diff --git a/README.md b/README.md
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--- a/README.md
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![Illustration of CAV-MAE.](https://github.com/YuanGongND/ltu/blob/main/usage.gif?raw=true)
-**LTU-AS:**
+**LTU-AS (Second Generation):**
-**[[Paper]](https://arxiv.org/pdf/2309.14405.pdf)** **[[HuggingFace Space]]** **[[ASRU Peer Review]](https://arxiv.org/pdf/2309.14405.pdf)**
+**[[Paper]](https://arxiv.org/pdf/2309.14405.pdf)** **[[HuggingFace Space]](https://huggingface.co/spaces/yuangongfdu/ltu-2)** **[[ASRU Peer Review]](https://arxiv.org/pdf/2309.14405.pdf)**
-**LTU:**
+**LTU (First Generation):**
**[[Paper]](https://arxiv.org/abs/2305.10790)** **[[Interactive Demo]](https://18c618fc8f07ec494e.gradio.live)**
diff --git a/asru_review/ltu_as_asru_review.pdf b/asru_review/ltu_as_asru_review.pdf
index 2a3cd38..20851d3 100644
Binary files a/asru_review/ltu_as_asru_review.pdf and b/asru_review/ltu_as_asru_review.pdf differ