diff --git a/README.md b/README.md
index 601f67a9..de846645 100644
--- a/README.md
+++ b/README.md
@@ -69,12 +69,12 @@ Compared to ChatGLM's [P-Tuning](https://github.com/THUDM/ChatGLM2-6B/tree/main/
 
 ## Changelog
 
+[24/05/20] We supported fine-tuning the **PaliGemma** series models. Note that the PaliGemma models are pre-trained models, you need to fine-tune them with `gemma` template for chat completion.
+
 [24/05/18] We supported **[KTO](https://arxiv.org/abs/2402.01306)** algorithm for preference learning. See [examples](examples/README.md) for usage.
 
 [24/05/14] We supported training and inference on the Ascend NPU devices. Check [installation](#installation) section for details.
 
-[24/05/13] We supported fine-tuning the **Yi-1.5** series models.
-
 <details><summary>Full Changelog</summary>
 
 [24/04/26] We supported fine-tuning the **LLaVA-1.5** multimodal LLMs. See [examples](examples/README.md) for usage.
@@ -160,6 +160,7 @@ Compared to ChatGLM's [P-Tuning](https://github.com/THUDM/ChatGLM2-6B/tree/main/
 | [LLaVA-1.5](https://huggingface.co/llava-hf)             | 7B/13B                           | q_proj,v_proj     | vicuna    |
 | [Mistral/Mixtral](https://huggingface.co/mistralai)      | 7B/8x7B/8x22B                    | q_proj,v_proj     | mistral   |
 | [OLMo](https://huggingface.co/allenai)                   | 1B/7B                            | q_proj,v_proj     | -         |
+| [PaliGemma](https://huggingface.co/google)               | 3B                               | q_proj,v_proj     | gemma     |
 | [Phi-1.5/2](https://huggingface.co/microsoft)            | 1.3B/2.7B                        | q_proj,v_proj     | -         |
 | [Phi-3](https://huggingface.co/microsoft)                | 3.8B                             | qkv_proj          | phi       |
 | [Qwen](https://huggingface.co/Qwen)                      | 1.8B/7B/14B/72B                  | c_attn            | qwen      |
@@ -284,10 +285,10 @@ huggingface-cli login
 | ------------ | ------- | --------- |
 | python       | 3.8     | 3.10      |
 | torch        | 1.13.1  | 2.2.0     |
-| transformers | 4.37.2  | 4.40.1    |
+| transformers | 4.37.2  | 4.41.0    |
 | datasets     | 2.14.3  | 2.19.1    |
-| accelerate   | 0.27.2  | 0.30.0    |
-| peft         | 0.9.0   | 0.10.0    |
+| accelerate   | 0.27.2  | 0.30.1    |
+| peft         | 0.9.0   | 0.11.1    |
 | trl          | 0.8.1   | 0.8.6     |
 
 | Optional     | Minimum | Recommend |
diff --git a/README_zh.md b/README_zh.md
index 27b122b0..26db95d7 100644
--- a/README_zh.md
+++ b/README_zh.md
@@ -69,12 +69,12 @@ https://github.com/hiyouga/LLaMA-Factory/assets/16256802/ec36a9dd-37f4-4f72-81bd
 
 ## 更新日志
 
+[24/05/20] 我们支持了 **PaliGemma** 系列模型的微调。注意 PaliGemma 是预训练模型，你需要使用 `gemma` 模板进行微调使其获得对话能力。
+
 [24/05/18] 我们支持了 **[KTO](https://arxiv.org/abs/2402.01306)** 偏好对齐算法。详细用法请参照 [examples](examples/README_zh.md)。
 
 [24/05/14] 我们支持了昇腾 NPU 设备的训练和推理。详情请查阅[安装](#安装-llama-factory)部分。
 
-[24/05/13] 我们支持了 Yi-1.5 系列模型的微调。
-
 <details><summary>展开日志</summary>
 
 [24/04/26] 我们支持了多模态模型 **LLaVA-1.5** 的微调。详细用法请参照 [examples](examples/README_zh.md)。
@@ -160,6 +160,7 @@ https://github.com/hiyouga/LLaMA-Factory/assets/16256802/ec36a9dd-37f4-4f72-81bd
 | [LLaVA-1.5](https://huggingface.co/llava-hf)             | 7B/13B                           | q_proj,v_proj     | vicuna    |
 | [Mistral/Mixtral](https://huggingface.co/mistralai)      | 7B/8x7B/8x22B                    | q_proj,v_proj     | mistral   |
 | [OLMo](https://huggingface.co/allenai)                   | 1B/7B                            | q_proj,v_proj     | -         |
+| [PaliGemma](https://huggingface.co/google)               | 3B                               | q_proj,v_proj     | gemma     |
 | [Phi-1.5/2](https://huggingface.co/microsoft)            | 1.3B/2.7B                        | q_proj,v_proj     | -         |
 | [Phi-3](https://huggingface.co/microsoft)                | 3.8B                             | qkv_proj          | phi       |
 | [Qwen](https://huggingface.co/Qwen)                      | 1.8B/7B/14B/72B                  | c_attn            | qwen      |
@@ -284,10 +285,10 @@ huggingface-cli login
 | ------------ | ------- | --------- |
 | python       | 3.8     | 3.10      |
 | torch        | 1.13.1  | 2.2.0     |
-| transformers | 4.37.2  | 4.40.1    |
+| transformers | 4.37.2  | 4.41.0    |
 | datasets     | 2.14.3  | 2.19.1    |
-| accelerate   | 0.27.2  | 0.30.0    |
-| peft         | 0.9.0   | 0.10.0    |
+| accelerate   | 0.27.2  | 0.30.1    |
+| peft         | 0.9.0   | 0.11.1    |
 | trl          | 0.8.1   | 0.8.6     |
 
 | 可选项       | 至少     | 推荐      |
diff --git a/src/llamafactory/extras/constants.py b/src/llamafactory/extras/constants.py
index cf31ad66..ae088e66 100644
--- a/src/llamafactory/extras/constants.py
+++ b/src/llamafactory/extras/constants.py
@@ -716,6 +716,28 @@ register_model_group(
 )
 
 
+register_model_group(
+    models={
+        "PaliGemma-3B-pt-224": {
+            DownloadSource.DEFAULT: "google/paligemma-3b-pt-224",
+        },
+        "PaliGemma-3B-pt-448": {
+            DownloadSource.DEFAULT: "google/paligemma-3b-pt-448",
+        },
+        "PaliGemma-3B-pt-896": {
+            DownloadSource.DEFAULT: "google/paligemma-3b-pt-896",
+        },
+        "PaliGemma-3B-mix-224": {
+            DownloadSource.DEFAULT: "google/paligemma-3b-mix-224",
+        },
+        "PaliGemma-3B-mix-448": {
+            DownloadSource.DEFAULT: "google/paligemma-3b-mix-448",
+        },
+    },
+    vision=True,
+)
+
+
 register_model_group(
     models={
         "Phi-1.5-1.3B": {