diff --git a/python/dataset.mdx b/python/dataset.mdx
index 33950b6f8..eb0d207b9 100644
--- a/python/dataset.mdx
+++ b/python/dataset.mdx
@@ -17,7 +17,7 @@ class Dataset()
 ### \_\_init\_\_
 
 ```python
-def __init__(data: Union[str, List[Union[str, Query, DatasetEntry]]],
+def __init__(data: Union[str, List[Union[str, Dict, Query, DatasetEntry]]],
              *,
              name: str = None,
              auto_sync: Union[bool, str] = False,
diff --git a/python/evaluation.mdx b/python/evaluation.mdx
index de5b6bffc..563674f15 100644
--- a/python/evaluation.mdx
+++ b/python/evaluation.mdx
@@ -43,4 +43,4 @@ Initialize a local evaluation for a dataset of LLM queries.
 
 - `UnifyError` - If the API key is missing.
 
-<a id="evaluator"></a>
+<a id="__init__"></a>
diff --git a/python/exceptions.mdx b/python/exceptions.mdx
index 0848eee34..e66cd3c8b 100644
--- a/python/exceptions.mdx
+++ b/python/exceptions.mdx
@@ -92,4 +92,4 @@ class InternalServerError(UnifyError)
 
 Exception raised for HTTP 500 Internal Server Error errors.
 
-<a id="_caching"></a>
+<a id="evaluator"></a>
diff --git a/python/queries/chat.mdx b/python/queries/chat.mdx
index 8249c3bc7..f3aa4c372 100644
--- a/python/queries/chat.mdx
+++ b/python/queries/chat.mdx
@@ -207,4 +207,3 @@ Starts the chat interaction loop.
 - `show_credits` - Whether to show credit consumption. Defaults to False.
 - `show_provider` - Whether to show the provider used. Defaults to False.
 
-<a id="queries.multi_llm"></a>
diff --git a/python/queries/clients.mdx b/python/queries/clients.mdx
index c22e639f3..ec937ac43 100644
--- a/python/queries/clients.mdx
+++ b/python/queries/clients.mdx
@@ -1250,4 +1250,4 @@ class AsyncUnify(Client)
 Class for interacting with the Unify chat completions endpoint in a synchronous
 manner.
 
-<a id="queries.chat"></a>
+<a id="queries.multi_llm"></a>
diff --git a/python/queries/multi_llm.mdx b/python/queries/multi_llm.mdx
index 955f957fc..292fc1c2f 100644
--- a/python/queries/multi_llm.mdx
+++ b/python/queries/multi_llm.mdx
@@ -195,3 +195,4 @@ Generate content using the Unify API.
 
 - `UnifyError` - If an error occurs during content generation.
 
+<a id="queries.chat"></a>
diff --git a/python/utils/credits.mdx b/python/utils/credits.mdx
index 650d4c899..9cceab6a6 100644
--- a/python/utils/credits.mdx
+++ b/python/utils/credits.mdx
@@ -28,4 +28,4 @@ Returns the credits remaining in the user account, in USD.
 
 - `ValueError` - If there was an HTTP error.
 
-<a id="utils.router_training"></a>
+<a id="utils.efficiency_benchmarks"></a>
diff --git a/python/utils/custom_api_keys.mdx b/python/utils/custom_api_keys.mdx
index daa9d10c8..3e268b5b8 100644
--- a/python/utils/custom_api_keys.mdx
+++ b/python/utils/custom_api_keys.mdx
@@ -143,4 +143,4 @@ Get a list of custom API keys associated with the user's account.
   A list of dictionaries containing custom API key information.
   Each dictionary has 'name' and 'value' keys.
 
-<a id="utils.helpers"></a>
+<a id="utils.evaluators"></a>
diff --git a/python/utils/custom_endpoints.mdx b/python/utils/custom_endpoints.mdx
index 58b89938a..06ddfd0ba 100644
--- a/python/utils/custom_endpoints.mdx
+++ b/python/utils/custom_endpoints.mdx
@@ -129,4 +129,4 @@ Get a list of custom endpoints for the authenticated user.
 
 - `requests.exceptions.RequestException` - If the API request fails.
 
-<a id="utils.evaluators"></a>
+<a id="utils.supported_endpoints"></a>
diff --git a/python/utils/datasets.mdx b/python/utils/datasets.mdx
index b123f2bca..a783040cd 100644
--- a/python/utils/datasets.mdx
+++ b/python/utils/datasets.mdx
@@ -147,4 +147,4 @@ Fetches a list of all uploaded datasets.
 
 - `ValueError` - If there was an HTTP error.
 
-<a id="utils.supported_endpoints"></a>
+<a id="utils.logging"></a>
diff --git a/python/utils/evaluations.mdx b/python/utils/evaluations.mdx
index 1ea658e15..6ff845661 100644
--- a/python/utils/evaluations.mdx
+++ b/python/utils/evaluations.mdx
@@ -161,4 +161,4 @@ Get the evaluation status for a specific dataset, endpoint, and evaluator.
 
   A dictionary containing the evaluation status information.
 
-<a id="utils.custom_api_keys"></a>
+<a id="utils.helpers"></a>
diff --git a/python/utils/evaluators.mdx b/python/utils/evaluators.mdx
index 590425ed9..d27989866 100644
--- a/python/utils/evaluators.mdx
+++ b/python/utils/evaluators.mdx
@@ -136,4 +136,4 @@ Get a list of available evaluators.
 
   A list of available evaluator names if successful, otherwise an empty list.
 
-<a id="queries"></a>
+<a id="utils.router_training"></a>
diff --git a/python/utils/logging.mdx b/python/utils/logging.mdx
index e29ecfa65..59fcc5627 100644
--- a/python/utils/logging.mdx
+++ b/python/utils/logging.mdx
@@ -86,4 +86,4 @@ Get query metrics for specified parameters.
 
   A dictionary containing the query metrics.
 
-<a id="utils.router_deployment"></a>
+<a id="utils.custom_api_keys"></a>
diff --git a/python/utils/supported_endpoints.mdx b/python/utils/supported_endpoints.mdx
index b66ea13a7..da435a8f0 100644
--- a/python/utils/supported_endpoints.mdx
+++ b/python/utils/supported_endpoints.mdx
@@ -94,4 +94,4 @@ provider.
 - `BadRequestError` - If there was an HTTP error.
 - `ValueError` - If there was an error parsing the JSON response.
 
-<a id="utils.efficiency_benchmarks"></a>
+<a id="utils.router_deployment"></a>