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README.md

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+# README
+
+This repository contains a implementation of our "WalkLM: A Uniform Language Model Fine-tuning Framework for Attributed Graph Embedding" .
+
+## Environment Setup
+
+1. Pytorch 1.12.1
+2. Python 3.7.15
+
+### Run
+
+The implementation of embedding generate (```emb.py```)、node classification task(```nc.py```) and link prediction task (```lp.py```); 
+
+## Example to run the codes
+
+### step 1: fine-tune language model and generate embeddings
+
+```python
+python emb.py
+```
+
+### step 2: node classification task
+
+```python
+python nc.py
+```
+
+### step 3: link prediction task
+
+```python
+python lp.py
+```
+
+## Citation
+
+If you find the code useful, please consider citing the following paper:
+
+```
+@inproceedings{tan2023walklm,
+  title={WalkLM: A Uniform Language Model Fine-tuning Framework for Attributed Graph Embedding},
+  author={Tan, Yanchao and Zhou, Zihao and Lv, Hang and Liu, Weiming and Yang, Carl},
+  booktitle={Thirty-seventh Conference on Neural Information Processing Systems},
+  year={2023}
+}
+```
+