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@ -73,6 +73,11 @@ In this process, each step can use different operators, such as exact match retr
## 3.1 Latest Updates
* 2025.04.17 : Released KAG 0.7 Version
* First, we refactored the KAG-Solver framework. Added support for two task planning modes, static and iterative, while implementing a more rigorous knowledge layering mechanism for the reasoning phase.
* Second, we optimized the product experience: introduced dual modes—"Simple Mode" and "Deep Reasoning"—during the reasoning phase, along with support for streaming inference output, automatic rendering of graph indexes, and linking generated content to original references.
* Added an open_benchmark directory to the top level of the KAG repository, comparing various RAG methods under the same base to achieve state-of-the-art (SOTA) results.
* Introduced a "Lightweight Build" mode, reducing knowledge construction token costs by 89%.
* 2025.01.07 : Support domain knowledge injection, domain schema customization, QFS tasks support, Visual query analysis, enables schema-constraint mode for extraction, etc.
* 2024.11.21 : Support Word docs upload, model invoke concurrency setting, User experience optimization, etc.
* 2024.10.25 : KAG initial release
@ -172,7 +177,7 @@ kg-solver uses a logical symbol-guided hybrid solving and reasoning engine that
**GitHub**: <https://github.com/OpenSPG/KAG>
**Website**: <https://spg.openkg.cn/>
**Website**: <https://openspg.github.io/v2/docs_en>
## Discord <a href="https://discord.gg/PURG77zhQ7"> <img src="https://img.shields.io/discord/1329648479709958236?style=for-the-badge&logo=discord&label=Discord" alt="Discord"></a>

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README_cn.md
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@ -64,6 +64,11 @@ KAG 提出了一种逻辑符号引导的混合求解和推理引擎。该引擎
## 3.1 最近更新
* 2025.04.17 : 发布KAG 0.7 版本
* 我们对框架进行了全面重构。新增了对static和iterative两种任务规划模式的支持，同时实现了更严谨的推理阶段知识分层机制
* 我们对产品体验进行了全面优化：在推理阶段新增"简易模式"和"深度推理"双模式，并支持流式推理输出、图索引自动渲染、生成内容关联原始文献等
* KAG仓库的一级目录中新增open_benchmark目录，相同基座下对比各种RAG方法实现sota
* 提供"轻量级构建"模式,知识构建token 成本降低89%
* 2025.01.07 : 支持 领域知识注入、领域 schema 自定义、摘要生成类任务支持、可视化图分析查询、schema-constraint模式抽取等
* 2024.11.21 : 支持 Word 文档上传、知识库删除、模型调用并发度设置、用户体验优化等
* 2024.10.25 : KAG 首次发布
@ -163,7 +168,7 @@ kg-solver 采用逻辑形式引导的混合求解和推理引擎，该引擎包
**GitHub**: <https://github.com/OpenSPG/KAG>
**OpenSPG**: <https://spg.openkg.cn/>
**官网**: <https://openspg.github.io/v2/docs_ch>
<img src="./_static/images/openspg-qr.png" alt="联系我们：OpenSPG 二维码" width="200">