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Elasticsearch混合检索：BM25与向量结合策略

结合 BM25 与向量检索构建混合检索策略，统一召回与相关性，提升搜索质量与鲁棒性。

Elasticsearch 2026年02月14日 0 点赞 0 评论 6 浏览

RAG检索增强生成：从零到上线最佳实践

从数据处理到上线与监控，梳理高质量RAG系统的关键路径与可验证技术要点。

Recovered Channel 1273 2026年02月13日 0 点赞 0 评论 4 浏览

混合检索：BM25与向量ANN融合策略

结合传统词项检索与向量近似最近邻，构建高召回与高相关性的混合检索链路，并以重排序提升答案质量。

Recovered Channel 1273 2026年02月13日 0 点赞 0 评论 2 浏览

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基本文件流程错误 SQL 调试

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/www/wwwroot/yebinbing/thinkphp/start.php ( 0.72 KB )
/www/wwwroot/yebinbing/thinkphp/base.php ( 2.60 KB )
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/www/wwwroot/yebinbing/application/database.php ( 2.25 KB )
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/www/wwwroot/yebinbing/application/extra/queue.php ( 0.55 KB )
/www/wwwroot/yebinbing/application/extra/site.php ( 0.89 KB )
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/www/wwwroot/yebinbing/addons/cms/config.php ( 28.18 KB )
/www/wwwroot/yebinbing/application/common/behavior/Common.php ( 3.02 KB )
/www/wwwroot/yebinbing/thinkphp/library/think/Lang.php ( 7.42 KB )
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/www/wwwroot/yebinbing/application/route.php ( 1.08 KB )
/www/wwwroot/yebinbing/vendor/fastadminnet/fastadmin-addons/src/addons/Route.php ( 3.35 KB )
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/www/wwwroot/yebinbing/thinkphp/library/think/Controller.php ( 6.07 KB )
/www/wwwroot/yebinbing/thinkphp/library/traits/controller/Jump.php ( 4.92 KB )
/www/wwwroot/yebinbing/addons/cms/lang/zh-cn.php ( 5.58 KB )
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/www/wwwroot/yebinbing/thinkphp/library/think/Cookie.php ( 8.17 KB )
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/www/wwwroot/yebinbing/thinkphp/library/think/Session.php ( 10.86 KB )
/www/wwwroot/yebinbing/addons/cms/model/Fields.php ( 3.46 KB )
/www/wwwroot/yebinbing/thinkphp/library/think/Response.php ( 8.28 KB )
/www/wwwroot/yebinbing/thinkphp/library/think/debug/Html.php ( 4.17 KB )

[ BEHAVIOR ] Run Closure @app_init [ RunTime:0.000135s ]
[ CACHE ] INIT File
[ BEHAVIOR ] Run \addons\cms\Cms @app_init [ RunTime:0.010009s ]
[ BEHAVIOR ] Run Closure @app_init [ RunTime:0.010177s ]
[ BEHAVIOR ] Run app\common\behavior\Common @app_init [ RunTime:0.001710s ]
[ LANG ] /www/wwwroot/yebinbing/thinkphp/lang/zh-cn.php
[ BEHAVIOR ] Run app\common\behavior\Common @app_dispatch [ RunTime:0.000134s ]
[ ROUTE ] array ( 'type' => 'method', 'method' => array ( 0 => '\\think\\addons\\Route', 1 => 'execute', ), 'var' => array ( 'addon' => 'cms', 'controller' => 'tag', 'action' => 'index', ), )
[ HEADER ] array ( 'cf-visitor' => '{"scheme":"https"}', 'cf-ipcountry' => 'US', 'cf-connecting-ip' => '216.73.216.35', 'cdn-loop' => 'cloudflare; loops=1', 'cf-ray' => '9cf2d22c1bdd4440-CMH', 'accept-encoding' => 'gzip, br', 'cookie' => 'PHPSESSID=oi0r8vtlrjhej3566bbpj594fc', 'accept' => '*/*', 'user-agent' => 'Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; [email protected])', 'connection' => 'close', 'remote-host' => '104.23.243.8', 'x-forwarded-port' => '80', 'x-forwarded-host' => 'www.ybb.press', 'x-forwarded-proto' => 'http', 'x-forwarded-for' => '216.73.216.35, 104.23.243.8', 'x-real-port' => '9576', 'x-real-ip' => '104.23.243.8', 'host' => 'ybb.ybb.press', 'content-length' => '', 'content-type' => '', )
[ PARAM ] array ( 'diyname' => '重排序', )
[ RUN ] think\addons\Route->execute[ /www/wwwroot/yebinbing/vendor/fastadminnet/fastadmin-addons/src/addons/Route.php ]
[ LANG ] /www/wwwroot/yebinbing/public/../application/common/lang/zh-cn/addon.php
[ BEHAVIOR ] Run app\common\behavior\Common @addon_begin [ RunTime:0.005024s ]
[ LANG ] /www/wwwroot/yebinbing/addons/cms/lang/zh-cn.php
[ DB ] INIT mysql
[ VIEW ] /www/wwwroot/yebinbing/addons/cms/view/default/tag.html [ array ( 0 => 'config', 1 => 'user', 2 => 'site', 3 => '__CHANNEL__', 4 => 'isWechat', 5 => '__FILTERLIST__', 6 => '__ORDERLIST__', 7 => '__TAG__', 8 => '__TAGS__', 9 => '__PAGELIST__', ) ]
[ SESSION ] INIT array ( 'id' => '', 'var_session_id' => '', 'prefix' => 'think', 'type' => '', 'auto_start' => true, )
[ BEHAVIOR ] Run \addons\cms\Cms @view_filter [ RunTime:0.000349s ]

0.942297s

重排序 首页 重排序

列表 默认 浏览次数 发布日期

Elasticsearch混合检索：BM25与向量结合策略

RAG检索增强生成：从零到上线最佳实践

混合检索：BM25与向量ANN融合策略

重排序

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