408\u5230\u7b54\u6848\u4e2d\uff0c\u751f\u6210\u6700\u7ec8\u56de\u7b54\u3002\r\n- **\u8f93\u51fa**\uff1a\r\n- **\u6700\u7ec8\u56de\u7b54**\uff1a\r\n```\r\n\u660e\u5929\u5317\u4eac\u7684\u5929\u6c14\u60c5\u51b5\u662f\u6674\u5929\uff0c\u6c14\u6e29 25\u00b0C\u3002\r\n```\r\n### \u8be6\u7ec6\u7684 Prompt \u793a\u4f8b\r\n\u4ee5\u4e0b\u662f\u4e00\u4e2a\u66f4\u8be6\u7ec6\u7684 Prompt \u793a\u4f8b\uff0c\u5c55\u793a\u4e86 CoTools \u5728\u6bcf\u4e2a\u6d41\u7a0b\u8282\u70b9\u7684\u5177\u4f53\u64cd\u4f5c\uff1a\r\n\u7528\u6237\u95ee\u9898\uff1a\u660e\u5929\u6211\u76ee\u7684\u5730\u7684\u5929\u6c14\u5982\u4f55\uff1f\r\n\u521d\u59cb\u8f93\u5165\u5e8f\u5217\uff1a\r\n[CLS] \u660e\u5929 \u6211 \u76ee\u7684\u5730 \u7684 \u5929\u6c14 \u5982\u4f55\uff1f [SEP] \u5317\u4eac\r\n\u5de5\u5177\u5224\u65ad\uff1a\r\n\u8f93\u5165\uff1a\u9884\u5904\u7406\u540e\u7684\u8f93\u5165\u5e8f\u5217\r\n\u5904\u7406\uff1a\r\n\u8bed\u4e49\u5206\u6790\uff1a\u751f\u6210\u9690\u85cf\u72b6\u6001\u5e76\u8ba1\u7b97 Score_I\r\n\u51b3\u7b56\uff1aScore_I &gt; 0.5\uff0c\u89e6\u53d1\u5de5\u5177\u8c03\u7528\r\n\u8f93\u51fa\uff1a\u9700\u8981\u8c03\u7528\u5929\u6c14 API\r\n\u5de5\u5177\u68c0\u7d22\uff1a\r\n\u8f93\u5165\uff1a\u7528\u6237\u95ee\u9898\u548c\u5224\u65ad\u7ed3\u679c\r\n\u5904\u7406\uff1a\r\n\u67e5\u8be2\u5411\u91cf\u8ba1\u7b97\uff1a\u751f\u6210\u7528\u6237\u95ee\u9898\u7684\u5411\u91cf\u8868\u793a\r\n\u5de5\u5177\u5411\u91cf\u8ba1\u7b97\uff1a\u751f\u6210\u5de5\u5177\u6c60\u4e2d\u6bcf\u4e2a\u5de5\u5177\u7684\u5411\u91cf\u8868\u793a\r\n\u76f8\u4f3c\u5ea6\u8ba1\u7b97\uff1a\u8ba1\u7b97\u76f8\u4f3c\u5ea6\u5f97\u5206\r\n\u8f93\u51fa\uff1a\u9009\u5b9a\u5929\u6c14 API\r\n\u5de5\u5177\u8c03\u7528\uff1a\r\n\u8f93\u5165\uff1a\u9009\u5b9a\u7684\u5de5\u5177\u548c\u7528\u6237\u95ee\u9898\r\n\u5904\u7406\uff1a\r\n\u53c2\u6570\u751f\u6210\uff1a\r\n[\u7528\u6237\u95ee\u9898]\r\n[\u5f53\u524d\u7b54\u6848\u7247\u6bb5\uff08\u5982\u679c\u6709\uff09]\r\n\u8bf7\u8c03\u7528\u4ee5\u4e0b\u5de5\u5177\u5e76\u751f\u6210\u8c03\u7528\u53c2\u6570\uff1a\r\n\u5de5\u5177\u540d\u79f0\uff1a\u5929\u6c14 API\r\n\u5de5\u5177\u63cf\u8ff0\uff1a\u63d0\u4f9b\u6307\u5b9a\u5730\u70b9\u7684\u5929\u6c14\u4fe1\u606f\u3002\r\n\u5de5\u5177\u6267\u884c\uff1a\u8c03\u7528\u5929\u6c14 API \u5e76\u83b7\u53d6\u8fd4\u56de\u7ed3\u679c\r\n\u8f93\u51fa\uff1a\u5317\u4eac\u7684\u5929\u6c14\u60c5\u51b5\uff1a\u6674\u5929\uff0c\u6c14\u6e29 25\u00b0C\r\n\u7b54\u6848\u751f\u6210\uff1a\r\n\u8f93\u5165\uff1a\u5de5\u5177\u8fd4\u56de\u7ed3\u679c\u548c\u7528\u6237\u95ee\u9898\r\n\u5904\u7406\uff1a\u6574\u5408\u7ed3\u679c\u751f\u6210\u6700\u7ec8\u56de\u7b54\r\n\u8f93\u51fa\uff1a\u660e\u5929\u5317\u4eac\u7684\u5929\u6c14\u60c5\u51b5\u662f\u6674\u5929\uff0c\u6c14\u6e29 25\u00b0C\u3002\r\n### \u603b\u7ed3\r\nCoTools \u901a\u8fc7\u7cbe\u7ec6\u5316\u7684\u6d41\u7a0b\u8bbe\u8ba1\u548c\u5f3a\u5927\u7684\u8bed\u4e49\u7406\u89e3\u80fd\u529b\uff0c\u5b9e\u73b0\u4e86\u5728\u590d\u6742\u4efb\u52a1\u4e2d\u5bf9\u5916\u90e8\u5de5\u5177\u7684\u9ad8\u6548\u8c03\u7528\u3002\u8be5\u6846\u67b6\u4e0d\u4ec5\u80fd\u591f\u5904\u7406\u5e38\u89c1\u5de5\u5177\uff0c\u8fd8\u80fd\u7075\u6d3b\u5e94\u5bf9\u672a\u89c1\u8fc7\u7684\u5de5\u5177\uff0c\u4e3a\u5927\u578b\u8bed\u8a00\u6a21\u578b\u5728\u73b0\u5b9e\u573a\u666f\u4e2d\u7684\u5e94\u7528\u63d0\u4f9b\u4e86\u65b0\u7684\u53ef\u80fd\u6027\u3002\r\n<\/code><\/pre>\n<p>\u901a\u8fc7\u8fd9\u6837\u7684\u63d0\u793a\uff0cCoTools \u53ef\u4ee5\u6839\u636e\u7528\u6237\u7684\u95ee\u9898\u548c\u5f53\u524d\u7b54\u6848\u7247\u6bb5\uff0c\u52a8\u6001\u5224\u65ad\u662f\u5426\u9700\u8981\u8c03\u7528\u5de5\u5177\uff0c\u5e76\u9009\u62e9\u6700\u5408\u9002\u7684\u5de5\u5177\u6765\u83b7\u53d6\u6240\u9700\u7684\u4fe1\u606f\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u539f\u6587\uff1ahttps:\/\/arxiv.org\/pdf\/2503.16779<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5f15\u8a00 \u8fd1\u5e74\u6765\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5728\u4eba\u5de5\u667a\u80fd\u9886\u57df\u53d6\u5f97\u4e86\u4ee4\u4eba\u77a9\u76ee\u7684\u8fdb\u5c55\uff0c\u5176\u5f3a\u5927\u7684\u8bed\u8a00\u7406\u89e3\u548c\u751f\u6210\u80fd\u529b\u4f7f\u5176\u5728\u591a\u4e2a\u9886\u57df\u5f97\u5230\u4e86\u5e7f\u6cdb\u5e94\u7528\u3002\u7136\u800c\uff0cLLMs 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