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README.md

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 # QA Annotation System
 
-A web application for **collaborative QA data annotation and quality management**: multi-user task workflows, configurable annotation schemas, statistics and export, plus optional **LLM-assisted review of annotation notes**. Designed as the human annotation and quality-check stage in a data pipeline, to be combined with external QA generation and model evaluation tools.
+The **Expert Validation Platform** in [QALoop](https://github.com/JackKuo666/QALoop) — a human-in-the-loop framework for large-scale agricultural QA construction and evaluation (ICDM). This web application supports **collaborative QA annotation and quality management**: multi-user task workflows, configurable annotation schemas, statistics and export, plus optional **LLM-assisted review of annotation notes**. It receives candidate QA pairs from upstream synthesis pipelines and converts expert judgments into structured feedback for pipeline iteration.
 
 ## Demo Usage
 
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 ## Research and Citation
 
-If you use this system or accompanying datasets in a publication, please describe in the paper: **annotation dimensions and guideline version**, **export format and field meanings**, and add the paper title, venue, and BibTeX here (placeholder "coming soon" if not yet published).
+This platform is the **Expert Validation Platform** component of QALoop. If you use it in a publication, please cite the QALoop ICDM paper and describe **annotation dimensions and guideline version**, **export format and field meanings**. See the [root README](https://github.com/JackKuo666/QALoop#citation) for BibTeX.
 
 ## Roadmap
 

README_zh.md

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 # QA Annotation System
 
-面向 **问答（QA）数据协作标注与质量管理** 的 Web 应用：多用户任务流、可配置的标注量表（Schema）、统计与导出，以及可选的 **LLM 辅助阅读标注备注**。适合作为数据构建流水线中的「人工标注与质检」环节，与外部的 QA 生成、模型评测等工具链组合使用。
+[QALoop](https://github.com/JackKuo666/QALoop) 人机协同闭环框架（ICDM）中的 **专家验证平台**。面向 **QA 数据协作标注与质量管理**：多用户任务流、可配置标注量表、统计与导出，以及可选的 **LLM 辅助阅读标注备注**。接收上游 QA 合成管道产出的候选 QA 对，并将专家判断转化为结构化反馈，驱动管道迭代。
 
 ## Demo 使用说明
 
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 ## 研究与引用
 
-若本系统或配套数据集用于发表论文，建议在文中说明：**标注维度与指南版本**、**导出格式与字段含义**，并在此补充论文标题、会议/期刊与 BibTeX（待发表时可先占位「即将更新」）。
+本平台是 QALoop 的 **专家验证平台** 组件。如在论文中使用，请引用 QALoop ICDM 论文，并说明 **标注维度与指南版本**、**导出格式与字段含义**。BibTeX 见[根目录 README](https://github.com/JackKuo666/QALoop#citation)。
 
 ## Roadmap（设想）