{"id":2129,"date":"2024-10-29T14:43:40","date_gmt":"2024-10-29T06:43:40","guid":{"rendered":"https:\/\/dspace.ustc.edu.cn\/?p=2129"},"modified":"2024-10-29T14:52:15","modified_gmt":"2024-10-29T06:52:15","slug":"legalgpt-legal-chain-of-thought-for-the-legal-large-language-model-multi-agent-framework","status":"publish","type":"post","link":"https:\/\/dspace.ustc.edu.cn\/?p=2129","title":{"rendered":"LegalGPT: Legal Chain of Thought for the Legal Large Language Model Multi-Agent Framework"},"content":{"rendered":"\n

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\u7814\u7a76\u80cc\u666f\u53ca\u6311\u6218\uff1a<\/p>\n\n\n\n

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\u7814\u7a76\u521b\u65b0\u70b9\uff1a<\/p>\n\n\n\n

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

1.\u4e3a\u89e3\u51b3\u4e0a\u8ff0\u6311\u6218\uff0c LegalGPT\u901a\u8fc7\u5f15\u5165\u7279\u5b9a\u529f\u80fd\u7684\u63a8\u7406\u94fe\u3001\u667a\u80fd\u4f53\u534f\u4f5c\u673a\u5236\u548c\u5916\u90e8\u77e5\u8bc6\u652f\u6301\uff0c\u663e\u8457\u63d0\u5347\u4e86\u6cd5\u5f8b\u5927\u6a21\u578b\u5728\u590d\u6742\u6cd5\u5f8b\u4efb\u52a1\u5904\u7406\u4e2d\u7684\u6027\u80fd\u3002<\/p>\n\n\n\n

2.\u63a8\u7406\u94fe\u7684\u5f15\u5165\uff1a\u9488\u5bf9\u6cd5\u5f8b\u8003\u8bd5\u3001\u6cd5\u5f8b\u54a8\u8be2\u548c\u5224\u51b3\u9884\u6d4b\u4e09\u5927\u6838\u5fc3\u4efb\u52a1\uff0c\u56e2\u961f\u4e3a\u6bcf\u4e00\u7c7b\u4efb\u52a1\u8bbe\u8ba1\u4e86\u4e13\u95e8\u7684\u6cd5\u5f8b\u63a8\u7406\u94fe\u3002\u63a8\u7406\u94fe\u80fd\u591f\u5f15\u5bfc\u5927\u8bed\u8a00\u6a21\u578b\u9010\u6b65\u5b8c\u6210\u4ece\u95ee\u9898\u5206\u6790\u3001\u6cd5\u5f8b\u6761\u6587\u8bc6\u522b\u5230\u6700\u7ec8\u63a8\u7406\u7ed3\u679c\u751f\u6210\u7684\u5168\u8fc7\u7a0b\uff0c\u786e\u4fdd\u63a8\u7406\u8fc7\u7a0b\u7b26\u5408\u903b\u8f91\u3002\u6cd5\u5f8b\u8003\u8bd5\u63a8\u7406\u94fe\uff1a\u901a\u8fc7\u5bf9\u95ee\u9898\u9009\u9879\u8fdb\u884c\u8be6\u7ec6\u5206\u6790\u548c\u5173\u8054\u6cd5\u5f8b\u6761\u6587\u7684\u5224\u65ad\uff0c\u7ed3\u5408\u5916\u90e8\u77e5\u8bc6\u5e93\u7684\u4f7f\u7528\uff0c\u63d0\u5347\u6a21\u578b\u5bf9\u8003\u8bd5\u95ee\u9898\u7684\u63a8\u7406\u51c6\u786e\u6027\u3002\u6cd5\u5f8b\u54a8\u8be2\u63a8\u7406\u94fe\uff1a\u91c7\u7528\u7ed3\u6784\u5316\u65b9\u6cd5\uff0c\u7cfb\u7edf\u5316\u5904\u7406\u7528\u6237\u54a8\u8be2\u95ee\u9898\uff0c\u786e\u4fdd\u6a21\u578b\u8f93\u51fa\u7684\u6cd5\u5f8b\u5efa\u8bae\u4e13\u4e1a\u3001\u51c6\u786e\u4e14\u5177\u6709\u5b9e\u9645\u5e94\u7528\u4ef7\u503c\u3002\u5224\u51b3\u9884\u6d4b\u63a8\u7406\u94fe\uff1a\u57fa\u4e8e\u6cd5\u5f8b\u4e09\u6bb5\u8bba\u63a8\u7406\u65b9\u6cd5\uff0c\u6a21\u578b\u80fd\u591f\u901a\u8fc7\u5206\u6790\u76f8\u5173\u6cd5\u5f8b\u6761\u6587\u548c\u6848\u4ef6\u4e8b\u5b9e\uff0c\u8fdb\u884c\u903b\u8f91\u63a8\u7406\u4ee5\u5f97\u51fa\u9884\u6d4b\u5224\u51b3\u3002<\/p>\n\n\n\n

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

3.\u80fd\u4f53\u534f\u4f5c\u6846\u67b6\uff1aLegalGPT\u6846\u67b6\u901a\u8fc7\u5f15\u5165\u591a\u4e2a\u529f\u80fd\u7279\u5b9a\u7684\u667a\u80fd\u4f53\u6765\u4f18\u5316\u63a8\u7406\u8fc7\u7a0b\u3002\u6bcf\u4e2a\u667a\u80fd\u4f53\u8d1f\u8d23\u4e0d\u540c\u7684\u4efb\u52a1\u6a21\u5757\uff0c\u5982\u6cd5\u5f8b\u6587\u672c\u68c0\u7d22\u3001\u8bed\u4e49\u5206\u6790\u3001\u63a8\u7406\u8fc7\u7a0b\u63a7\u5236\u7b49\uff0c\u667a\u80fd\u4f53\u4e4b\u95f4\u901a\u8fc7\u9ad8\u6548\u534f\u4f5c\u63d0\u5347\u4e86\u6574\u4f53\u7684\u63a8\u7406\u6548\u7387\u4e0e\u51c6\u786e\u6027\u3002\u8be5\u6846\u67b6\u8fd8\u89e3\u51b3\u4e86\u73b0\u6709\u6a21\u578b\u5e38\u89c1\u7684\u201c\u6307\u4ee4\u5197\u4f59\u201d\u4e0e\u201c\u65e0\u9650\u6d88\u606f\u5faa\u73af\u201d\u95ee\u9898\uff0c\u786e\u4fdd\u4e86\u591a\u667a\u80fd\u4f53\u534f\u4f5c\u7684\u6709\u6548\u6027\u3002<\/p>\n\n\n\n

4.\u77e5\u8bc6\u5e93\u4e0e\u53cd\u601d\u673a\u5236\uff1a\u4e3a\u5e94\u5bf9\u6cd5\u5f8b\u6a21\u578b\u4e2d\u7684\u5e7b\u89c9\u95ee\u9898\uff0cLegalGPT\u5f15\u5165\u4e86\u5916\u90e8\u6cd5\u5f8b\u77e5\u8bc6\u5e93\uff0c\u6a21\u578b\u53ef\u4ee5\u6839\u636e\u5b9e\u9645\u9700\u6c42\u4ece\u5916\u90e8\u68c0\u7d22\u76f8\u5173\u6cd5\u5f8b\u6761\u6587\u6216\u6848\u4f8b\uff0c\u786e\u4fdd\u63a8\u7406\u7ed3\u679c\u7684\u5408\u6cd5\u6027\u548c\u53ef\u4fe1\u5ea6\u3002\u6b64\u5916\uff0c\u53cd\u601d\u673a\u5236\u4f7f\u5f97\u6a21\u578b\u53ef\u4ee5\u5bf9\u521d\u6b65\u751f\u6210\u7684\u63a8\u7406\u7ed3\u679c\u8fdb\u884c\u81ea\u6211\u5ba1\u67e5\u548c\u4fee\u6b63\uff0c\u8fdb\u4e00\u6b65\u63d0\u9ad8\u4e86\u590d\u6742\u6cd5\u5f8b\u95ee\u9898\u7684\u5904\u7406\u80fd\u529b\u3002<\/p>\n\n\n\n

\u5b9e\u9a8c\u4e0e\u8bc4\u4f30\uff1a<\/p>\n\n\n\n

\u4e3a\u4e86\u9a8c\u8bc1LegalGPT\u6846\u67b6\u7684\u6709\u6548\u6027\uff0c\u7814\u7a76\u56e2\u961f\u5728\u591a\u4e2a\u5177\u6709\u6311\u6218\u6027\u7684\u6cd5\u5f8b\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u5e7f\u6cdb\u7684\u5b9e\u9a8c\u6d4b\u8bd5\uff0c\u5305\u62ec\u6cd5\u5f8b\u57fa\u7840\u95ee\u9898\u5e93\u3001\u56fd\u5bb6\u7edf\u4e00\u6cd5\u5f8b\u804c\u4e1a\u8d44\u683c\u8003\u8bd5\u9898\u5e93\u548c\u4e2d\u56fd\u6cd5\u8003\u6a21\u62df\u9898\u7b49\u3002\u8fd9\u4e9b\u6570\u636e\u96c6\u8986\u76d6\u4e86\u4e0d\u540c\u5c42\u6b21\u7684\u6cd5\u5f8b\u77e5\u8bc6\u548c\u5e94\u7528\u573a\u666f\uff0c\u786e\u4fdd\u4e86\u5b9e\u9a8c\u7684\u5168\u9762\u6027\u548c\u4ee3\u8868\u6027\u3002<\/p>\n\n\n\n

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Model<\/td>LBK<\/td>UNGEE<\/td>NJE<\/td><\/tr>
Ziya-LlaMA-13B<\/a><\/td>43.27<\/td>40.94<\/td>25.70<\/td><\/tr>
ChatGLM-6B<\/td>42.91<\/td>39.69<\/td>31.66<\/td><\/tr>
Baichuan-13B-Chat<\/td>53.45<\/td>50.00<\/td>31.47<\/td><\/tr>
LegalGPT<\/td>68.17<\/td>64.19<\/td>60.01<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n

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