diff --git a/README.md b/README.md
index 695cc65..242664e 100644
--- a/README.md
+++ b/README.md
@@ -40,11 +40,11 @@
 
 | Status | Milestone                                                                                             |    ETA     |
 | :----: | :----------------------------------------------------------------------------------------------------: | :--------: |
-|   ✅   | **[Release the SFT and inference code](https://github.com/fudan-generative-vision/WAM-Flow)**   | 2025.12.19 |
-|   ✅   | **[Pretrained models on Huggingface](https://huggingface.co/fudan-generative-ai/WAM-Flow)**    | 2026.02.01        |
-|   ✅   | **[Release the evaluation code](https://huggingface.co/fudan-generative-ai/WAM-Flow)**    | 2026.03.03 |
-|   🚀   | **[Release the RL code](https://github.com/fudan-generative-vision/WAM-Flow)**   | TBD |
-|   🚀   | **[Release the pre-processed training data](#training)**                                       | TBD        |
+|   ✅   | **[Release the SFT and inference code]()**   | 2025.12.19 |
+|   ✅   | **[Pretrained models on Huggingface](https://huggingface.co/fudan-generative-ai/WAM-Flow)**    | 2026.02.01  |
+|   ✅   | **[Release the evaluation code]()**    | 2026.03.03 |
+|   ✅   | **[Release the SFT data](https://huggingface.co/fudan-generative-ai/WAM-Flow/tree/main/data)**                                       | 2026.03.12  |
+|   🚀   | **[Release the RL code]()**   | TBD |
 
 
 ## 📸 Showcase
@@ -98,6 +98,7 @@ Download models using huggingface-cli:
 pip install "huggingface_hub[cli]"
 huggingface-cli download fudan-generative-ai/WAM-Flow --local-dir ./pretrained_model/wam-flow
 huggingface-cli download LucasJinWang/FUDOKI --local-dir ./pretrained_model/fudoki
+mv pretrained_model/wam-flow/data/* data/
 ```
 
 
@@ -129,6 +130,14 @@ sh script/infer.sh
 
 ### Training
 
+**NAVSIM**
+
+```bash
+sh script/sft_navsim.sh
+```
+
+**Debug**
+
 ```bash
 sh script/sft_debug.sh
 ```
@@ -140,11 +149,11 @@ sh script/sft_debug.sh
 If you find our work useful for your research, please consider citing the paper:
 
 ```
-@article{xu2025wam,
+@inproceedings{xu2026wamflow,
   title={WAM-Flow: Parallel Coarse-to-Fine Motion Planning via Discrete Flow Matching for Autonomous Driving},
-  author={Xu, Yifang and Cui, Jiahao and Cai, Feipeng and Zhu, Zhihao and Shang, Hanlin and Luan, Shan and Xu, Mingwang and Zhang, Neng and Li, Yaoyi and Cai, Jia and others},
-  journal={arXiv preprint arXiv:2512.06112},
-  year={2025}
+  author={Xu, Yifang and Cui, Jiahao and Cai, Feipeng and Zhu, Zhihao and Shang, Hanlin and Luan, Shan and Xu, Mingwang and Zhang, Neng and Li, Yaoyi and Cai, Jia and Zhu, Siyu},
+  booktitle={CVPR},
+  year={2026}
 }
 ```
 
diff --git a/config/sft_navsim.yaml b/config/sft_navsim.yaml
index 54264a7..f745f2a 100644
--- a/config/sft_navsim.yaml
+++ b/config/sft_navsim.yaml
@@ -11,7 +11,7 @@ ckpt_path: ""
 train_llm_emb: false
 
 data_list: [
-  "path/to/navsim_668k.jsonl",
+  "data/navsim_668k.jsonl",
 ]
 
 mixed_precision: "no" 
diff --git a/scripts/sft_navsim.sh b/scripts/sft_navsim.sh
index aedda23..0a16d98 100644
--- a/scripts/sft_navsim.sh
+++ b/scripts/sft_navsim.sh
@@ -1,10 +1,10 @@
 #!/bin/bash
 
 NUM_NODES=1
-NUM_GPUS=1
+NUM_GPUS=8
 
 config=config/sft_navsim.yaml
-output_dir=output/train/debug
+output_dir=output/train/navsim
 
 accelerate launch \
   --config_file ./config/accelerate_config_ds2.yaml \