diff --git a/synapse/state.py b/synapse/state.py
index 4c8247e7c2..037f24dd79 100644
--- a/synapse/state.py
+++ b/synapse/state.py
@@ -58,7 +58,11 @@ class _StateCacheEntry(object):
     __slots__ = ["state", "state_group", "state_id", "prev_group", "delta_ids"]
 
     def __init__(self, state, state_group, prev_group=None, delta_ids=None):
+        # dict[(str, str), str] map  from (type, state_key) to event_id
         self.state = frozendict(state)
+
+        # the ID of a state group if one and only one is involved.
+        # otherwise, None otherwise?
         self.state_group = state_group
 
         self.prev_group = prev_group
@@ -288,11 +292,12 @@ class StateHandler(object):
         """ Given a list of event_ids this method fetches the state at each
         event, resolves conflicts between them and returns them.
 
+        Args:
+            room_id (str):
+            event_ids (list[str]):
+
         Returns:
-            a Deferred tuple of (`state_group`, `state`, `prev_state`).
-            `state_group` is the name of a state group if one and only one is
-            involved. `state` is a map from (type, state_key) to event, and
-            `prev_state` is a list of event ids.
+            Deferred[_StateCacheEntry]: resolved state
         """
         logger.debug("resolve_state_groups event_ids %s", event_ids)
 
@@ -437,8 +442,8 @@ def resolve_events_with_state_map(state_sets, state_map):
             state_sets.
 
     Returns
-        dict[(str, str), synapse.events.FrozenEvent]:
-            a map from (type, state_key) to event.
+        dict[(str, str), str]:
+            a map from (type, state_key) to event_id.
     """
     if len(state_sets) == 1:
         return state_sets[0]
@@ -460,6 +465,21 @@ def _seperate(state_sets):
     """Takes the state_sets and figures out which keys are conflicted and
     which aren't. i.e., which have multiple different event_ids associated
     with them in different state sets.
+
+    Args:
+        state_sets(list[dict[(str, str), str]]):
+            List of dicts of (type, state_key) -> event_id, which are the
+            different state groups to resolve.
+
+    Returns:
+        (dict[(str, str), str], dict[(str, str), set[str]]):
+            A tuple of (unconflicted_state, conflicted_state), where:
+
+            unconflicted_state is a dict mapping (type, state_key)->event_id
+            for unconflicted state keys.
+
+            conflicted_state is a dict mapping (type, state_key) to a set of
+            event ids for conflicted state keys.
     """
     unconflicted_state = dict(state_sets[0])
     conflicted_state = {}
@@ -500,8 +520,8 @@ def resolve_events_with_factory(state_sets, state_map_factory):
             a Deferred of dict of event_id to event.
 
     Returns
-        Deferred[dict[(str, str), synapse.events.FrozenEvent]]:
-            a map from (type, state_key) to event.
+        Deferred[dict[(str, str), str]]:
+            a map from (type, state_key) to event_id.
     """
     if len(state_sets) == 1:
         defer.returnValue(state_sets[0])