{"id":1518,"date":"2026-02-11T16:26:37","date_gmt":"2026-02-11T08:26:37","guid":{"rendered":"https:\/\/lingbo.online\/?p=1518"},"modified":"2026-02-12T16:21:25","modified_gmt":"2026-02-12T08:21:25","slug":"db-gpt-hub-towards-open-benchmarking-text-to-sql-empowered-by-large-language-models","status":"publish","type":"post","link":"https:\/\/lingbo.online\/index.php\/algorithm_learning\/db-gpt-hub-towards-open-benchmarking-text-to-sql-empowered-by-large-language-models\/","title":{"rendered":"DB-GPT-Hub: Towards Open Benchmarking Text-to-SQL Empowered by Large Language Models"},"content":{"rendered":"<h3>Meta Data<\/h3>\n<ul>\n<li>\u53d1\u8868\u65f6\u95f4 2025.06.14<\/li>\n<li>\u4f5c\u8005\uff1aFan Zhou, Siqiao Xue, Danrui Qi etc.<\/li>\n<li>\u8bba\u6587\u94fe\u63a5\uff1a<a href=\"https:\/\/arxiv.org\/pdf\/2406.11434v1\" target=\"_blank\"  rel=\"nofollow\" >https:\/\/arxiv.org\/pdf\/2406.11434v1<\/a><\/li>\n<li>\u9879\u76ee\u94fe\u63a5\uff1a<a href=\"https:\/\/github.com\/eosphoros-ai\/DB-GPT-Hub\" target=\"_blank\"  rel=\"nofollow\" >https:\/\/github.com\/eosphoros-ai\/DB-GPT-Hub<\/a><\/li>\n<\/ul>\n<h3>Abstract<\/h3>\n<p>\u5927\u8bed\u8a00\u6a21\u578b\uff08LLMs\uff09\u5df2\u6210\u4e3a\u6781\u5177\u6311\u6218\u6027\u7684\u6587\u672c\u8f6c SQL \u4efb\u52a1\u7684\u4e3b\u6d41\u89e3\u51b3\u65b9\u6848\u3002\u5927\u8bed\u8a00\u6a21\u578b\u8d4b\u80fd\u7684\u6587\u672c\u8f6c SQL \u65b9\u6cd5\u4e3b\u8981\u5206\u4e3a\u57fa\u4e8e\u63d0\u793a\u5b66\u4e60\u548c\u57fa\u4e8e\u5fae\u8c03\u4e24\u7c7b\u3002\u4e0e\u57fa\u4e8e\u63d0\u793a\u5b66\u4e60\u7684\u65b9\u6cd5\u76f8\u6bd4\uff0c\u5bf9\u5fae\u8c03\u540e\u7684\u5927\u8bed\u8a00\u6a21\u578b\u5f00\u5c55\u6587\u672c\u8f6c SQL \u57fa\u51c6\u6d4b\u8bd5\u5177\u6709\u91cd\u8981\u610f\u4e49\uff0c\u4f46\u76f8\u5173\u7814\u7a76\u4ecd\u8f83\u4e3a\u6b20\u7f3a\uff0c\u8fd9\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u662f\u7531\u4e8e\u5fae\u8c03\u6240\u9700\u7684\u8ba1\u7b97\u6210\u672c\u8fc7\u9ad8\u3002\u672c\u6587\u63d0\u51fa\u4e86 DB-GPT-Hub\u2014\u2014 \u4e00\u4e2a\u9762\u5411\u5927\u8bed\u8a00\u6a21\u578b\u8d4b\u80fd\u7684\u6587\u672c\u8f6c SQL \u5f00\u653e\u57fa\u51c6\u6d4b\u8bd5\u5957\u4ef6\uff0c\u91cd\u70b9\u805a\u7126\u4e8e\u5927\u5c3a\u5ea6\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5fae\u8c03\u3002\u8be5\u57fa\u51c6\u6d4b\u8bd5\u5957\u4ef6\u5305\u542b\u4e24\u90e8\u5206\u6838\u5fc3\u5185\u5bb9\uff1a1. \u5bf9\u4e2d\u5927\u578b\u5f00\u6e90\u5927\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u5b9e\u73b0\u6587\u672c\u8f6c SQL \u4efb\u52a1\u7684\u6807\u51c6\u5316\u3001\u5168\u9762\u5316\u8bc4\u4f30\uff1b2. \u642d\u5efa\u6a21\u5757\u5316\u3001\u6613\u6269\u5c55\u7684\u4ee3\u7801\u5e93\uff0c\u652f\u6301\u4e3b\u6d41\u5927\u8bed\u8a00\u6a21\u578b\u548c\u5404\u7c7b\u5b9e\u9a8c\u573a\u666f\uff0c\u4ee5\u5fae\u8c03\u65b9\u6cd5\u4e3a\u6838\u5fc3\uff0c\u540c\u65f6\u53ef\u8f7b\u677e\u62d3\u5c55\u81f3\u63d0\u793a\u5b66\u4e60\u573a\u666f\u3002\u672c\u6587\u5bf9\u6bd4\u4e86\u5fae\u8c03\u65b9\u6cd5\u4e0e\u63d0\u793a\u5b66\u4e60\u65b9\u6cd5\u7684\u6027\u80fd\u589e\u76ca\u548c\u6027\u80fd\u8fb9\u754c\uff0c\u63a2\u7d22\u4e86\u9002\u7528\u4e8e\u7279\u5b9a\u573a\u666f\u7684\u6700\u4f18\u89e3\u51b3\u65b9\u6848\u3002\u6211\u4eec\u5e0c\u671b DB-GPT-Hub \u53ca\u76f8\u5173\u7814\u7a76\u53d1\u73b0\uff0c\u80fd\u591f\u4e3a\u6587\u672c\u8f6c SQL \u9886\u57df\u7684\u540e\u7eed\u7814\u7a76\u548c\u5e7f\u6cdb\u5e94\u7528\u63d0\u4f9b\u652f\u6491 \u2014\u2014 \u6b64\u524d\u8be5\u9886\u57df\u56e0\u7f3a\u4e4f\u4e13\u7528\u7684\u5f00\u653e\u57fa\u51c6\u6d4b\u8bd5\uff0c\u76f8\u5173\u7814\u7a76\u548c\u5e94\u7528\u63a8\u8fdb\u53d7\u963b\u3002\u672c\u9879\u76ee\u4ee3\u7801\u5df2\u5f00\u6e90\u81f3\uff1a<a href=\"https:\/\/github.com\/eosphoros-ai\/DB-GPT-Hub\" target=\"_blank\"  rel=\"nofollow\" >https:\/\/github.com\/eosphoros-ai\/DB-GPT-Hub<\/a>\u3002<\/p>\n<h3>Introduction<\/h3>\n<p>Text-to-SQL\u4efb\u52a1\u65e8\u5728\u5c06\u81ea\u7136\u8bed\u8a00\u8868\u8ff0\u8f6c\u6362\u4e3aSQL\u67e5\u8be2\u8bed\u53e5\uff0c\u73b0\u5df2\u6210\u4e3a\u81ea\u7136\u8bed\u8a00\u5904\u7406\u548c\u6570\u636e\u5e93\u9886\u57df\u7684\u7814\u7a76\u70ed\u70b9\u3002\u8be5\u4efb\u52a1\u6709\u6548\u62c9\u8fd1\u4e86\u975e\u4e13\u4e1a\u7528\u6237\u4e0e\u6570\u636e\u5e93\u7cfb\u7edf\u4e4b\u95f4\u7684\u8ddd\u79bb\uff0c\u663e\u8457\u63d0\u5347\u4e86\u6570\u636e\u5904\u7406\u6548\u7387\u3002\u672c\u8d28\u4e0a\uff0cText-to-SQL\u53ef\u88ab\u5b9a\u4e49\u4e3a\u5e8f\u5217\u5230\u5e8f\u5217\u7684\u5efa\u6a21\u4efb\u52a1\uff1a\u5c06\u6570\u636e\u5e93\u6a21\u5f0f\u548c\u81ea\u7136\u8bed\u8a00\u95ee\u9898\u6574\u5408\u4e3a\u5e8f\u5217\u5316\u8f93\u5165\uff0c\u4ee5\u76ee\u6807 SQL \u67e5\u8be2\u8bed\u53e5\u4f5c\u4e3a\u5e8f\u5217\u5316\u8f93\u51fa\u3002\u65e9\u671f\u7814\u7a76\u4e3b\u8981\u805a\u7126\u4e8e\u5fae\u8c03\u9886\u57df\u4e13\u7528\u7684 Transformer \u6a21\u578b\uff0c\u5e76\u9488\u5bf9\u8be5\u4efb\u52a1\u5f00\u53d1\u4e13\u5c5e\u89e3\u7801\u6280\u672f\uff0c\u5145\u5206\u5229\u7528 SQL \u7684\u8bed\u6cd5\u3001\u8bed\u4e49\u7279\u5f81\uff0c\u4ee5\u53ca\u95ee\u9898\u4e0e\u6570\u636e\u5e93\u4e4b\u95f4\u7684\u590d\u6742\u5173\u8054\u3002<br \/>\n\u8fd1\u5e74\u6765\uff0cChatGPT\u3001GPT-4 \u7b49\u5927\u8bed\u8a00\u6a21\u578b\u5c55\u73b0\u51fa\u5353\u8d8a\u7684\u7c7b\u4eba\u4ea4\u4e92\u80fd\u529b\u548c\u590d\u6742\u67e5\u8be2\u7406\u89e3\u80fd\u529b\uff0c\u4e5f\u6210\u4e3a\u6587\u672c\u8f6c SQL \u4efb\u52a1\u7684\u5168\u65b0\u89e3\u51b3\u65b9\u6848\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c2023 \u5e74\u4ee5\u6765\uff0cSpider \u6392\u884c\u699c\u4e0a\u7684\u4e3b\u6d41\u6700\u4f18\u89e3\u51b3\u65b9\u6848\u5747\u4e3a\u57fa\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u7684\u65b9\u6cd5\u3002<br \/>\n\u8be5\u9886\u57df\u8fd1\u671f\u7684\u7814\u7a76\u8fdb\u5c55\u4e3b\u8981\u4e3a\u5229\u7528\u5927\u8bed\u8a00\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u5b66\u4e60\uff08ICL\uff09\u6280\u672f\u751f\u6210\u51c6\u786e\u7684 SQL \u67e5\u8be2\u8bed\u53e5\uff0c\u5176\u4e2d\u96f6\u6837\u672c\u548c\u5c11\u6837\u672c\u63d0\u793a\u5b66\u4e60\u662f\u6838\u5fc3\u6280\u672f\u624b\u6bb5\u3002\u9664\u4e86\u81ea\u7136\u8bed\u8a00\u672c\u8eab\u7684\u6a21\u7cca\u6027\u548c\u590d\u6742\u6027\u5e26\u6765\u7684\u6311\u6218\u5916\uff0c\u9886\u57df\u4e13\u5bb6\u6807\u6ce8\u7684SQL query - response\u793a\u4f8b\u9700\u8981\u8017\u8d39\u5927\u91cf\u4eba\u529b\uff0c\u8fd9\u4e5f\u9650\u5236\u4e86\u6570\u636e\u5bc6\u96c6\u578b\u5927\u8bed\u8a00\u6a21\u578b\u5728Text-to-SQL\u573a\u666f\u7684\u89c4\u6a21\u5316\u5e94\u7528\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u53e6\u4e00\u7c7b\u4e3b\u6d41\u65b9\u6cd5\u662f\u5229\u7528\u4efb\u52a1\u4e13\u5c5e\u7684\u8bad\u7ec3\u6570\u636e\u5bf9\u5927\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u4ee5\u63d0\u5347\u5176\u5728text-to-SQL\u4efb\u52a1\u4e2d\u7684\u6027\u80fd\u3002\u76f8\u5173\u7814\u7a76\u53d6\u5f97\u7684\u4f18\u5f02\u6027\u80fd\uff0c\u8bc1\u660e\u4e86\u5fae\u8c03\u65b9\u6cd5\u7684\u5de8\u5927\u6f5c\u529b\u3002\u7136\u800c\uff0c\u4e0e\u63d0\u793a\u5b66\u4e60\u65b9\u6cd5\u76f8\u6bd4\uff0c\u5fae\u8c03\u65b9\u6cd5\u7684\u76f8\u5173\u7814\u7a76\u4ecd\u8f83\u4e3a\u6b20\u7f3a\uff0c\u8fd9\u5728\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u6e90\u4e8e\u5176\u6781\u9ad8\u7684\u8ba1\u7b97\u6210\u672c\u3002\u8fd1\u671f\u7684\u7cfb\u7edf\u6027\u7814\u7a76\u4ecd\u4e3b\u8981\u5173\u6ce8\u5927\u8bed\u8a00\u6a21\u578b\u7684\u4e0a\u4e0b\u6587\u5b66\u4e60\u80fd\u529b\uff0c\u4ee5\u53ca\u5176\u5728\u76f8\u5173\u4efb\u52a1\u4e2d\u751f\u6210SQL\u67e5\u8be2\u8bed\u53e5\u7684\u51c6\u786e\u6027\u3002<br \/>\n\u8fc4\u4eca\u4e3a\u6b62\uff0c\u5b66\u754c\u5c1a\u672a\u5f62\u6210\u516c\u8ba4\u7684\u3001\u9762\u5411\u5fae\u8c03\u65b9\u6cd5\u7684\u5f00\u653e\u57fa\u51c6\u6d4b\u8bd5\uff0c\u8fd9\u4f7f\u5f97\u7814\u7a76\u4eba\u5458\u548c\u4ece\u4e1a\u8005\u96be\u4ee5\u5bf9\u5404\u7c7b\u65b9\u6cd5\u8fdb\u884c\u5bf9\u6bd4\uff0c\u4e5f\u65e0\u6cd5\u590d\u73b0\u76f8\u5173\u5b9e\u9a8c\u7ed3\u679c\uff0c\u53ef\u80fd\u5ef6\u7f13\u8be5\u9886\u57df\u7684\u53d1\u5c55\u8fdb\u7a0b\u3002\u4e3a\u89e3\u51b3\u4e0a\u8ff0\u95ee\u9898\uff0c\u672c\u6587\u9996\u6b21\u63d0\u51fa\u4e86\u4e00\u5957\u6574\u4f53\u6846\u67b6 \u2014\u2014DB-GPT-Hub\u3002\u4e0e\u73b0\u6709\u591a\u805a\u7126\u4e8e\u5c11\u6837\u672c\u63d0\u793a\u5b66\u4e60\u7b56\u7565\u6216\u5c0f\u5c3a\u5ea6\u5927\u8bed\u8a00\u6a21\u578b\u5fae\u8c03\u7684\u7814\u7a76\u4e0d\u540c\uff0c\u672c\u6587\u91cd\u70b9\u7814\u7a76\u5927\u5c3a\u5ea6\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5fae\u8c03\u65b9\u6cd5\u3002\u603b\u4f53\u800c\u8a00\uff0cDB-GPT-Hub \u6574\u5408\u4e86\u6587\u672c\u8f6c SQL \u9886\u57df\u7684\u6838\u5fc3\u7814\u7a76\u8d44\u6e90\uff08\u5982\u6570\u636e\u3001\u6a21\u578b\u670d\u52a1\u3001\u8bc4\u4f30\u65b9\u6cd5\u3001\u6587\u6863\u7b49\uff09\uff0c\u5e76\u5177\u5907\u4ee5\u4e0b\u663e\u8457\u4f18\u52bf\uff1a<\/p>\n<ul>\n<li>\u6807\u51c6\u5316\uff1a\u5728\u5f00\u6e90\u4ee3\u7801\u5e93\u4e2d\u642d\u5efa\u6807\u51c6\u5316\u6d41\u7a0b\uff0c\u8bbe\u7f6e\u7edf\u4e00\u7684\u5b9e\u9a8c\u73af\u5883\u548c\u5bb9\u5668\u5316\u90e8\u7f72\u65b9\u6848\uff0c\u5b9e\u73b0\u5fae\u8c03\u540e\u5927\u8bed\u8a00\u6a21\u578b\u5728\u6587\u672c\u8f6c SQL \u4efb\u52a1\u4e2d\u6027\u80fd\u7684\u900f\u660e\u3001\u4e00\u81f4\u5bf9\u6bd4\uff1b<\/li>\n<li>\u5168\u9762\u6027\uff1a\u5f00\u5c55\u5927\u89c4\u6a21\u57fa\u51c6\u6d4b\u8bd5\uff0c\u8986\u76d6\u5404\u7c7b\u5b9e\u9a8c\u573a\u666f\u4e0b\u7684\u4e2d\u5927\u578b\u5fae\u8c03\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u5bf9\u6bd4\u5176\u4e0e\u63d0\u793a\u5b66\u4e60\u65b9\u6cd5\u7684\u6027\u80fd\u5dee\u5f02\uff0c\u662f\u76ee\u524d\u5b9e\u7528\u6027\u6700\u5f3a\u3001\u8986\u76d6\u8303\u56f4\u6700\u5e7f\u7684\u57fa\u51c6\u6d4b\u8bd5\u5957\u4ef6\u4e4b\u4e00\uff1b<\/li>\n<li>\u53ef\u6269\u5c55\u6027\uff1a\u6587\u672c\u8f6c SQL \u9886\u57df\u53d1\u5c55\u8fc5\u901f\uff0c\u65b0\u7684\u5927\u8bed\u8a00\u6a21\u578b\u76f8\u5173\u65b9\u6cd5\u4e0d\u65ad\u6d8c\u73b0\uff0c\u6700\u4f18\u5b9e\u8df5\u4e5f\u5728\u6301\u7eed\u66f4\u65b0\u3002\u57fa\u4e8e\u672c\u9879\u76ee\u7684\u6587\u6863\u548c\u534f\u8bae\uff0c\u7814\u7a76\u4eba\u5458\u53ef\u8f7b\u677e\u5c06\u65b0\u5185\u5bb9\uff08\u65b0\u6570\u636e\u96c6\u3001\u65b0\u6a21\u5757\u3001\u65b0\u6a21\u578b \/ \u6a21\u578b\u670d\u52a1\u3001\u65b0\u8bc4\u4f30\u7a0b\u5e8f\uff09\u96c6\u6210\u81f3\u4ee3\u7801\u5e93\u4e2d\u3002\u6b64\u5916\uff0c\u8be5\u6846\u67b6\u8fd8\u53ef\u4e0e\u5404\u7c7b\u63d0\u793a\u5b66\u4e60\u6280\u672f\u826f\u597d\u517c\u5bb9\u3002\u8fd9\u79cd\u9ad8\u5ea6\u7684\u53ef\u6269\u5c55\u6027\uff0c\u6700\u7ec8\u5c06\u63a8\u52a8\u6587\u672c\u8f6c SQL \u9886\u57df\u7684\u7814\u7a76\u53d1\u5c55\u3002<\/li>\n<\/ul>\n<h3>\u7814\u7a76\u80cc\u666f\u4e0e\u95ee\u9898\u5efa\u6a21<\/h3>\n<h4>\u901a\u7528\u6846\u67b6\u8bbe\u5b9a<\/h4>\n<p>\u6587\u672c\u8f6cSQL\u4efb\u52a1\u7684\u8f93\u5165\u4e3a\u81ea\u7136\u8bed\u8a00\u95ee\u9898<span class=\"katex-eq\" data-katex-display=\"false\">q<\/span>\u548c\u6570\u636e\u5e93\u4fe1\u606f<span class=\"katex-eq\" data-katex-display=\"false\">D<\/span>\uff0c\u8f93\u51fa\u4e3a\u8be5\u95ee\u9898\u5bf9\u5e94\u7684 SQL \u8bed\u53e5<span class=\"katex-eq\" data-katex-display=\"false\">S<\/span>\u3002\u6570\u636e\u5e93<span class=\"katex-eq\" data-katex-display=\"false\">D={S,K_p,K_f}<\/span>\u5305\u542b\u6570\u636e\u5e93\u6a21\u5f0f<span class=\"katex-eq\" data-katex-display=\"false\">S<\/span>\u3001\u4e3b\u952e<span class=\"katex-eq\" data-katex-display=\"false\">K_p<\/span>\u548c\u5916\u952e<span class=\"katex-eq\" data-katex-display=\"false\">K_f<\/span>\uff0c\u5176\u4e2d\u6a21\u5f0f<span class=\"katex-eq\" data-katex-display=\"false\">S<\/span>\u901a\u5e38\u5305\u542b\u591a\u5f20\u6570\u636e\u8868<span class=\"katex-eq\" data-katex-display=\"false\">T_k<\/span>\uff0c\u5373<span class=\"katex-eq\" data-katex-display=\"false\">S={T_1,T_2,...,T_s,...}<\/span>\u3002\u6bcf\u5f20\u6570\u636e\u8868<span class=\"katex-eq\" data-katex-display=\"false\">T_k<\/span>\u5305\u542b\u8868\u540d<span class=\"katex-eq\" data-katex-display=\"false\">N_k<\/span>\u3001\u5217\u540d<span class=\"katex-eq\" data-katex-display=\"false\">c_j<\/span>\u548c\u5217\u6570\u636e\u7c7b\u578b<span class=\"katex-eq\" data-katex-display=\"false\">t_j<\/span>\uff0c\u56e0\u6b64<span class=\"katex-eq\" data-katex-display=\"false\">T_k={N_k,(c_{k1},t_{k1}),(c_{k2},t_{k2}),...}<\/span>\u3002\u8003\u8651\u5230\u67e5\u8be2\u8bed\u53e5\u53ef\u80fd\u6765\u81ea\u4e0d\u540c\u7684\u6570\u636e\u5e93\u9886\u57df\uff0c\u672c\u6587\u5c06\u6570\u636e\u6784\u5efa\u4e3a\u4e09\u5143\u7ec4\u96c6\u5408<span class=\"katex-eq\" data-katex-display=\"false\">M={(q_i,s_i,D_i)}<\/span>\uff0c\u5176\u4e2d<span class=\"katex-eq\" data-katex-display=\"false\">\/hat{z}<\/span>\u4e3a\u67e5\u8be2\u8bed\u53e5\u3001\u8f93\u51fa\u7ed3\u679c\u548c\u6e90\u6570\u636e\u5e93\u7684\u7d22\u5f15\u3002<\/p>\n<h4>\u63d0\u793a\u5b66\u4e60\u548c\u5fae\u8c03\u573a\u666f<\/h4>\n<p>\u6839\u636e\u5927\u8bed\u8a00\u6a21\u578b\u5728\u6587\u672c\u8f6c SQL \u751f\u6210\u4efb\u52a1\u4e2d\u7684\u5e94\u7528\u65b9\u5f0f\uff0c\u53ef\u5c06\u95ee\u9898\u573a\u666f\u5206\u4e3a\u4e24\u7c7b\uff1a\u96f6\u6837\u672c \/ \u5c11\u6837\u672c\u63d0\u793a\u5b66\u4e60\uff08zero-shot\/few-shot prompting\uff09\u3001\u5fae\u8c03\uff08fine-tuning\uff09\u3002<br \/>\n<strong>\u96f6\u6837\u672c \/ \u5c11\u6837\u672c\u63d0\u793a\u5b66\u4e60\uff1a<\/strong>\u96f6\u6837\u672c\u573a\u666f\u4e0b\u4e0d\u63d0\u4f9b\u4efb\u4f55\u793a\u4f8b\uff0c\u5c11\u6837\u672c\u573a\u666f\u4e0b\u5219\u63d0\u4f9b\u5c11\u91cf\u8f93\u5165 - \u8f93\u51fa\u793a\u4f8b\u4ee5\u5f15\u5bfc\u5927\u8bed\u8a00\u6a21\u578b\u751f\u6210\u7ed3\u679c\u3002\u5f62\u5f0f\u5316\u5730\uff0c\u7ed9\u5b9a\u7531\u53c2\u6570\u03b8\u8868\u5f81\u7684\u9884\u8bad\u7ec3\u5927\u8bed\u8a00\u6a21\u578b\u3001\u95ee\u9898<span class=\"katex-eq\" data-katex-display=\"false\">q_i<\/span>\u548c<span class=\"katex-eq\" data-katex-display=\"false\">k<\/span>\u4e2a\u793a\u4f8b\uff08k\u22650\uff09\uff0c\u4efb\u52a1\u76ee\u6807\u662f\u6700\u5927\u5316\u5927\u8bed\u8a00\u6a21\u578b\u751f\u6210\u6b63\u786e SQL \u8bed\u53e5<span class=\"katex-eq\" data-katex-display=\"false\">s_i<\/span>\u7684\u6982\u7387\uff1a<\/p>\n<p><center><span class=\"katex-eq\" data-katex-display=\"false\">\\max_{s_{i}} \\mathbb {P}{LLM{\\theta}}\\left (s_{i} | \\sigma\\left (q_{i}, \\mathcal {M}\\right)\\right), \\quad|\\mathcal {M}|=k<\/span><\/center><\/p>\n<p>\u5176\u4e2d<span class=\"katex-eq\" data-katex-display=\"false\">\u03c3(q_i,M)<\/span>\u8868\u793a\u878d\u5408\u793a\u4f8b\u76f8\u5173\u4fe1\u606f\u540e\uff0c\u76ee\u6807\u95ee\u9898<span class=\"katex-eq\" data-katex-display=\"false\">q_i<\/span>\u7684\u8868\u5f81\u7a7a\u95f4\u3002<\/p>\n<p><strong>\u5fae\u8c03\uff1a<\/strong>\u5fae\u8c03\u8fc7\u7a0b\u901a\u8fc7\u6587\u672c\u8f6c SQL \u6570\u636e\u96c6\u5bf9\u9884\u8bad\u7ec3\u5927\u8bed\u8a00\u6a21\u578b<span class=\"katex-eq\" data-katex-display=\"false\">LLM_\u03b8<\/span>\u8fdb\u884c\u8c03\u4f18\uff0c\u4f7f\u5176\u80fd\u591f\u4ece\u8f93\u5165\u5e8f\u5217\u751f\u6210\u5bf9\u5e94\u7684 SQL \u8bed\u53e5\u3002\u8be5\u6570\u636e\u96c6\u5305\u542b\u5e8f\u5217\u5316\u8f93\u5165<span class=\"katex-eq\" data-katex-display=\"false\">q_i<\/span>\u548c\u5bf9\u5e94 SQL \u8f93\u51fa<span class=\"katex-eq\" data-katex-display=\"false\">s_i<\/span>\u7684\u6837\u672c\u5bf9\u3002\u5fae\u8c03\u7684\u76ee\u6807\u662f\u6700\u5c0f\u5316\u7ecf\u9a8c\u635f\u5931\uff1a<\/p>\n<p><center><span class=\"katex-eq\" data-katex-display=\"false\">\\min {\\theta} \\mathcal{L}\\left(\\hat{s}{i}\\left (LLM_{\\theta}\\right), s_{i} | \\sigma\\left (q_{i}\\right)\\right)<\/span><br \/>\n<\/center><\/p>\n<p>\u5176\u4e2dL\u4e3a\u635f\u5931\u51fd\u6570\uff0c\u7528\u4e8e\u8861\u91cf\u751f\u6210\u7684 SQL \u8bed\u53e5\u4e0e\u771f\u5b9e\u6807\u7b7e\u4e4b\u95f4\u7684\u5dee\u5f02\u3002<br \/>\n\u5c3d\u7ba1\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5c11\u6837\u672c\u63d0\u793a\u5b66\u4e60\u5df2\u53d6\u5f97\u663e\u8457\u8fdb\u5c55\uff0c\u4f46\u9884\u8bad\u7ec3\u5927\u8bed\u8a00\u6a21\u578b\u4ec5\u4f9d\u9760\u81ea\u8eab\u53c2\u6570\u5316\u77e5\u8bc6\u548c\u63d0\u793a\u5b66\u4e60\uff0c\u4ecd\u96be\u4ee5\u51c6\u786e\u5904\u7406\u9ad8\u5ea6\u590d\u6742\u7684 SQL \u67e5\u8be2\u8bed\u53e5\uff0c\u8fd9\u4ecd\u662f\u4e00\u9879\u6781\u5177\u6311\u6218\u6027\u7684\u4efb\u52a1\u3002<br \/>\n<strong>\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\uff1a<\/strong>\u62e5\u6709\u6570\u5341\u4ebf\u53c2\u6570\u7684\u4e2d\u5927\u578b\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u5176\u5168\u91cf\u5fae\u8c03\u5230\u7279\u5b9a\u4efb\u52a1\u6216\u9886\u57df\u7684\u6210\u672c\u6781\u9ad8\u3002\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\uff08PEFT\uff09\u65b9\u6cd5\u901a\u8fc7\u4ec5\u5fae\u8c03\u6a21\u578b\u7684\u5c11\u91cf\uff08\u989d\u5916\uff09\u53c2\u6570\uff0c\u800c\u975e\u6240\u6709\u53c2\u6570\uff0c\u5b9e\u73b0\u5927\u5c3a\u5ea6\u9884\u8bad\u7ec3\u6a21\u578b\u5411\u5404\u7c7b\u4e0b\u6e38\u4efb\u52a1\u7684\u9ad8\u6548\u9002\u914d\u3002\u76ee\u524d\u4e24\u79cd\u6700\u5e38\u7528\u7684\u6280\u672f\u4e3a LoRA \u53ca\u5176\u91cf\u5316\u7248\u672c QLoRA\uff1aLoRA \u65b9\u6cd5\u51bb\u7ed3\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u6743\u91cd\uff0c\u5728\u6bcf\u4e2a Transformer \u5757\u4e2d\u6ce8\u5165\u53ef\u8bad\u7ec3\u7684\u4f4e\u79e9\u5206\u89e3\u77e9\u9635\u3002\u672c\u6587\u7684\u57fa\u51c6\u6d4b\u8bd5\u4e2d\uff0c\u5747\u91c7\u7528\u8fd9\u4e24\u79cd\u7b56\u7565\u5bf9\u5927\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u5177\u4f53\u7684\u5fae\u8c03\u57fa\u51c6\u6d4b\u8bd5\u8bbe\u8ba1\u548c\u5b9e\u9a8c\u7ed3\u679c\u89c1\u7b2c 3 \u8282\u548c\u7b2c 4 \u8282\u3002<\/p>\n<h3>\u57fa\u51c6\u6d4b\u8bd5\u8bbe\u8ba1\u4e0e\u7814\u7a76\u8d44\u6e90<\/h3>\n<h4>\u5b9e\u9a8c\u8bbe\u7f6e<\/h4>\n<p><strong>\u6570\u636e\u96c6\uff1a<\/strong>\u672c\u6587\u4e3b\u8981\u57fa\u4e8e\u4e24\u4e2a\u516c\u8ba4\u7684\u516c\u5f00\u6570\u636e\u96c6\u5f00\u5c55\u5b9e\u9a8c\uff1a<\/p>\n<ul>\n<li>Spider\uff1a\u4e00\u4e2a\u5927\u89c4\u6a21\u8de8\u9886\u57df\u6570\u636e\u96c6\uff0c\u5305\u542b 10181 \u6761\u81ea\u7136\u8bed\u8a00\u67e5\u8be2\u8bed\u53e5\u30015693 \u6761\u552f\u4e00\u7684\u590d\u6742 SQL \u67e5\u8be2\u8bed\u53e5\uff0c\u8986\u76d6 200 \u4e2a\u6570\u636e\u5e93\u3001138 \u4e2a\u9886\u57df\u3002\u8be5\u6570\u636e\u96c6\u7684\u6807\u51c6\u5212\u5206\u65b9\u5f0f\u4e3a\uff1a8659 \u4e2a\u8bad\u7ec3\u6837\u672c\uff0c\u4ee5\u53ca\u5305\u542b 34 \u4e2a\u6570\u636e\u5e93\u7684 2147 \u4e2a\u6d4b\u8bd5\u6837\u672c\u3002SQL \u67e5\u8be2\u8bed\u53e5\u6309\u96be\u5ea6\u5206\u4e3a\u56db\u4e2a\u7b49\u7ea7\uff1a\u7b80\u5355\u3001\u4e2d\u7b49\u3001\u56f0\u96be\u3001\u6781\u96be\u3002<\/li>\n<li>BIRD\uff1a\u5305\u542b 12751 \u6761\u552f\u4e00\u7684\u95ee\u9898 - SQL \u6837\u672c\u5bf9\uff0c\u8986\u76d6 95 \u4e2a\u5927\u578b\u6570\u636e\u5e93\u3002SQL \u67e5\u8be2\u8bed\u53e5\u6309\u96be\u5ea6\u5206\u4e3a\u4e09\u4e2a\u7b49\u7ea7\uff1a\u7b80\u5355\u3001\u4e2d\u7b49\u3001\u6311\u6218\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cBIRD \u6570\u636e\u96c6\u4e2d\u7684 SQL \u67e5\u8be2\u8bed\u53e5\u590d\u6742\u5ea6\u6574\u4f53\u9ad8\u4e8e Spider \u6570\u636e\u96c6\u3002<br \/>\n\u6b64\u5916\uff0c\u672c\u6587\u7684\u4ee3\u7801\u5e93\u53ef\u517c\u5bb9\u5404\u7c7b\u4e3b\u6d41\u6587\u672c\u8f6c SQL \u6570\u636e\u96c6\u7684\u5fae\u8c03\uff0c\u5982 WikiSQL\u3001CoSQL\u3001Chase\u3002\u53d7\u7bc7\u5e45\u9650\u5236\uff0c\u66f4\u591a\u66f4\u65b0\u7684\u5b9e\u9a8c\u7ed3\u679c\u5c06\u6301\u7eed\u53d1\u5e03\u5728\u9879\u76ee\u5b98\u7f51\u3002<br \/>\n<strong>\u67e5\u8be2 - \u54cd\u5e94\u6837\u672c\u6784\u5efa\uff1a<\/strong>\u672c\u6587\u57fa\u4e8e\u73b0\u6709\u6570\u636e\u96c6\u6784\u5efa\u67e5\u8be2 - \u54cd\u5e94\u6837\u672c\u5bf9\uff0c\u7528\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u7684\u5fae\u8c03\u3002\u53c2\u8003\u73b0\u6709\u7814\u7a76\u65b9\u6cd5\uff0c\u6240\u6709\u6570\u636e\u96c6\u7684\u8bad\u7ec3\u96c6\u3001\u9a8c\u8bc1\u96c6\u548c\u6d4b\u8bd5\u96c6\u5747\u91c7\u7528\u76ee\u524d\u5e7f\u6cdb\u4f7f\u7528\u7684\u6587\u672c\u8868\u5f81\u63d0\u793a\uff08Text Rep-<br \/>\nresentation Prompt TRP\uff09\u683c\u5f0f\u6784\u5efa\u6837\u672c\u5bf9\u3002<br \/>\n\u5982\u6e05\u5355 1 \u6240\u793a\uff0c\u6587\u672c\u8868\u5f81\u63d0\u793a\u683c\u5f0f\u91c7\u7528\u81ea\u7136\u8bed\u8a00\u540c\u65f6\u63cf\u8ff0\u6570\u636e\u5e93\u6a21\u5f0f\u548c\u67e5\u8be2\u95ee\u9898\uff0c\u5e76\u5728\u63d0\u793a\u8bed\u5f00\u5934\u6dfb\u52a0\u6307\u4ee4\u4ee5\u5f15\u5bfc\u5927\u8bed\u8a00\u6a21\u578b\u751f\u6210\u7ed3\u679c\u3002\u5b8c\u6574\u793a\u4f8b\u89c1\u9644\u5f55\u7684\u76f8\u5173\u6e05\u5355\u3002<br \/>\n<img decoding=\"async\" src=\"https:\/\/youpaiyun.lingbo.online\/2026\/02\/20260211093745975.jpg\" alt=\"\" \/><br \/>\n<center>Spider \u6570\u636e\u96c6\u4e0a\u57fa\u4e8e\u6587\u672c\u8868\u5f81\u63d0\u793a\u683c\u5f0f\u7684\u67e5\u8be2 - \u54cd\u5e94\u6837\u672c\u5bf9<\/center><\/p>\n<p><strong>\u8bc4\u4f30\u6307\u6807\uff1a<\/strong>\u672c\u6587\u91c7\u7528\u4e24\u79cd\u5e38\u7528\u6307\u6807\u8bc4\u4f30\u6240\u6709\u6a21\u578b\u7684\u6027\u80fd\uff1a\u7cbe\u786e\u96c6\u5408\u5339\u914d\u51c6\u786e\u7387\uff08exact-set-match accuracy,EM\uff09\u548c\u6267\u884c\u51c6\u786e\u7387\uff08execution accu-<br \/>\nracy,EX\uff09\u3002\u7cbe\u786e\u96c6\u5408\u5339\u914d\u51c6\u786e\u7387\u901a\u8fc7\u5bf9\u6bd4\u751f\u6210 SQL \u8bed\u53e5\u4e0e\u771f\u5b9e\u6807\u7b7e\u7684\u5173\u952e\u8bcd\u5339\u914d\u60c5\u51b5\u8fdb\u884c\u8bc4\u4f30\uff1b\u6267\u884c\u51c6\u786e\u7387\u5219\u901a\u8fc7\u5728\u6570\u636e\u5e93\u5b9e\u4f8b\u4e0a\uff0c\u5bf9\u6bd4\u751f\u6210 SQL \u8bed\u53e5\u4e0e\u771f\u5b9e\u6807\u7b7e\u7684\u6267\u884c\u7ed3\u679c\u8fdb\u884c\u8bc4\u4f30\u3002\u7531\u4e8e\u4e00\u4e2a\u95ee\u9898\u53ef\u80fd\u5bf9\u5e94\u591a\u4e2a\u6709\u6548 SQL \u8bed\u53e5\uff0c\u6267\u884c\u51c6\u786e\u7387\u80fd\u66f4\u7cbe\u51c6\u5730\u8bc4\u4f30\u6a21\u578b\u6027\u80fd\u3002\u4e24\u79cd\u6307\u6807\u7684\u6570\u503c\u5747\u8d8a\u9ad8\u8d8a\u597d\uff0c\u672c\u6587\u4e3b\u8981\u91c7\u7528\u6267\u884c\u51c6\u786e\u7387\u8bc4\u4f30 SQL \u8bed\u53e5\u7684\u751f\u6210\u51c6\u786e\u6027\uff0c\u8be6\u7ec6\u8bf4\u660e\u89c1\u9644\u5f55\u3002<br \/>\n<strong>\u57fa\u7840\u5927\u8bed\u8a00\u6a21\u578b\uff1a<\/strong>\u672c\u6587\u9009\u53d6 4 \u4e2a\u4e3b\u6d41\u5927\u8bed\u8a00\u6a21\u578b\u5bb6\u65cf\u7684\u591a\u6b3e\u4e2d\u5927\u578b\u53d8\u4f53\u5f00\u5c55\u57fa\u51c6\u6d4b\u8bd5\uff1aGLM\u3001\u901a\u4e49\u5343\u95ee\uff08Qwen\uff09\u3001\u767e\u5ddd\uff08Baichuan\uff09\u548c Llama\uff0c\u5177\u4f53\u6a21\u578b\u5305\u62ec\uff1a<br \/>\nChatGLM3-6B\uff1a\u57fa\u4e8e GLM \u6846\u67b6\u7684\u5f00\u6e90\u53cc\u8bed\u5927\u8bed\u8a00\u6a21\u578b ChatGLM \u7684\u6700\u65b0\u5f00\u6e90\u7248\u672c\uff1b<br \/>\nQwen-7B\/14B\/72B-Chat\uff1a\u901a\u4e49\u5343\u95ee\u7cfb\u5217\u5bf9\u9f50\u6a21\u578b\uff1b<br \/>\nBaichuan2-7B\/13B-Chat\uff1a\u767e\u5ddd\u7cfb\u5217\u6700\u65b0\u5bf9\u9f50\u6a21\u578b\uff1b<br \/>\nLLaMA2-7B\/13B\/70B-Chat\uff1aLlama2 \u7cfb\u5217\u6700\u65b0\u5bf9\u9f50\u6a21\u578b\uff1b<br \/>\nCodeLLaMA-7B\/13B\/70B-Instruct\uff1a\u57fa\u4e8e LLaMA-2-13B\uff0c\u7ecf\u4ee3\u7801\u6570\u636e\u5fae\u8c03\u7684\u5bf9\u9f50\u6a21\u578b\u3002<br \/>\n\u4e3a\u4fdd\u8bc1\u5bf9\u6bd4\u7684\u516c\u5e73\u6027\uff0c\u6240\u6709\u5927\u8bed\u8a00\u6a21\u578b\u5747\u8bbe\u7f6e\u6700\u5927\u4e0a\u4e0b\u6587\u957f\u5ea6\u4e3a 2048\uff0c\u9884\u7559 512 \u4e2a token \u7528\u4e8e\u751f\u6210\u54cd\u5e94\u7ed3\u679c\uff0c\u5e76\u5c06\u6e29\u5ea6\u7cfb\u6570\u8bbe\u4e3a 0\uff0c\u4ee5\u6d88\u9664\u968f\u673a\u6027\u5bf9\u5b9e\u9a8c\u7ed3\u679c\u7684\u5f71\u54cd\u3002<br \/>\n<strong>\u5fae\u8c03\u65b9\u6cd5\uff1a<\/strong>\u7531\u4e8e\u6587\u672c\u8f6c SQL \u6570\u636e\u96c6\u7684\u89c4\u6a21\u8fdc\u5c0f\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u7684\u53c2\u6570\u91cf\uff0c\u672c\u6587\u5206\u522b\u91c7\u7528 LoRA \u548c QLoRA \u4e24\u79cd\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\u7b56\u7565\u5bf9\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\u3002\u5bf9\u4e8e\u4e2d\u578b\u6a21\u578b\uff087B\/13B\uff09\uff0c\u91c7\u7528 1 \u5757\u82f1\u4f1f\u8fbe A100 \u5f20\u91cf\u6838\u5fc3 GPU \u5b8c\u6210\u8bad\u7ec3\u548c\u63a8\u7406\uff1b\u5bf9\u4e8e\u5927\u578b\u6a21\u578b\uff0870B\uff09\uff0c\u5219\u91c7\u7528 8 \u5757 A100 GPU\u3002<br \/>\n<strong>\u57fa\u51c6\u6d4b\u8bd5\u6d41\u7a0b\uff1a<\/strong>\u56fe 1 \u5c55\u793a\u4e86 DB-GPT-Hub \u4e2d\u5b9e\u73b0\u7684\u5f00\u653e\u57fa\u51c6\u6d4b\u8bd5\u6d41\u7a0b\uff0c\u8be5\u6d41\u7a0b\u5c06\u4e3a\u8be5\u9886\u57df\u7684\u540e\u7eed\u7814\u7a76\u63d0\u4f9b\u652f\u6491\uff0c\u63a8\u52a8\u5b9e\u9a8c\u7ed3\u679c\u7684\u53ef\u590d\u73b0\u6027\u3002<br \/>\n<img decoding=\"async\" src=\"https:\/\/youpaiyun.lingbo.online\/2026\/02\/20260212035550895.jpg\" alt=\"\" \/><\/p>\n<p><center>DB-GPT-Hub\u7684benchmark\u6d41\u6c34\u7ebf<\/center><\/li>\n<\/ul>\n<h3>\u4ee3\u7801\u5e93<\/h3>\n<p>\u4e3a\u52a9\u529b\u793e\u533a\u521b\u65b0\uff0cDB-GPT-Hub \u642d\u5efa\u4e86\u6a21\u5757\u5316\u3001\u6613\u6269\u5c55\u7684\u4f18\u8d28\u4ee3\u7801\u5e93\uff0c\u5b9e\u73b0\u4e86Text-to-SQL \u65b9\u6cd5\u7684\u6807\u51c6\u5316\u5b9e\u73b0\u3001\u8bc4\u4f30\u548c\u6d88\u878d\u5b9e\u9a8c\u3002<br \/>\n<strong>\u8f6f\u4ef6\u67b6\u6784\uff1a<\/strong>\u56fe1\u793a\u5c55\u793a\u4e86\u4ee3\u7801\u5e93\u7684\u6d41\u7a0b\u548c\u67b6\u6784\uff0c\u6574\u4f53\u6d41\u7a0b\u5206\u4e3a\u4ee5\u4e0b\u56db\u4e2a\u6a21\u5757\uff1a<\/p>\n<ul>\n<li><strong>\u6570\u636e\u96c6\u6784\u5efa\uff1a<\/strong>\u5c06\u539f\u59cbtext-to-SQL\u6570\u636e\u5904\u7406\u4e3a\u9002\u7528\u4e8e\u5927\u8bed\u8a00\u6a21\u578b\u5fae\u8c03\u7684\u683c\u5f0f\uff08\u5982\u6e05\u5355 1 \u4e2d\u7684\u6587\u672c\u8868\u5f81\u63d0\u793a\u683c\u5f0f\uff09\uff0c\u5305\u62ec\u5c06\u6570\u636e\u5e93\u6a21\u5f0f\u548c\u63cf\u8ff0\u6574\u5408\u4e3a\u6307\u4ee4\u5f0f\u63d0\u793a\u8bed\uff0c\u5e76\u8bbe\u8ba1\u591a\u79cd\u95ee\u9898\u8868\u5f81\u65b9\u5f0f\uff0c\u63d0\u5347\u6a21\u578b\u8bad\u7ec3\u548c\u8bc4\u4f30\u7684\u6027\u80fd\u3002\u6b64\u5916\uff0c\u672c\u6587\u8fd8\u5c06\u9009\u53d6\u4e0d\u540c\u7684\u5c11\u6837\u672c\u7b56\u7565\uff08\u5982\u793a\u4f8b\u9009\u62e9\u3001\u793a\u4f8b\u7ec4\u7ec7\uff09\u6784\u5efa\u8bc4\u4f30\u6570\u636e\u96c6\uff1b<\/li>\n<li><strong>\u6a21\u578b\u8bad\u7ec3\uff1a<\/strong>\u4ee3\u7801\u5e93\u652f\u6301\u91c7\u7528\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\u7b56\u7565\u5bf9\u5f00\u6e90\u5927\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u517c\u5bb9\u76ee\u524d\u4e3b\u6d41\u7684\u5404\u7c7b\u67b6\u6784\uff0c\u8986\u76d6\u4ece\u5c0f\u578b\u5230\u5927\u578b\u7684\u591a\u5c3a\u5ea6\u6a21\u578b\uff0c\u5982\u901a\u4e49\u5343\u95ee\u3001Llama\u3001\u767e\u5ddd\u3001ChatGLM \u7b49\uff1b<\/li>\n<li><strong>\u6a21\u578b\u63a8\u7406\uff1a<\/strong>\u4ee3\u7801\u5e93\u652f\u6301\u57fa\u4e8e\u5fae\u8c03\u540e\u7684\u5f00\u6e90\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u4ee5\u53ca\u95ed\u6e90\u5927\u8bed\u8a00\u6a21\u578b\uff0c\u5b8c\u6210SQL\u67e5\u8be2\u8bed\u53e5\u7684\u63a8\u7406\u751f\u6210\uff0c\u540c\u65f6\u652f\u6301\u5c11\u6837\u672c\u548c\u96f6\u6837\u672c\u65b9\u6cd5\uff0c\u4ee5\u9002\u914d\u4e0d\u540c\u7684\u5e94\u7528\u573a\u666f\uff1b<\/li>\n<li><strong>\u6027\u80fd\u8bc4\u4f30\uff1a<\/strong>\u4ee3\u7801\u5e93\u5185\u7f6e\u591a\u79cd\u8bc4\u4f30\u6307\u6807\uff08\u6267\u884c\u51c6\u786e\u7387\u3001\u7cbe\u786e\u96c6\u5408\u5339\u914d\u51c6\u786e\u7387\u3001\u6709\u6548\u6548\u7387\u5f97\u5206alid efficiency score VES\uff09\uff0c\u4ece\u591a\u4e2a\u7ef4\u5ea6\u8bc4\u4f30\u751f\u6210 SQL \u8bed\u53e5\u7684\u6027\u80fd\u3002<\/li>\n<li><strong>\u5b9e\u73b0\u7ec6\u8282\uff1a<\/strong>\u8be5\u4ee3\u7801\u5e93\u57fa\u4e8e PyTorch \u6846\u67b6\u6784\u5efa\uff0c\u5e76\u57fa\u4e8e\u5f00\u6e90\u9879\u76ee DB-GPT \u8fdb\u884c\u5f00\u53d1\uff0c\u91c7\u7528 Apache License 2.0 \u5f00\u6e90\u534f\u8bae\u53d1\u5e03\uff0c\u4e14\u9879\u76ee\u56e2\u961f\u5c06\u6301\u7eed\u7ef4\u62a4\u8be5\u4ee3\u7801\u5e93\u3002<\/li>\n<\/ul>\n<h3>\u5b9e\u9a8c\u7ed3\u679c<\/h3>\n<p>\u672c\u8282\u57fa\u4e8e DB-GPT-Hub \u5f00\u5c55\u6587\u672c\u8f6c SQL \u4efb\u52a1\u7684\u7cfb\u7edf\u6027\u8bc4\u4f30\uff0c\u5bf9\u6bd4\u4e0d\u540c\u5927\u8bed\u8a00\u6a21\u578b\u7684\u6027\u80fd\u5dee\u5f02\uff0c\u63a2\u7d22\u5f71\u54cd\u6a21\u578b\u5fae\u8c03\u6027\u80fd\u7684\u8bad\u7ec3\u8303\u5f0f\u3002<\/p>\n<h4>\u6838\u5fc3\u5b9e\u9a8c\u7ed3\u679c<\/h4>\n<p>\u8868 1 \u548c\u8868 2 \u5206\u522b\u5c55\u793a\u4e86\u6a21\u578b\u5728 Spider \u548c BIRD \u6570\u636e\u96c6\u4e0a\u4ee5\u6267\u884c\u51c6\u786e\u7387\u4e3a\u6307\u6807\u7684\u8bc4\u4f30\u7ed3\u679c\uff0c\u4e24\u4e2a\u6570\u636e\u96c6\u4e0a\u4ee5\u7cbe\u786e\u96c6\u5408\u5339\u914d\u51c6\u786e\u7387\u4e3a\u6307\u6807\u7684\u7ed3\u679c\u89c1\u9644\u5f55\u76f8\u5173\u8868\u683c\u3002<br \/>\n<img decoding=\"async\" src=\"https:\/\/youpaiyun.lingbo.online\/2026\/02\/20260212040429664.jpg\" alt=\"\" \/><\/p>\n<p><center>\u5728Spider\u6570\u636e\u96c6\u4e0a\u7684\u8bc4\u6d4b\u7ed3\u679c\uff0cL\u4ee3\u8868LoRA\u5fae\u8c03\uff0cQL\u4ee3\u8868QLoRA\u5fae\u8c03<\/center><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/youpaiyun.lingbo.online\/2026\/02\/20260212040602237.jpg\" alt=\"\" \/><\/p>\n<p><center>\u5728BIRD\u6570\u636e\u96c6\u4e0a\u7684\u8bc4\u6d4b\u7ed3\u679c\uff0cL\u4ee3\u8868LoRA\u5fae\u8c03\uff0cQL\u4ee3\u8868QLoRA\u5fae\u8c03<\/center><\/p>\n<p><strong>\u6700\u4f18\u6a21\u578b\uff1a<\/strong>\u4e0d\u51fa\u6240\u6599\uff0c\u7ecf\u5fae\u8c03\u7684 CodeLlama \u7cfb\u5217\u6a21\u578b\u5728\u4e24\u4e2a\u6570\u636e\u96c6\u4e0a\u7684\u6027\u80fd\u5747\u663e\u8457\u4f18\u4e8e\u5176\u4ed6\u6a21\u578b \u2014\u2014 \u8be5\u7cfb\u5217\u6a21\u578b\u7684\u57fa\u7840\u7248\u672c\u5df2\u9488\u5bf9\u4ee3\u7801\u751f\u6210\u548c\u8865\u5168\u4efb\u52a1\u505a\u4e86\u4f18\u5316\u3002\u5177\u4f53\u800c\u8a00\uff0c\u672c\u6587\u5f97\u5230\u4ee5\u4e0b\u6838\u5fc3\u7ed3\u8bba\uff1a<br \/>\n\u5982\u8868 1 \u548c\u8868 2 \u6700\u540e\u4e00\u5217\u6240\u793a\uff0c\u7ecf\u5fae\u8c03\u7684\u5c0f\u5c3a\u5ea6 CodeLlama \u6a21\u578b\uff08\u5982 CodeLlama-7B-LoRA\uff09\uff0c\u5176\u6027\u80fd\u4e0e\u5176\u4ed6\u7ecf\u5fae\u8c03\u7684\u4e2d\u5927\u578b\u5f00\u6e90\u5927\u8bed\u8a00\u6a21\u578b\uff08\u5982 Qwen-14B\/72B-LoRA\uff09\u76f8\u5f53\uff0c\u5728\u90e8\u5206\u573a\u666f\u4e0b\u751a\u81f3\u66f4\u4f18\uff1b<br \/>\nCodeLlama-70B-LoRA \u662f\u6240\u6709\u6a21\u578b\u4e2d\u7684\u6700\u4f18\u9009\u62e9\uff0c\u5728\u4e24\u4e2a\u6570\u636e\u96c6\u4e0a\u5747\u8868\u73b0\u51fa\u6700\u4f18\u6027\u80fd\u3002<br \/>\n<strong>\u5fae\u8c03\u5e26\u6765\u7684\u6027\u80fd\u63d0\u5347\uff1a<\/strong>\u8868 1\u3001\u8868 2 \u53ca\u9644\u5f55\u76f8\u5173\u8868\u683c\u5c55\u793a\u4e86\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\u7b56\u7565\u5728\u4e24\u4e2a\u6570\u636e\u96c6\u4e0a\u4e3a\u6a21\u578b\u5e26\u6765\u7684\u6027\u80fd\u63d0\u5347\uff0c\u8bc1\u660e\u4e86\u5927\u8bed\u8a00\u6a21\u578b\u5bf9\u9ad8\u8d28\u91cf\u6587\u672c\u8f6c SQL \u8bad\u7ec3\u6570\u636e\u7684\u9002\u914d\u80fd\u529b\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u4ee5\u6267\u884c\u51c6\u786e\u7387\u4e3a\u6307\u6807\uff0c\u5fae\u8c03\u5728 Spider \u6570\u636e\u96c6\u4e0a\u5e26\u6765\u7684\u6027\u80fd\u63d0\u5347\u9ad8\u4e8e BIRD \u6570\u636e\u96c6\uff0c\u8fd9\u8868\u660e\u5728\u590d\u6742\u5ea6\u8f83\u4f4e\u7684\u4efb\u52a1\u4e2d\uff0c\u5fae\u8c03\u7684\u4ef7\u503c\u66f4\u4e3a\u7a81\u51fa\u3002<br \/>\n<strong>\u4e0d\u540c SQL \u96be\u5ea6\u4e0b\u7684\u6a21\u578b\u6027\u80fd\uff1a<\/strong>\u56fe2\u4ee5\u4e09\u4e2a 7B \u5c3a\u5ea6\u7684\u6a21\u578b\u4e3a\u4f8b\uff0c\u5c55\u793a\u4e86\u5fae\u8c03\u540e\u6a21\u578b\u5728\u4e0d\u540c\u96be\u5ea6 SQL \u751f\u6210\u4efb\u52a1\u4e2d\u7684\u6027\u80fd\u8868\u73b0\u3002\u7ed3\u679c\u663e\u793a\uff0c\u5bf9\u4e8e\u6240\u6709\u4e09\u4e2a\u5fae\u8c03\u6a21\u578b\uff0c\u5fae\u8c03\u5e26\u6765\u7684\u6027\u80fd\u63d0\u5347\u5e45\u5ea6\u4e0e\u4efb\u52a1\u590d\u6742\u5ea6\u5448\u8d1f\u76f8\u5173 \u2014\u2014 \u5fae\u8c03\u5728\u7b80\u5355\u4efb\u52a1\u4e0a\u7684\u6027\u80fd\u63d0\u5347\u66f4\u4e3a\u663e\u8457\uff0c\u8fd9\u8bf4\u660e\u76f8\u8f83\u4e8e\u590d\u6742\u4efb\u52a1\uff0c\u5fae\u8c03\u5bf9\u7b80\u5355\u4efb\u52a1\u7684\u4f18\u5316\u6548\u679c\u66f4\u660e\u663e\u3002<br \/>\n<img decoding=\"async\" src=\"https:\/\/youpaiyun.lingbo.online\/2026\/02\/20260212040824138.jpg\" alt=\"\" \/><\/p>\n<p><center>LoRA\u5fae\u8c03\u5728\u4e0d\u540c\u96be\u5ea6\u6d4b\u8bc4\u7ec4\u4e0a\u7684\u63d0\u5347\u8868\u73b0<\/center><\/p>\n<p><strong>LoRA \u4e0e QLoRA \u7684\u5bf9\u6bd4\uff1a<\/strong>\u8868 3 \u6c47\u603b\u4e86\u4e24\u79cd\u65b9\u6cd5\u5728\u6267\u884c\u51c6\u786e\u7387\u3001\u7cbe\u786e\u96c6\u5408\u5339\u914d\u51c6\u786e\u7387\u3001\u8bad\u7ec3\u65f6\u95f4\u548c GPU \u663e\u5b58\u5360\u7528\u56db\u4e2a\u7ef4\u5ea6\u7684\u6307\u6807\u3002\u9996\u5148\uff0c\u4e24\u79cd\u65b9\u6cd5\u5728\u751f\u6210\u6027\u80fd\uff08\u6267\u884c\u51c6\u786e\u7387\u3001\u7cbe\u786e\u96c6\u5408\u5339\u914d\u51c6\u786e\u7387\uff09\u4e0a\u7684\u5dee\u5f02\u6781\u5c0f\uff1b\u5176\u6b21\uff0c\u4e0e\u91cf\u5316\u673a\u5236\u7684\u7279\u6027\u4e00\u81f4\uff0cQLoRA \u7684\u6536\u655b\u65f6\u95f4\u66f4\u957f\uff0c\u4f46\u663e\u5b58\u5360\u7528\u66f4\u4f4e\u3002\u4f8b\u5982\uff0c\u4e0e Qwen-14B-LoRA \u76f8\u6bd4\uff0cQwen-14B-QLoRA \u7684\u8bad\u7ec3\u65f6\u95f4\u662f\u5176 2 \u500d\uff0c\u4f46\u663e\u5b58\u5360\u7528\u4ec5\u4e3a\u5176 50%\u3002<br \/>\n<img decoding=\"async\" src=\"https:\/\/youpaiyun.lingbo.online\/2026\/02\/20260212040954893.jpg\" alt=\"\" \/><\/p>\n<p><center>LoRA \u548c QLoRA \u5728 Spider \u6570\u636e\u96c6\u4e0a\u7684\u591a\u7ef4\u5ea6\u5bf9\u6bd4\uff1aEX \u548c EM \u4e3a\u6027\u80fd\u6307\u6807\uff1b\u8bad\u7ec3\u65f6\u95f4\u548c\u6700\u5927 GPU \u663e\u5b58\u6d88\u8017\u4e3a\u8d44\u6e90\u6307\u6807\u3002<br \/>\n<\/center><\/p>\n<p>\u7efc\u4e0a\uff0c\u5728\u8ba1\u7b97\u8d44\u6e90\u53d7\u9650\u7684\u573a\u666f\u4e0b\uff0cQLoRA \u662f\u4e00\u79cd\u9ad8\u6548\u7684\u5fae\u8c03\u65b9\u6848\uff0c\u80fd\u591f\u5728\u4e0d\u635f\u5931\u6a21\u578b\u6027\u80fd\u7684\u524d\u63d0\u4e0b\u8282\u7701\u663e\u5b58\u3002<br \/>\n\u6ce8\uff1a\u5bf9\u4e8e 70B \u5c3a\u5ea6\u7684\u5927\u578b\u6a21\u578b\uff0c\u7814\u7a76\u53d1\u73b0 DeepSpeed \u4f18\u5316\u4e0e QLoRA \u4e0d\u517c\u5bb9\uff0c\u56e0\u6b64\u76f8\u5173\u5b9e\u9a8c\u6570\u636e\u6682\u672a\u8865\u5145\u3002\u672c\u6587\u4e2d\u6a21\u578b\u540d\u79f0\u540e\u7f00 \u201c-LoRA\/QLoRA\u201d \u8868\u793a\u8be5\u6a21\u578b\u91c7\u7528\u4e86\u5bf9\u5e94\u7684\u53c2\u6570\u9ad8\u6548\u5fae\u8c03\u7b56\u7565\u3002<\/p>\n<h4>\u5206\u6790\u4e00\uff1a\u5fae\u8c03\u4e0e\u5c11\u6837\u672c\u63d0\u793a\u5b66\u4e60\u7684\u5bf9\u6bd4<\/h4>\n<p>\u672c\u8282\u63a2\u7d22\u5fae\u8c03\u65b9\u6cd5\u76f8\u5bf9\u5c11\u6837\u672c\u63d0\u793a\u5b66\u4e60\u65b9\u6cd5\u7684\u6027\u80fd\u63d0\u5347\u3002<br \/>\n<strong>\u5b9e\u9a8c\u8bbe\u7f6e\uff1a<\/strong>\u9009\u53d6 Llama2 \u548c\u901a\u4e49\u5343\u95ee\u4e24\u4e2a\u6a21\u578b\u5bb6\u65cf\uff0c\u4e3b\u8981\u5728 Spider \u6570\u636e\u96c6\u4e0a\u5f00\u5c55\u5b9e\u9a8c\u3002\u91c7\u7528\u76ee\u524d\u5728 Spider \u6392\u884c\u699c\u4e0a\u6392\u540d\u7b2c\u4e8c\u7684\u5f00\u6e90\u65b9\u6cd5 \u2014\u2014DAIL \u793a\u4f8b\u9009\u62e9\u6cd5\u6784\u5efa\u5c11\u6837\u672c\u63d0\u793a\u8bed\uff0c\u8be5\u65b9\u6cd5\u9009\u62e9\u4e0e\u95ee\u9898\u548c\u54cd\u5e94\u5747\u5177\u6709\u9ad8\u76f8\u4f3c\u5ea6\u7684\u793a\u4f8b\uff0c\u80fd\u66f4\u597d\u5730\u4fdd\u7559\u67e5\u8be2 - \u54cd\u5e94\u5bf9\u4e4b\u95f4\u7684\u6620\u5c04\u5173\u7cfb\u3002<br \/>\n<strong>\u6838\u5fc3\u7ed3\u8bba\uff1a<\/strong>\u53d7\u7bc7\u5e45\u9650\u5236\uff0c\u5b8c\u6574\u5b9e\u9a8c\u7ed3\u679c\u89c1\u9644\u5f55\u76f8\u5173\u8868\u683c\u3002\u7ed3\u679c\u663e\u793a\uff0c\u5728\u96f6\u6837\u672c\u548c\u5c11\u6837\u672c\uff081\/3\/5 \u6837\u672c\uff09\u8bc4\u4f30\u573a\u666f\u4e0b\uff0c\u5fae\u8c03\u540e\u7684\u6a21\u578b\u6027\u80fd\u5747\u663e\u8457\u66f4\u4f18\uff0c\u518d\u6b21\u8bc1\u660e\u4e86\u5927\u8bed\u8a00\u6a21\u578b\u5bf9\u9ad8\u8d28\u91cf\u6587\u672c\u8f6c SQL \u8bad\u7ec3\u6570\u636e\u7684\u826f\u597d\u9002\u914d\u80fd\u529b\u3002<br \/>\n<img decoding=\"async\" src=\"https:\/\/youpaiyun.lingbo.online\/2026\/02\/20260212075849386.jpg\" alt=\"\" \/><\/p>\n<p><center>Spider\u4e0a\u7684Few-shot\u793a\u4f8b<\/center><\/p>\n<p><strong>\u63d0\u793a\u5b66\u4e60\u4e2d\u793a\u4f8b\u6570\u91cf\u7684\u5f71\u54cd\uff1a<\/strong>\u9664\u4e86\u5fae\u8c03\u6a21\u578b\u7684\u6027\u80fd\u4f18\u52bf\u5916\uff0c\u76f8\u5173\u56fe\u793a\u8fd8\u663e\u793a\uff0c\u5bf9\u4e8e\u6027\u80fd\u8f83\u5f3a\u7684\u5927\u578b\u6a21\u578b\uff0c\u5fae\u8c03\u6a21\u578b\u76f8\u5bf9\u57fa\u7840\u6a21\u578b\u7684\u6267\u884c\u51c6\u786e\u7387\u4f18\u52bf\uff0c\u5728\u5c11\u6837\u672c\u573a\u666f\u4e0b\u4f1a\u9010\u6e10\u7f29\u5c0f\u3002\u4f8b\u5982\uff0cQwen-72B-LoRA \u4e0e Qwen-72B \u5728 3 \u6837\u672c\u573a\u666f\u4e0b\u7684\u6267\u884c\u51c6\u786e\u7387\u5206\u522b\u4e3a 68.5 \u548c 64.8\uff0c\u5728 5 \u6837\u672c\u573a\u666f\u4e0b\u5219\u4e3a 68.4 \u548c 65.0\uff0c\u5dee\u8ddd\u9010\u6b65\u7f29\u5c0f\u3002\u8fd9\u4e00\u70b9\u4ece\u53e6\u4e00\u5e45\u56fe\u793a\u4e2d\u4e5f\u80fd\u66f4\u76f4\u89c2\u5730\u770b\u51fa \u2014\u2014 \u901a\u4e49\u5343\u95ee 13B\/72B \u6a21\u578b\u7684\u6027\u80fd\u66f2\u7ebf\u5728\u4f4e\u6837\u672c\u6570\u65f6\u8d8b\u4e8e\u5e73\u7f13\u3002<br \/>\n<img decoding=\"async\" src=\"https:\/\/youpaiyun.lingbo.online\/2026\/02\/20260212080046278.jpg\" alt=\"\" \/><\/p>\n<p><center>Spider\u4e0a\u7684few-shot\u793a\u4f8b\uff0c\u4e0d\u540c\u5c3a\u5bf8Qwen\/Llama2\u6a21\u578b\u7684EX\u6307\u6807\u8868\u73b0<\/center><\/p>\n<p>\u8fd9\u4e00\u73b0\u8c61\u7684\u539f\u56e0\u53ef\u80fd\u5728\u4e8e\uff0cQwen-72B \u8fd9\u7c7b\u6a21\u578b\u672c\u8eab\u5df2\u5177\u5907\u8f83\u5f3a\u7684 SQL \u63a8\u7406\u80fd\u529b\uff0c\u8fd9\u4e00\u70b9\u5728\u5176\u4ed6\u6587\u672c\u8f6c SQL \u57fa\u51c6\u6d4b\u8bd5\u7814\u7a76\u4e2d\u9c9c\u6709\u63d0\u53ca\u3002<br \/>\n\u7efc\u4e0a\uff0c\u5fae\u8c03\u6a21\u578b\u5728\u5c11\u6837\u672c\u751f\u6210\u573a\u666f\u4e2d\u7684 SQL \u63a8\u7406\u80fd\u529b\u4ecd\u4f18\u4e8e\u672a\u5fae\u8c03\u6a21\u578b\uff1b\u4f46\u968f\u7740\u5927\u8bed\u8a00\u6a21\u578b\u5c3a\u5ea6\u7684\u589e\u5927\uff0c\u4e24\u8005\u7684\u6027\u80fd\u5dee\u8ddd\u4f1a\u9010\u6e10\u7f29\u5c0f\u3002<br 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