Docs: Miscellaneous updates (#9729)

### What problem does this PR solve?


### Type of change

- [x] Documentation Update

api/utils/api_utils.py

@@ -354,7 +354,7 @@ def get_parser_config(chunk_method, parser_config):
     if not chunk_method:
         chunk_method = "naive"
 
-    # Define default configurations for each chunk method
+    # Define default configurations for each chunking method
     key_mapping = {
         "naive": {"chunk_token_num": 512, "delimiter": r"\n", "html4excel": False, "layout_recognize": "DeepDOC", "raptor": {"use_raptor": False}, "graphrag": {"use_graphrag": False}},
         "qa": {"raptor": {"use_raptor": False}, "graphrag": {"use_graphrag": False}},

docs/develop/acquire_ragflow_api_key.md

@@ -11,7 +11,7 @@ An API key is required for the RAGFlow server to authenticate your HTTP/Python o
 2. Click **API** to switch to the **API** page.
 3. Obtain a RAGFlow API key:
 
-![ragflow_api_key](https://github.com/user-attachments/assets/f461ed61-04c6-4faf-b3d8-6b5fa56be4e7)
+![ragflow_api_key](https://raw.githubusercontent.com/infiniflow/ragflow-docs/main/images/ragflow_api_key.jpg)
 
 :::tip NOTE
 See the [RAGFlow HTTP API reference](../references/http_api_reference.md) or the [RAGFlow Python API reference](../references/python_api_reference.md) for a complete reference of RAGFlow's HTTP or Python APIs.

docs/references/http_api_reference.md

@@ -5,7 +5,7 @@ slug: /http_api_reference
 
 # HTTP API
 
-A complete reference for RAGFlow's RESTful API. Before proceeding, please ensure you [have your RAGFlow API key ready for authentication](../develop/acquire_ragflow_api_key.md).
+A complete reference for RAGFlow's RESTful API. Before proceeding, please ensure you [have your RAGFlow API key ready for authentication](https://ragflow.io/docs/dev/acquire_ragflow_api_key).
 
 ---
 
@@ -383,7 +383,7 @@ curl --request POST \
     - `"layout_recognize"`: `string`
       - Defaults to `DeepDOC`
     - `"tag_kb_ids"`: `array<string>` refer to [Use tag set](https://ragflow.io/docs/dev/use_tag_sets)
-      - Must include a list of dataset IDs, where each dataset is parsed using the ​​Tag Chunk Method
+      - Must include a list of dataset IDs, where each dataset is parsed using the ​​Tag Chunking Method
     - `"task_page_size"`: `int` For PDF only.
       - Defaults to `12`
       - Minimum: `1`
@@ -604,7 +604,7 @@ curl --request PUT \
     - `"layout_recognize"`: `string`
       - Defaults to `DeepDOC`
     - `"tag_kb_ids"`: `array<string>` refer to [Use tag set](https://ragflow.io/docs/dev/use_tag_sets)
-      - Must include a list of dataset IDs, where each dataset is parsed using the ​​Tag Chunk Method
+      - Must include a list of dataset IDs, where each dataset is parsed using the ​​Tag Chunking Method
     - `"task_page_size"`: `int` For PDF only.
       - Defaults to `12`
       - Minimum: `1`

docs/references/python_api_reference.md

@@ -5,7 +5,7 @@ slug: /python_api_reference
 
 # Python API
 
-A complete reference for RAGFlow's Python APIs. Before proceeding, please ensure you [have your RAGFlow API key ready for authentication](../develop/acquire_ragflow_api_key.md).
+A complete reference for RAGFlow's Python APIs. Before proceeding, please ensure you [have your RAGFlow API key ready for authentication](https://ragflow.io/docs/dev/acquire_ragflow_api_key).
 
 :::tip NOTE
 Run the following command to download the Python SDK:

docs/release_notes.md

@@ -9,8 +9,8 @@ Key features, improvements and bug fixes in the latest releases.
 
 :::info
 Each RAGFlow release is available in two editions:
-- **Slim edition**: excludes built-in embedding models and is identified by a **-slim** suffix added to the version name. Example: `infiniflow/ragflow:v0.20.1-slim`
-- **Full edition**: includes built-in embedding models and has no suffix added to the version name. Example: `infiniflow/ragflow:v0.20.1`
+- **Slim edition**: excludes built-in embedding models and is identified by a **-slim** suffix added to the version name. Example: `infiniflow/ragflow:v0.20.3-slim`
+- **Full edition**: includes built-in embedding models and has no suffix added to the version name. Example: `infiniflow/ragflow:v0.20.3`
 :::
 
 :::danger IMPORTANT

web/src/locales/en.ts

@@ -196,7 +196,7 @@ export default {
       delimiterTip:
         'A delimiter or separator can consist of one or multiple special characters. If it is multiple characters, ensure they are enclosed in backticks( ``). For example, if you configure your delimiters like this: \\n`##`;, then your texts will be separated at line breaks, double hash symbols (##), and semicolons.',
       html4excel: 'Excel to HTML',
-      html4excelTip: `Use with the General chunking method. When disabled, spreadsheets (XLSX or XLS(Excel 97-2003)) in the knowledge base will be parsed into key-value pairs. When enabled, they will be parsed into HTML tables, splitting every 12 rows if the original table has more than 12 rows.`,
+      html4excelTip: `Use with the General chunking method. When disabled, spreadsheets (XLSX or XLS(Excel 97-2003)) in the knowledge base will be parsed into key-value pairs. When enabled, they will be parsed into HTML tables, splitting every 12 rows if the original table has more than 12 rows. See https://ragflow.io/docs/dev/enable_excel2html for details.`,
       autoKeywords: 'Auto-keyword',
       autoKeywordsTip: `Automatically extract N keywords for each chunk to increase their ranking for queries containing those keywords. Be aware that extra tokens will be consumed by the chat model specified in 'System model settings'. You can check or update the added keywords for a chunk from the chunk list. For details, see https://ragflow.io/docs/dev/autokeyword_autoquestion.`,
       autoQuestions: 'Auto-question',