{"id":13189,"date":"2026-10-11T13:20:39","date_gmt":"2026-10-11T05:20:39","guid":{"rendered":"https:\/\/infernews.com\/blog\/harnesssql-sql\/"},"modified":"2026-10-11T13:20:39","modified_gmt":"2026-10-11T05:20:39","slug":"harnesssql-sql","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/harnesssql-sql\/","title":{"rendered":"[\u6280\u8853\u6587\u7ae0] HARNESSSQL \u8b93 SQL \u4ee3\u7406\u5728\u771f\u5be6\u8cc7\u6599\u5eab\u4e2d\u5b78\u7fd2"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/10\/HARNESSSQL-SQL.jpg\" alt=\"Hero image preview\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u9762\u5c0d\u964c\u751f\u8cc7\u6599\u5eab\uff0cSQL \u4ee3\u7406\u5f80\u5f80\u8981\u5148\u67e5\u770b schema\u3001\u6aa2\u67e5\u6b04\u4f4d\u548c\u503c\uff0c\u518d\u57f7\u884c\u8a66\u63a2\u67e5\u8a62\u3001\u5206\u6790\u932f\u8aa4\uff0c\u6700\u5f8c\u4fee\u8a02\u4e26\u63d0\u4ea4 SQL\u3002HARNESSSQL\uff08Harness-Native Training for SQL Agents in Realistic Database Environments\uff09\u662f\u4e00\u5957\u9762\u5411\u9019\u985e\u4e92\u52d5\u6d41\u7a0b\u7684\u5f8c\u8a13\u7df4\u6846\u67b6\uff0c\u91dd\u5c0d\u6a21\u578b\u8a13\u7df4\u53ea\u5b78\u7fd2\u300c\u554f\u984c\u76f4\u63a5\u5c0d\u61c9\u67e5\u8a62\u300d\u3001\u4f46\u63a8\u7406\u6642\u624d\u52a0\u5165\u57f7\u884c\u5de5\u5177\u7684\u843d\u5dee\u4f5c\u51fa\u4fee\u6b63\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u50b3\u7d71 Text-to-SQL \u901a\u5e38\u628a\u8cc7\u6599\u5eab\u8996\u70ba\u975c\u614b\u63d0\u793a\u5167\u5bb9\uff0c\u96e3\u4ee5\u6db5\u84cb\u9577\u6642\u9593\u3001\u591a\u56de\u5408\u7684\u63a2\u7d22\u3002HARNESSSQL \u5efa\u7acb\u9694\u96e2\u4e14\u53ef\u57f7\u884c\u7684\u8cc7\u6599\u5eab\u74b0\u5883\uff0c\u914d\u5408\u96b1\u85cf\u7684 execution oracles\uff0c\u8b93\u6559\u5e2b\u6a21\u578b\u76f4\u63a5\u5728\u76ee\u6a19 SQL harness \u5167\u5b8c\u6210\u4e92\u52d5\uff0c\u4e26\u53ea\u4fdd\u7559\u7d93\u9a57\u8b49\u7684\u64cd\u4f5c\u8ecc\u8de1\u9032\u884c full-sequence SFT\uff0c\u4e4b\u5f8c\u518d\u4ee5 execution reward \u9032\u884c RL\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9805\u76ee\u7684\u6838\u5fc3\u505a\u6cd5\u5305\u62ec\uff1a<br \/>\n\u2022 \u5c07 schema \u6aa2\u67e5\u3001\u5de5\u5177\u547c\u53eb\u3001\u67e5\u8a62\u57f7\u884c\u53ca\u932f\u8aa4\u4fee\u6b63\u7d0d\u5165\u8a13\u7df4\u6d41\u7a0b<br \/>\n\u2022 \u4ee5 sandbox \u63a7\u5236\u8cc7\u6599\u5eab\u72c0\u614b\uff0c\u4fdd\u5b58\u7d50\u679c\u8207\u932f\u8aa4\u56de\u994b<br \/>\n\u2022 \u53ea\u4f7f\u7528\u53ef\u9a57\u8b49\u7684\u6210\u529f\u8ecc\u8de1\uff0c\u6e1b\u5c11\u932f\u8aa4\u793a\u7bc4\u5e72\u64fe<br \/>\n\u2022 \u8b93\u6a21\u578b\u9069\u61c9 Spider 2.0-SQLite \u7684\u4e92\u52d5\u5f0f\u4efb\u52d9<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728 Spider 2.0-SQLite \u4e0a\uff0cQwen3-8B \u7684 execution accuracy \u7531 15.5% \u5347\u81f3 45.2%\uff0cQwen3-14B \u5247\u7531 22.2% \u5347\u81f3 54.8%\uff1b\u8a13\u7df4\u6240\u5f97\u80fd\u529b\u4ea6\u80fd\u8f49\u79fb\u81f3 BIRD-Interact \u548c LiveSQLBench\u3002\u7d50\u679c\u53cd\u6620\uff0c\u8cc7\u6599\u5eab\u4ee3\u7406\u8981\u8655\u7406\u8907\u96dc\u5de5\u4f5c\u6d41\uff0c\u8a13\u7df4\u968e\u6bb5\u540c\u6b65\u4fdd\u7559\u57f7\u884c harness\uff0c\u6bd4\u53ea\u5728\u63a8\u7406\u968e\u6bb5\u88dc\u4e0a\u5de5\u5177\u66f4\u80fd\u7e2e\u5c0f\u8a13\u7df4\u8207\u4f7f\u7528\u74b0\u5883\u7684\u5dee\u8ddd\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/arxiv.org\/pdf\/2610.12274\" rel=\"noopener noreferrer\"><strong>Paper<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>SQL 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