diff --git a/README_id.md b/README_id.md
index 0d3ac6be2..291b3d743 100644
--- a/README_id.md
+++ b/README_id.md
@@ -62,7 +62,6 @@
 - 🎬 [Mulai](#-mulai)
 - 🔧 [Konfigurasi](#-konfigurasi)
 - 🔧 [Membangun Image Docker](#-membangun-docker-image)
-- 🔧 [Membangun Image Docker dengan Model Embedding](#-membangun-image-docker-dengan-model-embedding)
 - 🔨 [Meluncurkan aplikasi dari Sumber untuk Pengembangan](#-meluncurkan-aplikasi-dari-sumber-untuk-pengembangan)
 - 📚 [Dokumentasi](#-dokumentasi)
 - 📜 [Peta Jalan](#-peta-jalan)
@@ -207,7 +206,7 @@ Coba demo kami di [https://demo.ragflow.io](https://demo.ragflow.io).
 | v0.22.0           | ≈2       | ❌                    | Stable release             |
 | nightly           | ≈2       | ❌                    | _Unstable_ nightly build |
 
-> Catatan: Mulai dari `v0.22.0`, kami hanya merilis versi tanpa model embedding dan tidak lagi menambahkan akhiran **-slim** pada tag image.
+> Catatan: Mulai dari `v0.22.0`, kami hanya menyediakan edisi slim dan tidak lagi menambahkan akhiran **-slim** pada tag image.
 
 1. Periksa status server setelah server aktif dan berjalan:
 
diff --git a/README_ja.md b/README_ja.md
index bff76852d..396d24e00 100644
--- a/README_ja.md
+++ b/README_ja.md
@@ -180,15 +180,17 @@
    # sed -i '1i DEVICE=gpu' .env
    # docker compose -f docker-compose.yml up -d
 ```
-   
+
 | RAGFlow image tag | Image size (GB) | Has embedding models? | Stable?                    |
 | ----------------- | --------------- | --------------------- | -------------------------- |
 | v0.22.0           | ≈2       | ❌                    | Stable release             |
 | nightly           | ≈2       | ❌                    | _Unstable_ nightly build |
 
-> 注意：`v0.22.0` 以降、embedding モデルを含まないバージョンのみを提供し、イメージタグに **-slim** サフィックスを付けません。
+> 注意：`v0.22.0` 以降、当プロジェクトでは slim エディションのみを提供し、イメージタグに **-slim** サフィックスを付けなくなりました。
 
-   1. サーバーを立ち上げた後、サーバーの状態を確認する:   ```bash
+   1. サーバーを立ち上げた後、サーバーの状態を確認する:   
+   
+   ```bash
    $ docker logs -f docker-ragflow-cpu-1
    ```
 
diff --git a/README_ko.md b/README_ko.md
index 9a2996d60..93f41ac9f 100644
--- a/README_ko.md
+++ b/README_ko.md
@@ -188,7 +188,7 @@
    | v0.22.0           | ≈2       | ❌                    | Stable release           |
    | nightly           | ≈2       | ❌                    | _Unstable_ nightly build |
 
-   > 참고: `v0.22.0`부터 embedding 모델이 포함되지 않은 버전만 배포하며 이미지 태그에 **-slim** 접미사를 더 이상 추가하지 않습니다.
+   > 참고: `v0.22.0`부터는 slim 에디션만 배포하며 이미지 태그에 **-slim** 접미사를 더 이상 붙이지 않습니다.
 
 1. 서버가 시작된 후 서버 상태를 확인하세요:
 
diff --git a/README_pt_br.md b/README_pt_br.md
index 71163d9c5..9f7e6c840 100644
--- a/README_pt_br.md
+++ b/README_pt_br.md
@@ -206,9 +206,9 @@ Experimente nossa demo em [https://demo.ragflow.io](https://demo.ragflow.io).
    | v0.22.0           | ≈2       | ❌                    | Stable release           |
    | nightly           | ≈2       | ❌                    | _Unstable_ nightly build |
 
-   > Nota: A partir da `v0.22.0`, distribuímos apenas versões sem modelos de embedding e não adicionamos mais o sufixo **-slim** à tag da imagem.
+   > Observação: A partir da`v0.22.0`, distribuímos apenas a edição slim e não adicionamos mais o sufixo **-slim** às tags das imagens.
 
-   > [!TIP]4. Verifique o status do servidor após tê-lo iniciado:
+   > 4. Verifique o status do servidor após tê-lo iniciado:
 
    ```bash
    $ docker logs -f docker-ragflow-cpu-1
@@ -280,7 +280,9 @@ O RAGFlow usa o Elasticsearch por padrão para armazenar texto completo e vetore
 
 ## 🔧 Criar uma imagem Docker
 
-Esta imagem tem cerca de 2 GB de tamanho e depende de serviços externos de LLM e incorporação.```bash
+Esta imagem tem cerca de 2 GB de tamanho e depende de serviços externos de LLM e incorporação.
+
+```bash
 git clone https://github.com/infiniflow/ragflow.git
 cd ragflow/
 docker build --platform linux/amd64 -f Dockerfile -t infiniflow/ragflow:nightly .
diff --git a/README_tzh.md b/README_tzh.md
index d61eb798f..332c69e5e 100644
--- a/README_tzh.md
+++ b/README_tzh.md
@@ -202,8 +202,8 @@
 
 | RAGFlow image tag | Image size (GB) | Has embedding models? | Stable?                    |
 | ----------------- | --------------- | --------------------- | -------------------------- |
-   | v0.22.0           | ≈2       | ❌                    | Stable release           |
-   | nightly           | ≈2       | ❌                    | _Unstable_ nightly build |
+| v0.22.0           | ≈2       | ❌                    | Stable release           |
+| nightly           | ≈2       | ❌                    | _Unstable_ nightly build |
 
 > 注意：自 `v0.22.0` 起，我們僅發佈 slim 版本，並且不再在映像標籤後附加 **-slim** 後綴。