Update README.md

README.md

@@ -7,6 +7,7 @@ tags:
 - engramedit
 - knowledge-editing
 - conditional-memory
+- arxiv:2610.10533
 ---
 
 # EngramEdit: CounterFact · 2K
@@ -19,7 +20,7 @@ This repository provides the EngramEdit checkpoint for **2,000 CounterFact (MCF)
 
 ## Links
 
-[📄 Paper](#) · [🤗 Hugging Face Paper](#) · [🌐 Project Page](https://modalitydance.github.io/EngramEdit/) · [💻 GitHub](https://github.com/ModalityDance/EngramEdit) · [🧪 Usage Example](https://github.com/ModalityDance/EngramEdit#usage-example) · [📊 Evaluation](https://github.com/ModalityDance/EngramEdit#direct-evaluation)
+[📄 Paper](https://arxiv.org/abs/2610.10533) · [🤗 Hugging Face Paper](https://huggingface.co/papers/2610.10533) · [🌐 Project Page](https://modalitydance.github.io/EngramEdit/) · [💻 GitHub](https://github.com/ModalityDance/EngramEdit) · [🧪 Usage Example](https://github.com/ModalityDance/EngramEdit#usage-example) · [📊 Evaluation](https://github.com/ModalityDance/EngramEdit#direct-evaluation)
 
 **Checkpoints:** [🤗 CounterFact · 2K](https://huggingface.co/ModalityDance/EngramEdit-LongCat-Flash-Lite-MCF-2K) · [🤗 ZsRE · 2K](https://huggingface.co/ModalityDance/EngramEdit-LongCat-Flash-Lite-ZsRE-2K) · [🤗 MQuAKE · 3K](https://huggingface.co/ModalityDance/EngramEdit-LongCat-Flash-Lite-MQuAKE-3K)
 
@@ -94,7 +95,10 @@ print("After loading:", answer(prompt))
   title  = {EngramEdit: Decoupled Knowledge Updates in LLMs through Conditional Memory},
   author = {Hongru Cai and Ran Wei and Wenjie Wang and Chengfa Wu and Ning Song and Yongqi Li and Wenjie Li},
   year   = {2026},
-  url    = {https://github.com/ModalityDance/EngramEdit}
+  eprint = {2610.10533},
+  archivePrefix = {arXiv},
+  primaryClass = {cs.CL},
+  url    = {https://arxiv.org/abs/2610.10533}
 }
 ```