Update datasets-spark.md (huggingface#1762)

Correcting the dataset name in the write() statement to be consistent with the documentation and the name in the image.

Author: anuvrat

docs/hub/datasets-spark.md

@@ -240,7 +240,7 @@ First you need to [create a dataset repository](https://huggingface.co/new-datas
 Then, make sure you are authenticated and you can use the "huggingface" Data Source, set the `mode` to "overwrite" (or "append" if you want to extend an existing dataset), and push to Hugging Face with `.save()`:
 
 ```python
->>> df_chinese_only.write.format("huggingface").mode("overwrite").save("username/Infinity-Instruct-Chinese-Only2")
+>>> df_chinese_only.write.format("huggingface").mode("overwrite").save("username/Infinity-Instruct-Chinese-Only")
 ```
 
 <div class="flex justify-center">

docs/hub/enterprise-sso.md

@@ -6,6 +6,8 @@ This feature is part of the <a href="https://huggingface.co/enterprise">Enterpri
 
 Single sign-on (SSO) allows organizations to securely manage user authentication through their own identity provider (IdP). Both SAML 2.0 and OpenID Connect (OIDC) protocols are supported.
 
+Please note that SSO on Hugging Face is designed for managing access to organization-specific resources (like private models, datasets, and Spaces) and does not replace the core authentication for the Hugging Face platform itself. Users will still need a Hugging Face account to log in to the platform; SSO then governs their access rights within the organization.
+
 <div class="flex justify-center" style="max-width: 550px">
   <img
     class="block dark:hidden m-0!"
@@ -27,6 +29,10 @@ This feature allows organizations to:
 - Maintain security while allowing external collaborators when needed
 - Control session timeouts and role mappings
 
+<Tip>
+User provisioning (e.g., via SCIM) is supported as part of the Enterprise Plus plan. Please contact your Hugging Face account team or [reach out to sales](https://huggingface.co/contact/sales?from=docs-hub-enterprise-sso) for more information.
+</Tip>
+
 This Enterprise Hub feature helps organizations maintain consistent security policies while giving their teams seamless access to Hugging Face resources.
 
 [Getting started with SSO →](./security-sso)

docs/hub/security-sso-azure-saml.md

@@ -2,7 +2,7 @@
 
 In this guide, we will use Azure as the SSO provider and with the Security Assertion Markup Language (SAML) protocol as our preferred identity protocol.
 
-We currently support SP-initiated and IdP-initiated authentication. User provisioning is not yet supported at this time.
+We currently support SP-initiated and IdP-initiated authentication. 
 
 <Tip warning={true}>
 	This feature is part of the <a href="https://huggingface.co/enterprise">Enterprise Hub</a>.

docs/hub/security-sso-okta-saml.md

@@ -2,7 +2,7 @@
 
 In this guide, we will use Okta as the SSO provider and with the Security Assertion Markup Language (SAML) protocol as our preferred identity protocol.
 
-We currently support SP-initiated and IdP-initiated authentication. User provisioning is not yet supported at this time.
+We currently support SP-initiated and IdP-initiated authentication.
 
 <Tip warning={true}>
 	This feature is part of the <a href="https://huggingface.co/enterprise">Enterprise Hub</a>.