add tech report url

README.md

@@ -50,7 +50,7 @@ configs:
 <p align="center">
 <a href="https://huggingface.co/collections/openbmb/ultradata">📦 UltraData Collection</a> |
 <a href="https://ultradata.openbmb.cn/">🌐 UltraData</a> |
-📖 Tech Report (Coming Soon) |
+<a href="https://huggingface.co/datasets/openbmb/UltraData-Code/blob/main/tech_report/UltraData_Code_Tech_Report.pdf">📖 Tech Report</a> |
 <a href="https://huggingface.co/datasets/openbmb/UltraData-Code">🤗 UltraData-Code</a> |
 <a href="https://huggingface.co/openbmb/UltraData-Code-L2-Classifier">🤗 UltraData-Code-L2 Classifier</a>
 </p>
@@ -65,6 +65,7 @@ Construction has two stages. First, source records are cleaned by removing URL-o
 
 ## 📢 What's New
 
+- **[2026.10.16]** The [***UltraData-Code technical report***](https://huggingface.co/datasets/openbmb/UltraData-Code/blob/main/tech_report/UltraData_Code_Tech_Report.pdf) is released! 🚀🚀🚀
 - **[2026.10.12]** The [***UltraData-Stack-v3-L2***](https://huggingface.co/datasets/openbmb/UltraData-Stack-v3-L2) dataset is released! 🚀🚀🚀
 - **[2026.09.07]** The [***UltraData-Code***](https://huggingface.co/datasets/openbmb/UltraData-Code) dataset is released! It is a complete implementation of the [UltraData](https://ultradata.openbmb.cn/) [L0-L4 tiered data management framework](https://arxiv.org/pdf/2602.09003). It covers four code data states from L0 through L3, with each level corresponding to a distinct construction stage. This release currently open-sources **L2** (\~400B tokens) and **L3** (\~150B tokens) across 11 programming languages. 🚀🚀🚀
 - **[2026.09.07]** ***[MiniCPM5-2B](https://huggingface.co/openbmb/MiniCPM5-2B) is released!***, the second model in the MiniCPM5 series after MiniCPM5-1B. It is a dense 2B Transformer that scales up the same training recipe, built for on-device, local deployment, and resource-constrained scenarios. It reaches **2B-class open-source SOTA**, remains competitive with 4B-class models, and shows particular advantages in coding, mathematics, long-context understanding, tool use, and agentic tasks. UltraData-RL-2609 serves as the core RL dataset for MiniCPM5-2B. 🚀🚀🚀

README_ZH.md

@@ -7,7 +7,7 @@
 <p align="center">
 <a href="https://huggingface.co/collections/openbmb/ultradata">📦 UltraData 合集</a> |
 <a href="https://ultradata.openbmb.cn/">🌐 UltraData</a> |
-📖 技术报告（即将发布）|
+<a href="https://huggingface.co/datasets/openbmb/UltraData-Code/blob/main/tech_report/UltraData_Code_Tech_Report.pdf">📖 技术报告</a> |
 <a href="https://huggingface.co/datasets/openbmb/UltraData-Code">🤗 UltraData-Code</a> | 
 <a href="https://huggingface.co/openbmb/UltraData-Code-L2-Classifier">🤗 UltraData-Code-L2 分类器</a>
 </p>
@@ -22,6 +22,7 @@
 
 ## 📢 最新动态
 
+- **[2026.10.16]** [***UltraData-Code 技术报告***](https://huggingface.co/datasets/openbmb/UltraData-Code/blob/main/tech_report/UltraData_Code_Tech_Report.pdf) 正式发布！🚀🚀🚀
 - **[2026.10.12]** [***UltraData-Stack-v3-L2***](https://huggingface.co/datasets/openbmb/UltraData-Stack-v3-L2) 数据集正式发布！🚀🚀🚀
 - **[2026.09.07]** [***UltraData-Code***](https://huggingface.co/datasets/openbmb/UltraData-Code) 数据集正式发布！这是 [UltraData](https://ultradata.openbmb.cn/) [L0-L4 分级治理体系](https://arxiv.org/pdf/2602.09003) 的完整实现，覆盖 L0 至 L3 四个代码数据状态，各层对应不同的数据构建阶段。本次开源 **L2**（约 400B tokens）和 **L3**（约 150B tokens），覆盖 11 种编程语言。🚀🚀🚀
 - **[2026.09.07]** ***[MiniCPM5-2B](https://huggingface.co/openbmb/MiniCPM5-2B) 正式发布！*** 作为 MiniCPM5 系列在 MiniCPM5-1B 之后的第二款模型，这是一款沿用同一套训练配方放大的 2B 稠密 Transformer，面向端侧、本地部署与资源受限场景，达到 **2B 级开源 SOTA**，整体可与 4B 级模型竞争，并在代码、数学、长上下文、工具调用与 Agent 任务上相对同规模模型更具优势。UltraData-RL-2609 是 MiniCPM5-2B 的核心 RL 数据。🚀🚀🚀