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README.md

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-The Knowledge Engineering Group (**[KEG](https://twitter.com/thukeg)**) & Data Mining ([THUDM](https://github.com/THUDM)) at Tsinghua University. 
+Zhipu AI (Z.ai)
 
 We build the **[ChatGLM](https://arxiv.org/pdf/2406.12793)** family of LLMs, develop LLMs as **Agents**, and release related LLM training & inference techniques: 
 
@@ -29,18 +29,11 @@ We also work on **LLM evaluations**:
   **[LongBench](https://github.com/THUDM/LongBench)**,
   **[NaturalCodeBench](https://github.com/THUDM/NaturalCodeBench)**. 
 
-We also **pre-train graph neural networks**:
+
+We started with **social networks and graphs**, and always love them: 
   **[GraphMAE](https://github.com/THUDM/GraphMAE)**,
   **[GPT-GNN](https://github.com/acbull/GPT-GNN)**,
   **[GCC](https://github.com/THUDM/CogDL)**,
   **[SelfKG](https://github.com/THUDM/SelfKG)**,
   **[CogDL](https://github.com/THUDM/CogDL)**.
-
-We also work on **graph embedding theory, algorithms, and systems**: 
-  **[SketchNE](https://github.com/THU-numbda/SketchNE)**,
-  **[ProNE](https://github.com/THUDM/ProNE)**,
-  **[NetSMF](https://github.com/xptree/NetSMF)**,
-  **[NetMF](https://github.com/xptree/NetMF)**. 
-
-We started with **social networks and graphs**, and always love them: 
   **[AMiner](https://www.aminer.cn/)**.