diff --git a/README.md b/README.md
index 5bac9faff..3b6daac4d 100644
--- a/README.md
+++ b/README.md
@@ -18,7 +18,7 @@
-
+
@@ -67,6 +67,7 @@ Try our demo at [https://demo.ragflow.io](https://demo.ragflow.io).
## 🔥 Latest Updates
+- 2024-09-29 Optimizes multi-round conversations.
- 2024-09-13 Adds search mode for knowledge base Q&A.
- 2024-09-09 Adds a medical consultant agent template.
- 2024-08-22 Support text to SQL statements through RAG.
@@ -151,7 +152,7 @@ Try our demo at [https://demo.ragflow.io](https://demo.ragflow.io).
```
3. Build the pre-built Docker images and start up the server:
- > Running the following commands automatically downloads the *dev* version RAGFlow Docker image. To download and run a specified Docker version, update `RAGFLOW_VERSION` in **docker/.env** to the intended version, for example `RAGFLOW_VERSION=v0.11.0`, before running the following commands.
+ > Running the following commands automatically downloads the *dev* version RAGFlow Docker image. To download and run a specified Docker version, update `RAGFLOW_VERSION` in **docker/.env** to the intended version, for example `RAGFLOW_VERSION=v0.12.0`, before running the following commands.
```bash
$ cd ragflow/docker
diff --git a/README_ja.md b/README_ja.md
index 0c033529e..9d7876ef5 100644
--- a/README_ja.md
+++ b/README_ja.md
@@ -18,8 +18,8 @@
-
+
@@ -48,6 +48,7 @@
## 🔥 最新情報
+- 2024-09-29 マルチラウンドダイアログを最適化。
- 2024-09-13 ナレッジベース Q&A の検索モードを追加しました。
- 2024-09-09 エージェントに医療相談テンプレートを追加しました。
- 2024-08-22 RAG を介して SQL ステートメントへのテキストをサポートします。
@@ -139,7 +140,7 @@
$ docker compose up -d
```
- > 上記のコマンドを実行すると、RAGFlowの開発版dockerイメージが自動的にダウンロードされます。 特定のバージョンのDockerイメージをダウンロードして実行したい場合は、docker/.envファイルのRAGFLOW_VERSION変数を見つけて、対応するバージョンに変更してください。 例えば、RAGFLOW_VERSION=v0.11.0として、上記のコマンドを実行してください。
+ > 上記のコマンドを実行すると、RAGFlowの開発版dockerイメージが自動的にダウンロードされます。 特定のバージョンのDockerイメージをダウンロードして実行したい場合は、docker/.envファイルのRAGFLOW_VERSION変数を見つけて、対応するバージョンに変更してください。 例えば、RAGFLOW_VERSION=v0.12.0として、上記のコマンドを実行してください。
> コアイメージのサイズは約 9 GB で、ロードに時間がかかる場合があります。
diff --git a/README_ko.md b/README_ko.md
index 5f05ac1cb..4112a9b34 100644
--- a/README_ko.md
+++ b/README_ko.md
@@ -18,7 +18,7 @@
-
+
@@ -49,6 +49,8 @@
## 🔥 업데이트
+- 2024-09-29 다단계 대화를 최적화합니다.
+
- 2024-09-13 지식베이스 Q&A 검색 모드를 추가합니다.
- 2024-09-09 Agent에 의료상담 템플릿을 추가하였습니다.
@@ -138,7 +140,7 @@
3. 미리 빌드된 Docker 이미지를 생성하고 서버를 시작하세요:
- > 다음 명령어를 실행하면 *dev* 버전의 RAGFlow Docker 이미지가 자동으로 다운로드됩니다. 특정 Docker 버전을 다운로드하고 실행하려면, **docker/.env** 파일에서 `RAGFLOW_VERSION`을 원하는 버전으로 업데이트한 후, 예를 들어 `RAGFLOW_VERSION=v0.11.0`로 업데이트 한 뒤, 다음 명령어를 실행하세요.
+ > 다음 명령어를 실행하면 *dev* 버전의 RAGFlow Docker 이미지가 자동으로 다운로드됩니다. 특정 Docker 버전을 다운로드하고 실행하려면, **docker/.env** 파일에서 `RAGFLOW_VERSION`을 원하는 버전으로 업데이트한 후, 예를 들어 `RAGFLOW_VERSION=v0.12.0`로 업데이트 한 뒤, 다음 명령어를 실행하세요.
```bash
$ cd ragflow/docker
$ chmod +x ./entrypoint.sh
diff --git a/README_zh.md b/README_zh.md
index 3e62d8c6c..d9196c626 100644
--- a/README_zh.md
+++ b/README_zh.md
@@ -18,7 +18,7 @@
-
+
@@ -47,9 +47,10 @@
## 🔥 近期更新
+- 2024-09-29 优化多轮对话.
- 2024-09-13 增加知识库问答搜索模式。
- 2024-09-09 在 Agent 中加入医疗问诊模板。
-- 2024-08-22 支持用RAG技术实现从自然语言到SQL语句的转换。
+- 2024-08-22 支持用 RAG 技术实现从自然语言到 SQL 语句的转换。
- 2024-08-02 支持 GraphRAG 启发于 [graphrag](https://github.com/microsoft/graphrag) 和思维导图。
- 2024-07-23 支持解析音频文件。
- 2024-07-08 支持 Agentic RAG: 基于 [Graph](./agent/README.md) 的工作流。
@@ -137,7 +138,7 @@
$ docker compose -f docker-compose-CN.yml up -d
```
- > 请注意,运行上述命令会自动下载 RAGFlow 的开发版本 docker 镜像。如果你想下载并运行特定版本的 docker 镜像,请在 docker/.env 文件中找到 RAGFLOW_VERSION 变量,将其改为对应版本。例如 RAGFLOW_VERSION=v0.11.0,然后运行上述命令。
+ > 请注意,运行上述命令会自动下载 RAGFlow 的开发版本 docker 镜像。如果你想下载并运行特定版本的 docker 镜像,请在 docker/.env 文件中找到 RAGFLOW_VERSION 变量,将其改为对应版本。例如 RAGFLOW_VERSION=v0.12.0,然后运行上述命令。
> 核心镜像下载大小为 9 GB,可能需要一定时间拉取。请耐心等待。
diff --git a/docs/guides/configure_knowledge_base.md b/docs/guides/configure_knowledge_base.md
index 83f096c12..0516d33ef 100644
--- a/docs/guides/configure_knowledge_base.md
+++ b/docs/guides/configure_knowledge_base.md
@@ -128,7 +128,7 @@ RAGFlow uses multiple recall of both full-text search and vector search in its c
## Search for knowledge base
-As of RAGFlow v0.11.0, the search feature is still in a rudimentary form, supporting only knowledge base search by name.
+As of RAGFlow v0.12.0, the search feature is still in a rudimentary form, supporting only knowledge base search by name.

diff --git a/docs/guides/manage_files.md b/docs/guides/manage_files.md
index fe4bd0309..ab6bbce65 100644
--- a/docs/guides/manage_files.md
+++ b/docs/guides/manage_files.md
@@ -49,7 +49,7 @@ You can link your file to one knowledge base or multiple knowledge bases at one
## Search files or folders
-As of RAGFlow v0.11.0, the search feature is still in a rudimentary form, supporting only file and folder search in the current directory by name (files or folders in the child directory will not be retrieved).
+As of RAGFlow v0.12.0, the search feature is still in a rudimentary form, supporting only file and folder search in the current directory by name (files or folders in the child directory will not be retrieved).

@@ -81,4 +81,4 @@ RAGFlow's file management allows you to download an uploaded file:

-> As of RAGFlow v0.11.0, bulk download is not supported, nor can you download an entire folder.
+> As of RAGFlow v0.12.0, bulk download is not supported, nor can you download an entire folder.
diff --git a/docs/quickstart.mdx b/docs/quickstart.mdx
index c237dd3fc..7d1e7b078 100644
--- a/docs/quickstart.mdx
+++ b/docs/quickstart.mdx
@@ -34,7 +34,7 @@ This section provides instructions on setting up the RAGFlow server on Linux. If
`vm.max_map_count`. This value sets the maximum number of memory map areas a process may have. Its default value is 65530. While most applications require fewer than a thousand maps, reducing this value can result in abmornal behaviors, and the system will throw out-of-memory errors when a process reaches the limitation.
- RAGFlow v0.11.0 uses Elasticsearch for multiple recall. Setting the value of `vm.max_map_count` correctly is crucial to the proper functioning of the Elasticsearch component.
+ RAGFlow v0.12.0 uses Elasticsearch for multiple recall. Setting the value of `vm.max_map_count` correctly is crucial to the proper functioning of the Elasticsearch component.
Running the following commands automatically downloads the *dev* version RAGFlow Docker image. To download and run a specified Docker version, update `RAGFLOW_VERSION` in **docker/.env** to the intended version, for example `RAGFLOW_VERSION=v0.11.0`, before running the following commands.
+ > Running the following commands automatically downloads the *dev* version RAGFlow Docker image. To download and run a specified Docker version, update `RAGFLOW_VERSION` in **docker/.env** to the intended version, for example `RAGFLOW_VERSION=v0.12.0`, before running the following commands.
```bash
$ cd ragflow/docker