docs: correct typos and grammar (#1839)

* Update overview.md

* Update web-search.md

docs/source/configuration/models/overview.md

@@ -43,7 +43,7 @@ You can change things like the parameters, or customize the preprompt to better
 
 When querying the model for a chat response, the `chatPromptTemplate` template is used. `messages` is an array of chat messages, it has the format `[{ content: string }, ...]`. To identify if a message is a user message or an assistant message the `ifUser` and `ifAssistant` block helpers can be used.
 
-The following is the default `chatPromptTemplate`, although newlines and indentiation have been added for readability. You can find the prompts used in production for HuggingChat [here](https://github.com/huggingface/chat-ui/blob/main/PROMPTS.md). The templating language used is [Handlebars](https://www.npmjs.com/package/handlebars).
+The following is the default `chatPromptTemplate`, although newlines and indentation have been added for readability. You can find the prompts used in production for HuggingChat [here](https://github.com/huggingface/chat-ui/blob/main/PROMPTS.md). The templating language used is [Handlebars](https://www.npmjs.com/package/handlebars).
 
 ```handlebars
 {{preprompt}}

docs/source/configuration/web-search.md

@@ -7,7 +7,7 @@ Chat UI features a powerful Web Search feature. A high level overview of how it
 3. Load each search result into playwright and scrape
 4. Convert scraped HTML to Markdown tree with headings as parents
 5. Create embeddings for each Markdown element
-6. Find the embedings clossest to the user query using a vector similarity search (inner product)
+6. Find the embeddings closest to the user query using a vector similarity search (inner product)
 7. Get the corresponding Markdown elements and their parent, up to 8000 characters
 8. Supply the information as context to the model
 
@@ -28,7 +28,7 @@ For locally scraped Google results, put `USE_LOCAL_WEBSEARCH=true` in your `.env
 
 > SearXNG is a free internet metasearch engine which aggregates results from various search services and databases. Users are neither tracked nor profiled.
 
-You may enable support via the `SEARXNG_QUERY_URL` where `<query>` will be replaceed with the query keywords. Please see [the official documentation](https://docs.searxng.org/dev/search_api.html) for more information
+You may enable support via the `SEARXNG_QUERY_URL` where `<query>` will be replaced with the query keywords. Please see [the official documentation](https://docs.searxng.org/dev/search_api.html) for more information
 
 Example: `https://searxng.yourdomain.com/search?q=<query>&engines=duckduckgo,google&format=json`