diff --git a/doc/conf.py b/doc/conf.py
index fd4d64dbcf..8c85ff29cb 100644
--- a/doc/conf.py
+++ b/doc/conf.py
@@ -86,6 +86,7 @@
 
 
 extensions = [
+    'numpydoc',
     'bokeh.sphinxext.bokeh_plot',
     'myst_parser',
     'sphinx_design',
diff --git a/panel/auth.py b/panel/auth.py
index 53bbdbb67d..e47759dd57 100644
--- a/panel/auth.py
+++ b/panel/auth.py
@@ -124,8 +124,8 @@ async def get_authenticated_user(self, redirect_uri, client_id, state,
         """
         Fetches the authenticated user
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         redirect_uri: (str)
           The OAuth redirect URI
         client_id: (str)
@@ -172,8 +172,8 @@ async def _fetch_access_token(
         """
         Fetches the access token.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         client_id:
           The client ID
         redirect_uri:
diff --git a/panel/chat/feed.py b/panel/chat/feed.py
index cd6a50a23c..e985c6031b 100644
--- a/panel/chat/feed.py
+++ b/panel/chat/feed.py
@@ -659,8 +659,8 @@ def send(
 
         If `respond` is `True`, additionally executes the callback, if provided.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         value : ChatMessage | dict | Any
             The message contents to send.
         user : str | None
@@ -711,8 +711,8 @@ def stream(
         This method is primarily for outputs that are not generators--
         notably LangChain. For most cases, use the send method instead.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         value : str | dict | ChatMessage
             The new token value to stream.
         user : str | None
@@ -781,8 +781,8 @@ def add_step(
         Adds a ChatStep component either by appending it to an existing
         ChatMessage or creating a new ChatMessage.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         step : str | list(str) | ChatStep | None
             The objects to stream to the step.
         append : bool
@@ -889,8 +889,8 @@ def prompt_user(
         """
         Prompts the user to interact with a form component.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         component : Widget | ListPanel
             The component to prompt the user with.
         callback : Callable
@@ -1092,8 +1092,8 @@ def serialize(
         """
         Exports the chat log.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         format : str
             The format to export the chat log as; currently only
             supports "transformers".
@@ -1155,8 +1155,8 @@ def select(self, selector=None):
         Iterates over the ChatInterface and any potential children in the
         applying the selector.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         selector: type or callable or None
           The selector allows selecting a subset of Viewables by
           declaring a type or callable function to filter by.
diff --git a/panel/chat/interface.py b/panel/chat/interface.py
index dfd4f0c7ac..76271718d3 100644
--- a/panel/chat/interface.py
+++ b/panel/chat/interface.py
@@ -583,8 +583,8 @@ def active(self, index: int) -> None:
         """
         Set the active input widget tab index.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         index : int
             The active index to set.
         """
@@ -602,8 +602,8 @@ def _serialize_for_transformers(
         """
         Exports the chat log for use with transformers.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         messages : list(ChatMessage)
             A list of ChatMessage objects to serialize.
         role_names : dict(str, str | list(str)) | None
@@ -668,8 +668,8 @@ def send(
 
         If `respond` is `True`, additionally executes the callback, if provided.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         value : ChatMessage | dict | Any
             The message contents to send.
         user : str | None
@@ -714,8 +714,8 @@ def stream(
         This method is primarily for outputs that are not generators--
         notably LangChain. For most cases, use the send method instead.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         value : str | dict | ChatMessage
             The new token value to stream.
         user : str | None
diff --git a/panel/chat/message.py b/panel/chat/message.py
index 9a94cb841a..a9671725f2 100644
--- a/panel/chat/message.py
+++ b/panel/chat/message.py
@@ -684,8 +684,8 @@ def stream(self, token: str, replace: bool = False):
         in a layout of `Column(Markdown(...), Image(...))` the Markdown
         pane is updated.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         token: str
           The token to stream to the text pane.
         replace: bool (default=False)
@@ -702,8 +702,8 @@ def update(
         """
         Updates the message with a new value, user and avatar.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         value : ChatMessage | dict | Any
             The message contents to send.
         user : str | None
@@ -747,8 +747,8 @@ def serialize(
         """
         Format the object to a string.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         prefix_with_viewable_label : bool
             Whether to include the name of the Viewable, or type
             of the viewable if no name is specified.
diff --git a/panel/chat/step.py b/panel/chat/step.py
index bbdbd1e146..f6893caf67 100644
--- a/panel/chat/step.py
+++ b/panel/chat/step.py
@@ -242,8 +242,8 @@ def stream(self, token: str | None, replace: bool = False):
         """
         Stream a token to the last available string-like object.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         token : str
             The token to stream.
         replace : bool
@@ -276,8 +276,8 @@ def serialize(
         """
         Format the object to a string.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         prefix_with_viewable_label : bool
             Whether to include the name of the Viewable, or type
             of the viewable if no name is specified.
diff --git a/panel/custom.py b/panel/custom.py
index 8c4769c595..242603f077 100644
--- a/panel/custom.py
+++ b/panel/custom.py
@@ -538,8 +538,8 @@ def _handle_msg(self, data: Any) -> None:
         Message handler for messages sent from the frontend using the
         `model.send_msg` API.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         data: any
             Data received from the frontend.
         """
@@ -549,8 +549,8 @@ def _send_msg(self, data: Any) -> None:
         Sends data to the frontend which can be observed on the frontend
         with the `model.on_msg("msg:custom", callback)` API.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         data: any
             Data to send to the frontend.
         """
@@ -561,8 +561,8 @@ def on_msg(self, callback: Callable) -> None:
         Registers a callback to be executed when a message event
         containing arbitrary data is received.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         event: str
           Name of the DOM event to add an event listener to.
         callback: callable
@@ -575,8 +575,8 @@ def on_event(self, event: str, callback: Callable) -> None:
         Registers a callback to be executed when the specified DOM
         event is triggered.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         event: str
           Name of the DOM event to add an event listener to.
         callback: callable
@@ -780,8 +780,8 @@ def send(self, msg: dict):
         """
         Sends a custom event containing the provided message to the frontend.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         msg: dict
         """
         self._send_msg(msg)
diff --git a/panel/io/handlers.py b/panel/io/handlers.py
index fbe5dd6842..3293b1dea5 100644
--- a/panel/io/handlers.py
+++ b/panel/io/handlers.py
@@ -598,8 +598,8 @@ def _render_template(self, doc, path):
         found in the notebook and lays them out according to the
         cell metadata (if present).
 
-        Arguments
-        ----------
+        Parameters
+        -----------
         doc (Document)
             A ``Document`` to render the template into
         path (str):
@@ -676,8 +676,8 @@ def unset_reset():
     def modify_document(self, doc: Document) -> None:
         """Run Bokeh application code to update a ``Document``
 
-        Arguments
-        ----------
+        Parameters
+        -----------
         doc (Document) : a ``Document`` to update
         """
         path = self._runner._path
diff --git a/panel/io/location.py b/panel/io/location.py
index 946463f555..0a54a1df5c 100644
--- a/panel/io/location.py
+++ b/panel/io/location.py
@@ -233,8 +233,8 @@ def sync(
         parameters in the URL. If no parameters are supplied all
         parameters except the name are synced.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         parameterized (param.Parameterized):
           The Parameterized object to sync query parameters with
         parameters (list or dict):
@@ -273,8 +273,8 @@ def unsync(self, parameterized: param.Parameterized, parameters: list[str] | Non
         params in the URL. If no parameters are supplied all
         parameters except the name are unsynced.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         parameterized (param.Parameterized):
           The Parameterized object to unsync query parameters with
         parameters (list):
diff --git a/panel/io/resources.py b/panel/io/resources.py
index ce9378fe72..9ac9ff344e 100644
--- a/panel/io/resources.py
+++ b/panel/io/resources.py
@@ -538,8 +538,8 @@ def resolve_resources(
         """
         Resolves the resources required for this component.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         cdn: bool | Literal['auto']
             Whether to load resources from CDN or local server. If set
             to 'auto' value will be automatically determine based on
diff --git a/panel/io/state.py b/panel/io/state.py
index c88674fc53..dd4764c378 100644
--- a/panel/io/state.py
+++ b/panel/io/state.py
@@ -511,8 +511,8 @@ def as_cached(self, key: str, fn: Callable[[], T], ttl: int | None = None, **kwa
         >>>     return dataset
         >>> penguins = pn.state.as_cached('dataset-penguins', load_dataset, name='penguins')
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         key: (str)
           The key to cache the return value under.
         fn: (callable)
@@ -559,8 +559,8 @@ def add_periodic_callback(
         the period. Returns a PeriodicCallback object with the option
         to stop and start the callback.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         callback: callable
           Callable function to be executed at periodic interval.
         period: int
@@ -592,8 +592,8 @@ def cancel_task(self, name: str, wait: bool=False):
         """
         Cancel a task scheduled using the `state.schedule_task` method by name.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         name: str
             The name of the scheduled task.
         wait: boolean
@@ -640,8 +640,8 @@ def execute(
         on the event loop ensuring the Bokeh Document lock is acquired
         and models can be modified directly.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         callback: Callable[[], None]
           Callback to execute
         schedule: boolean | Literal['auto', 'thread']
@@ -671,8 +671,8 @@ def get_profile(self, profile: str):
         """
         Returns the requested profiling output.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         profile: str
           The name of the profiling output to return.
 
@@ -703,8 +703,8 @@ def log(self, msg: str, level: str = 'info') -> None:
         """
         Logs user messages to the Panel logger.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         msg: str
           Log message
         level: str
@@ -720,8 +720,8 @@ def onload(self, callback: Callable[[], None | Coroutine[Any, Any, None]], threa
         """
         Callback that is triggered when a session has been served.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         callback: Callable[[], None] | Coroutine[Any, Any, None]
            Callback that is executed when the application is loaded
         threaded: bool
@@ -769,8 +769,8 @@ def publish(
         """
         Publish parameters on a Parameterized object as a REST API.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         endpoint: str
           The endpoint at which to serve the REST API.
         parameterized: param.Parameterized
@@ -851,8 +851,8 @@ def schedule_task(
         a task from within your application code, the task is only
         scheduled once.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         name: str
           Name of the scheduled task
         callback: callable
@@ -944,8 +944,8 @@ def sync_busy(self, indicator: BooleanIndicator) -> None:
         Syncs the busy state with an indicator with a boolean value
         parameter.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         indicator: An BooleanIndicator to sync with the busy property
         """
         if not isinstance(indicator.param.value, param.Boolean):
diff --git a/panel/layout/base.py b/panel/layout/base.py
index 692315c6db..ea061aeda5 100644
--- a/panel/layout/base.py
+++ b/panel/layout/base.py
@@ -326,8 +326,8 @@ def select(self, selector=None):
         Iterates over the Viewable and any potential children in the
         applying the Selector.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         selector: type or callable or None
           The selector allows selecting a subset of Viewables by
           declaring a type or callable function to filter by.
@@ -438,8 +438,8 @@ def clone(self, *objects: Any, **params: Any) -> ListLike:
         """
         Makes a copy of the layout sharing the same parameters.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         objects: Objects to add to the cloned layout.
         params: Keyword arguments override the parameters on the clone.
 
@@ -465,8 +465,8 @@ def append(self, obj: Any) -> None:
         """
         Appends an object to the layout.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         obj (object): Panel component to add to the layout.
         """
         new_objects = list(self)
@@ -489,8 +489,8 @@ def extend(self, objects: Iterable[Any]) -> None:
         """
         Extends the objects on this layout with a list.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         objects (list): List of panel components to add to the layout.
         """
         new_objects = list(self)
@@ -501,8 +501,8 @@ def index(self, object) -> int:
         """
         Returns the integer index of the supplied object in the list of objects.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         obj (object): Panel component to look up the index for.
 
         Returns
@@ -515,8 +515,8 @@ def insert(self, index: int, obj: Any) -> None:
         """
         Inserts an object in the layout at the specified index.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         index (int): Index at which to insert the object.
         object (object): Panel components to insert in the layout.
         """
@@ -528,8 +528,8 @@ def pop(self, index: int) -> Viewable:
         """
         Pops an item from the layout by index.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         index (int): The index of the item to pop from the layout.
         """
         new_objects = list(self)
@@ -541,8 +541,8 @@ def remove(self, obj: Viewable) -> None:
         """
         Removes an object from the layout.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         obj (object): The object to remove from the layout.
         """
         new_objects = list(self)
@@ -699,8 +699,8 @@ def clone(self, *objects: Any, **params: Any) -> NamedListLike:
         """
         Makes a copy of the Tabs sharing the same parameters.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         objects: Objects to add to the cloned Tabs object.
         params: Keyword arguments override the parameters on the clone.
 
@@ -727,8 +727,8 @@ def append(self, pane: Any) -> None:
         """
         Appends an object to the tabs.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         obj (object): Panel component to add as a tab.
         """
         new_object, new_name = self._to_object_and_name(pane)
@@ -748,8 +748,8 @@ def extend(self, panes: Iterable[Any]) -> None:
         """
         Extends the the tabs with a list.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         objects (list): List of panel components to add as tabs.
         """
         new_objects, new_names = self._to_objects_and_names(panes)
@@ -762,8 +762,8 @@ def insert(self, index: int, pane: Any) -> None:
         """
         Inserts an object in the tabs at the specified index.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         index (int): Index at which to insert the object.
         object (object): Panel components to insert as tabs.
         """
@@ -777,8 +777,8 @@ def pop(self, index: int) -> Viewable:
         """
         Pops an item from the tabs by index.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         index (int): The index of the item to pop from the tabs.
         """
         new_objects = list(self)
@@ -791,8 +791,8 @@ def remove(self, pane: Viewable) -> None:
         """
         Removes an object from the tabs.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         obj (object): The object to remove from the tabs.
         """
         new_objects = list(self)
@@ -989,8 +989,8 @@ def scroll_to(self, index: int):
         """
         Scrolls to the child at the provided index.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         index: int
             Index of the child object to scroll to.
         """
diff --git a/panel/layout/flex.py b/panel/layout/flex.py
index 2014e18270..f87ff55889 100644
--- a/panel/layout/flex.py
+++ b/panel/layout/flex.py
@@ -86,8 +86,8 @@ def select(self, selector=None):
         Iterates over the Viewable and any potential children in the
         applying the Selector.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         selector: type or callable or None
           The selector allows selecting a subset of Viewables by
           declaring a type or callable function to filter by.
diff --git a/panel/layout/float.py b/panel/layout/float.py
index 7740b4fe67..0d20981b16 100644
--- a/panel/layout/float.py
+++ b/panel/layout/float.py
@@ -220,8 +220,8 @@ def select(self, selector=None):
         Iterates over the Viewable and any potential children in the
         applying the Selector.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         selector: type or callable or None
           The selector allows selecting a subset of Viewables by
           declaring a type or callable function to filter by.
diff --git a/panel/layout/grid.py b/panel/layout/grid.py
index d4dae9b349..97e4f213cc 100644
--- a/panel/layout/grid.py
+++ b/panel/layout/grid.py
@@ -435,8 +435,8 @@ def clone(self, **params):
         """
         Makes a copy of the GridSpec sharing the same parameters.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         params: Keyword arguments override the parameters on the clone.
 
         Returns
diff --git a/panel/layout/swipe.py b/panel/layout/swipe.py
index a553658f90..3ea5675208 100644
--- a/panel/layout/swipe.py
+++ b/panel/layout/swipe.py
@@ -131,8 +131,8 @@ def select(self, selector=None):
         Iterates over the Viewable and any potential children in the
         applying the Selector.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         selector: type or callable or None
           The selector allows selecting a subset of Viewables by
           declaring a type or callable function to filter by.
diff --git a/panel/links.py b/panel/links.py
index baf9e53f15..329b358f8b 100644
--- a/panel/links.py
+++ b/panel/links.py
@@ -130,8 +130,8 @@ def __init__(
         arbitrary Javascript code and will make all objects referenced
         in the args available in the JS namespace.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         source (Reactive):
            The source object the callback is attached to.
         target (Reactive | Model, optional):
@@ -368,8 +368,8 @@ def _resolve_model(
         """
         Resolves a model given the supplied object and a model_spec.
 
-        Arguments
-        ----------
+        Parameters
+        -----------
         root_model: bokeh.model.Model
           The root bokeh model often used to index models
         obj: holoviews.plotting.ElementPlot or bokeh.model.Model or panel.Viewable
diff --git a/panel/pane/base.py b/panel/pane/base.py
index 2ec5b00aca..702435b436 100644
--- a/panel/pane/base.py
+++ b/panel/pane/base.py
@@ -238,8 +238,8 @@ def get_pane_type(cls, obj: Any, **kwargs) -> type[PaneBase]:
         the precedence of all types whose applies method declares that
         the object is supported.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         obj (object): The object type to return a Pane type for
 
         Returns
@@ -467,8 +467,8 @@ def clone(self: T, object: Any | None = None, **params) -> T:
         """
         Makes a copy of the Pane sharing the same parameters.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         object: Optional new object to render
         params: Keyword arguments override the parameters on the clone.
 
@@ -490,8 +490,8 @@ def get_root(
         """
         Returns the root model and applies pre-processing hooks
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         doc: bokeh.document.Document
           Optional Bokeh document the bokeh model will be attached to.
         comm: pyviz_comms.Comm
@@ -648,8 +648,8 @@ def _recursive_update(cls, old: Reactive, new: Reactive):
         contents updating only changed parameters ensuring we don't
         have to trigger a full re-render of the entire component.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         old: Reactive
           The Reactive component being updated or replaced.
         new: Reactive
@@ -772,8 +772,8 @@ def select(self, selector: type | Callable | None = None) -> list[Viewable]:
         Iterates over the Viewable and any potential children in the
         applying the Selector.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         selector: (type | callable | None)
           The selector allows selecting a subset of Viewables by
           declaring a type or callable function to filter by.
diff --git a/panel/pane/echarts.py b/panel/pane/echarts.py
index 915afb719e..2f49f07097 100644
--- a/panel/pane/echarts.py
+++ b/panel/pane/echarts.py
@@ -139,8 +139,8 @@ def on_event(self, event: str, callback: Callable, query: str | None = None):
 
         Reference: https://apache.github.io/echarts-handbook/en/concepts/event/
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         event: str
             The name of the event to register a handler on, e.g. 'click'.
         callback: str | CustomJS
@@ -162,8 +162,8 @@ def js_on_event(self, event: str, callback: str | CustomJS, query: str | None =
 
         Reference: https://apache.github.io/echarts-handbook/en/concepts/event/
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         event: str
             The name of the event to register a handler on, e.g. 'click'.
         code: str
diff --git a/panel/pane/perspective.py b/panel/pane/perspective.py
index 5acbdaefab..2782f5eaa0 100644
--- a/panel/pane/perspective.py
+++ b/panel/pane/perspective.py
@@ -499,8 +499,8 @@ def on_click(self, callback: Callable[[PerspectiveClickEvent], None]):
         config, column names, and row values of the row that was
         clicked.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         callback: (callable)
             The callback to run on edit events.
         """
diff --git a/panel/pane/placeholder.py b/panel/pane/placeholder.py
index 949f49c4dc..5b25769090 100644
--- a/panel/pane/placeholder.py
+++ b/panel/pane/placeholder.py
@@ -51,8 +51,8 @@ def update(self, object):
         """
         Updates the object on the Placeholder.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         object: The object to update the Placeholder with.
         """
         self.object = object
diff --git a/panel/pane/vizzu.py b/panel/pane/vizzu.py
index e1f7d3931c..4f8e53f166 100644
--- a/panel/pane/vizzu.py
+++ b/panel/pane/vizzu.py
@@ -196,8 +196,8 @@ def on_click(self, callback: Callable[[dict], None]):
         Register a callback to be executed when any element in the
         chart is clicked on.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         callback: (callable)
             The callback to run on click events.
         """
diff --git a/panel/param.py b/panel/param.py
index 95cd83bda5..3394a67f9c 100644
--- a/panel/param.py
+++ b/panel/param.py
@@ -762,8 +762,8 @@ def select(self, selector=None):
         Iterates over the Viewable and any potential children in the
         applying the Selector.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         selector: type or callable or None
           The selector allows selecting a subset of Viewables by
           declaring a type or callable function to filter by.
diff --git a/panel/pipeline.py b/panel/pipeline.py
index da1d067052..1ff0a34ce6 100644
--- a/panel/pipeline.py
+++ b/panel/pipeline.py
@@ -539,8 +539,8 @@ def add_stage(self, name, stage, **kwargs):
         """
         Adds a new, named stage to the Pipeline.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         name: str
           A string name for the Pipeline stage
         stage: param.Parameterized
@@ -574,8 +574,8 @@ def define_graph(self, graph, force=False):
         the default linear flow. The graph should be defined as an
         adjacency mapping.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         graph: dict
           Dictionary declaring the relationship between different
           pipeline stages. Should map from a single stage name to
diff --git a/panel/reactive.py b/panel/reactive.py
index 5765933251..e43fa64166 100644
--- a/panel/reactive.py
+++ b/panel/reactive.py
@@ -728,8 +728,8 @@ def link(
         parameter to a callback which is triggered when the parameter
         changes.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         target: param.Parameterized
           The target object of the link.
         callbacks: dict | None
@@ -797,8 +797,8 @@ def controls(self, parameters: list[str] = [], jslink: bool = True, **kwargs) ->
         linking are exposed, but an explicit list of parameters can
         be provided.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         parameters: list(str)
            An explicit list of parameters to return controls for.
         jslink: bool
@@ -856,8 +856,8 @@ def jscallback(self, args: dict[str, Any]={}, **callbacks: str) -> Callback:
         properties that trigger a callback and the JS code that gets
         executed.
 
-        Arguments
-        ----------
+        Parameters
+        -----------
         args: dict
           A mapping of objects to make available to the JS callback
         callbacks: dict
@@ -890,8 +890,8 @@ def jslink(
         maps from the source parameter to a JS code snippet which is
         executed when the property changes.
 
-        Arguments
-        ----------
+        Parameters
+        -----------
         target: panel.viewable.Viewable | bokeh.model.Model | holoviews.core.dimension.Dimensioned
           The target to link the value to.
         code: dict
@@ -933,8 +933,8 @@ def _send_event(self, Event: ModelEvent, **event_kwargs: Any):
         """
         Send an event to the frontend
 
-        Arguments
-        ----------
+        Parameters
+        -----------
         Event: Bokeh.Event
             The event to send to the frontend
         event_kwargs: dict
@@ -1120,8 +1120,8 @@ def stream(
         Streams (appends) the `stream_value` provided to the existing
         value in an efficient manner.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         stream_value: (pd.DataFrame | pd.Series | Dict)
           The new value(s) to append to the existing value.
         rollover: (int | None, default=None)
@@ -1226,8 +1226,8 @@ def patch(self, patch_value: pd.DataFrame | pd.Series | dict) -> None:
         """
         Efficiently patches (updates) the existing value with the `patch_value`.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         patch_value: (pd.DataFrame | pd.Series | Dict)
           The value(s) to patch the existing value with.
 
@@ -2220,8 +2220,8 @@ def on_event(self, node: str, event: str, callback: Callable) -> None:
         give it an id of the form `id="name"`, where `name` will
         be the node identifier.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         node: str
           Named node in the HTML identifiable via id of the form `id="name"`.
         event: str
diff --git a/panel/template/base.py b/panel/template/base.py
index 38ddc000f2..9f7ab282d0 100644
--- a/panel/template/base.py
+++ b/panel/template/base.py
@@ -339,8 +339,8 @@ def resolve_resources(
         """
         Resolves the resources required for this template component.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         cdn: bool | Literal['auto']
             Whether to load resources from CDN or local server. If set
             to 'auto' value will be automatically determine based on
@@ -447,8 +447,8 @@ def save(
         """
         Saves Panel objects to file.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         filename: string or file-like object
            Filename to save the plot to
         title: string
@@ -486,8 +486,8 @@ def server_doc(
         """
         Returns a servable Document with the template attached.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         doc : bokeh.Document (optional)
           The Bokeh Document to attach the panel to as a root,
           defaults to bokeh.io.curdoc()
@@ -512,8 +512,8 @@ def servable(
         Serves the template and returns self to allow it to display
         itself in a notebook context.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         title : str
           A string title to give the Document (if served as an app)
         location : boolean or panel.io.location.Location
@@ -547,8 +547,8 @@ def select(self, selector=None):
         Iterates over the Template and any potential children in the
         applying the Selector.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         selector: type or callable or None
           The selector allows selecting a subset of Viewables by
           declaring a type or callable function to filter by.
@@ -967,8 +967,8 @@ def add_panel(self, name: str, panel: Any, tags: list[str] = []) -> None:
         Add panels to the Template, which may then be referenced by
         the given name using the jinja2 embed macro.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         name : str
           The name to refer to the panel by in the template
         panel : panel.Viewable
@@ -990,8 +990,8 @@ def add_variable(self, name: str, value: Any) -> None:
         Add parameters to the template, which may then be referenced
         by the given name in the Jinja2 template.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         name : str
           The name to refer to the panel by in the template
         value : object
diff --git a/panel/theme/base.py b/panel/theme/base.py
index 4d82f31e8a..bccb7b2f3b 100644
--- a/panel/theme/base.py
+++ b/panel/theme/base.py
@@ -315,8 +315,8 @@ def apply(self, viewable: Viewable, root: Model, isolated: bool = True):
         """
         Applies the Design to a Viewable and all it children.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         viewable: Viewable
             The Viewable to apply the Design to.
         root: Model
@@ -347,8 +347,8 @@ def apply_bokeh_theme_to_model(self, model: Model, theme_override=None):
         Applies the Bokeh theme associated with this Design system
         to a model.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         model: bokeh.model.Model
             The Model to apply the theme on.
         theme_override: str | None
@@ -371,8 +371,8 @@ def resolve_resources(
         """
         Resolves the resources required for this design component.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         cdn: bool | Literal['auto']
             Whether to load resources from CDN or local server. If set
             to 'auto' value will be automatically determine based on
@@ -413,8 +413,8 @@ def params(
         """
         Provides parameter values to apply the provided Viewable.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         viewable: Viewable
             The Viewable to return modifiers for.
         doc: Document | None
diff --git a/panel/viewable.py b/panel/viewable.py
index 425567b673..ca2e67c57f 100644
--- a/panel/viewable.py
+++ b/panel/viewable.py
@@ -367,8 +367,8 @@ def servable(
         DOM if in a pyodide context and returns the Panel object to
         allow it to display itself in a notebook context.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         title : str
           A string title to give the Document (if served as an app)
         location : boolean or panel.io.location.Location
@@ -436,8 +436,8 @@ def show(
         """
         Starts a Bokeh server and displays the Viewable in a new tab.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         title : str | None
           A string title to give the Document (if served as an app)
         port: int (optional, default=0)
@@ -570,8 +570,8 @@ def _get_model(
         Converts the objects being wrapped by the viewable into a
         bokeh model that can be composed in a bokeh layout.
 
-        Arguments
-        ----------
+        Parameters
+        -----------
         doc: bokeh.Document
           Bokeh document the bokeh model will be attached to.
         root: bokeh.Model
@@ -591,8 +591,8 @@ def _cleanup(self, root: Model | None = None) -> None:
         """
         Clean up method which is called when a Viewable is destroyed.
 
-        Arguments
-        ---------
+        Pgarameters
+        ----------
         root: bokeh.model.Model
           Bokeh model for the view being cleaned up
         """
@@ -666,8 +666,8 @@ def get_root(
         """
         Returns the root model and applies pre-processing hooks
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         doc: bokeh.Document
           Bokeh document the bokeh model will be attached to.
         comm: pyviz_comms.Comm
@@ -861,8 +861,8 @@ def clone(self, **params) -> Viewable:
         """
         Makes a copy of the object sharing the same parameters.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         params: Keyword arguments override the parameters on the clone.
 
         Returns
@@ -879,8 +879,8 @@ def select(
         Iterates over the Viewable and any potential children in the
         applying the Selector.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         selector: type or callable or None
           The selector allows selecting a subset of Viewables by
           declaring a type or callable function to filter by.
@@ -907,8 +907,8 @@ def embed(
         this will only work well for simple apps with a relatively
         small state space.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         max_states: int
           The maximum number of states to embed
         max_opts: int
@@ -943,8 +943,8 @@ def save(
         """
         Saves Panel objects to file.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         filename: str or file-like object
            Filename to save the plot to
         title: string
@@ -991,8 +991,8 @@ def server_doc(
         """
         Returns a serveable bokeh Document with the panel attached
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         doc : bokeh.Document (optional)
           The bokeh Document to attach the panel to as a root,
           defaults to bokeh.io.curdoc()
diff --git a/panel/widgets/base.py b/panel/widgets/base.py
index 53beeabc54..a37ab19d9d 100644
--- a/panel/widgets/base.py
+++ b/panel/widgets/base.py
@@ -101,8 +101,8 @@ def from_values(cls, values, **params):
         Creates an instance of this Widget where the parameters are
         inferred from the data.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         values: Iterable
             The values to infer the parameters from.
         params: dict
@@ -207,8 +207,8 @@ def _get_embed_state(
         Returns the bokeh model and a discrete set of value states
         for the widget.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         root: bokeh.model.Model
           The root model of the widget
         values: list (optional)
@@ -275,8 +275,8 @@ def select(
         Iterates over the Viewable and any potential children in the
         applying the Selector.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         selector: type or callable or None
           The selector allows selecting a subset of Viewables by
           declaring a type or callable function to filter by.
diff --git a/panel/widgets/button.py b/panel/widgets/button.py
index e2cfe14228..32c018ab9c 100644
--- a/panel/widgets/button.py
+++ b/panel/widgets/button.py
@@ -106,8 +106,8 @@ def js_on_click(self, args: dict[str, Any] = {}, code: str = "") -> Callback:
         Allows defining a JS callback to be triggered when the button
         is clicked.
 
-        Arguments
-        ----------
+        Parameters
+        -----------
         args: dict
           A mapping of objects to make available to the JS callback
         code: str
@@ -128,8 +128,8 @@ def jscallback(self, args: dict[str, Any] = {}, **callbacks: str) -> Callback:
         properties that trigger a callback and the JS code that gets
         executed.
 
-        Arguments
-        ----------
+        Parameters
+        -----------
         args: dict
           A mapping of objects to make available to the JS callback
         **callbacks: dict
@@ -213,8 +213,8 @@ def jslink(
         maps from the source parameter to a JS code snippet which is
         executed when the property changes.
 
-        Arguments
-        ----------
+        Parameters
+        -----------
         target: panel.viewable.Viewable | bokeh.model.Model | holoviews.core.dimension.Dimensioned
           The target to link the value(s) to.
         code: dict
@@ -256,8 +256,8 @@ def on_click(
         ...    print("I was clicked!")
         >>> button.on_click(handle_click)
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         callback:
             The function to run on click events. Must accept a positional `Event` argument. Can
             be a sync or async function
@@ -363,8 +363,8 @@ def on_click(
 
         The callback is given an `Event` argument declaring the number of clicks
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         callback: (Callable[[param.parameterized.Event], None])
             The function to run on click events. Must accept a positional `Event` argument
 
diff --git a/panel/widgets/file_selector.py b/panel/widgets/file_selector.py
index ef3f087bef..15a6799af8 100644
--- a/panel/widgets/file_selector.py
+++ b/panel/widgets/file_selector.py
@@ -86,8 +86,8 @@ def ls(self, path):
         """
         Concrete classes must implement this method to list the content of a remote filesystem.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         path: str
             The path to search
 
diff --git a/panel/widgets/icon.py b/panel/widgets/icon.py
index cbc0df65fa..8f532c9d1b 100644
--- a/panel/widgets/icon.py
+++ b/panel/widgets/icon.py
@@ -141,8 +141,8 @@ def on_click(
 
         The callback is given an `Event` argument declaring the number of clicks.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         callback: (Callable[[param.parameterized.Event], None])
             The function to run on click events. Must accept a positional `Event` argument
 
diff --git a/panel/widgets/input.py b/panel/widgets/input.py
index f5d811282c..495a6beb04 100644
--- a/panel/widgets/input.py
+++ b/panel/widgets/input.py
@@ -278,8 +278,8 @@ def save(self, filename):
         Saves the uploaded FileInput data object(s) to file(s) or
         BytesIO object(s).
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         filename (str or list[str]): File path or file-like object
         """
         value = self.value
diff --git a/panel/widgets/select.py b/panel/widgets/select.py
index 8b8a1c30b9..6949a34b8a 100644
--- a/panel/widgets/select.py
+++ b/panel/widgets/select.py
@@ -864,8 +864,8 @@ def on_double_click(
         ...    print(f"Option {event.option} was double clicked.")
         >>> select.on_double_click(handle_click)
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         callback:
             The function to run on click events. Must accept a positional `Event` argument. Can
             be a sync or async function
diff --git a/panel/widgets/tables.py b/panel/widgets/tables.py
index 3e5238363d..5eaad033fa 100644
--- a/panel/widgets/tables.py
+++ b/panel/widgets/tables.py
@@ -609,8 +609,8 @@ def add_filter(self, filter: Any, column: str | None = None):
                   scalars and the filter will check if the values
                   in the column match any of the items in the list.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         filter: Widget, param.Parameter or FunctionType
             The value by which to filter the DataFrame along the
             declared column, or a function accepting the DataFrame to
@@ -716,8 +716,8 @@ def stream(self, stream_value, rollover=None, reset_index=True):
         Streams (appends) the `stream_value` provided to the existing
         value in an efficient manner.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         stream_value: (pd.DataFrame | pd.Series | Dict)
           The new value(s) to append to the existing value.
         rollover: int
@@ -825,8 +825,8 @@ def patch(self, patch_value, as_index=True):
         """
         Efficiently patches (updates) the existing value with the `patch_value`.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         patch_value: (pd.DataFrame | pd.Series | Dict)
           The value(s) to patch the existing value with.
         as_index: boolean
@@ -2109,8 +2109,8 @@ def download(self, filename: str = 'table.csv'):
         """
         Triggers downloading of the table as a CSV or JSON.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         filename: str
             The filename to save the table as.
         """
@@ -2123,8 +2123,8 @@ def download_menu(self, text_kwargs={}, button_kwargs={}):
         Returns a menu containing a TextInput and Button widget to set
         the filename and trigger a client-side download of the data.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         text_kwargs: dict
             Keyword arguments passed to the TextInput constructor
         button_kwargs: dict
@@ -2161,8 +2161,8 @@ def on_edit(self, callback: Callable[[TableEditEvent], None]):
         a TableEditEvent as the first argument containing the column,
         row and value of the edited cell.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         callback: (callable)
             The callback to run on edit events.
         """
@@ -2174,8 +2174,8 @@ def on_click(self, callback: Callable[[CellClickEvent], None], column: str | Non
         The callback is given a CellClickEvent declaring the column
         and row of the cell that was clicked.
 
-        Arguments
-        ---------
+        Parameters
+        ----------
         callback: (callable)
             The callback to run on edit events.
         column: (str)
diff --git a/pixi.toml b/pixi.toml
index d28c8c27f8..830ee2e8ae 100644
--- a/pixi.toml
+++ b/pixi.toml
@@ -214,6 +214,7 @@ OBJC_DISABLE_INITIALIZE_FORK_SAFETY = "YES"
 lxml = "*"
 nbsite = ">=0.8.6rc9"
 selenium = "*"
+numpydoc = "*"
 
 [feature.doc.tasks]
 _docs-refmanual = 'sphinx-apidoc -e -o doc/api/ panel/'