diff --git a/.gitignore b/.gitignore
index 15f192a..2734261 100644
--- a/.gitignore
+++ b/.gitignore
@@ -123,3 +123,4 @@ example_data/preprocessed
 
 # Dev notebooks
 notebooks/tmp
+/tmp
diff --git a/src/batdetect2/core/registries.py b/src/batdetect2/core/registries.py
index 80852ac..3cfc817 100644
--- a/src/batdetect2/core/registries.py
+++ b/src/batdetect2/core/registries.py
@@ -1,13 +1,14 @@
-import sys
-from typing import Callable, Dict, Generic, Tuple, Type, TypeVar
+from typing import (
+    Callable,
+    Concatenate,
+    Generic,
+    ParamSpec,
+    Type,
+    TypeVar,
+)
 
 from pydantic import BaseModel
 
-if sys.version_info >= (3, 10):
-    from typing import Concatenate, ParamSpec
-else:
-    from typing_extensions import Concatenate, ParamSpec
-
 __all__ = [
     "Registry",
     "SimpleRegistry",
@@ -45,10 +46,10 @@ class Registry(Generic[T_Type, P_Type]):
 
     def __init__(self, name: str):
         self._name = name
-        self._registry: Dict[
+        self._registry: dict[
             str, Callable[Concatenate[..., P_Type], T_Type]
         ] = {}
-        self._config_types: Dict[str, Type[BaseModel]] = {}
+        self._config_types: dict[str, Type[BaseModel]] = {}
 
     def register(
         self,
@@ -74,7 +75,7 @@ class Registry(Generic[T_Type, P_Type]):
 
         return decorator
 
-    def get_config_types(self) -> Tuple[Type[BaseModel], ...]:
+    def get_config_types(self) -> tuple[Type[BaseModel], ...]:
         return tuple(self._config_types.values())
 
     def get_config_type(self, name: str) -> Type[BaseModel]:
diff --git a/src/batdetect2/evaluate/config.py b/src/batdetect2/evaluate/config.py
index f41edef..5d58779 100644
--- a/src/batdetect2/evaluate/config.py
+++ b/src/batdetect2/evaluate/config.py
@@ -4,9 +4,7 @@ from pydantic import Field
 from soundevent import data
 
 from batdetect2.core.configs import BaseConfig, load_config
-from batdetect2.evaluate.tasks import (
-    TaskConfig,
-)
+from batdetect2.evaluate.tasks import TaskConfig
 from batdetect2.evaluate.tasks.classification import ClassificationTaskConfig
 from batdetect2.evaluate.tasks.detection import DetectionTaskConfig
 from batdetect2.logging import CSVLoggerConfig, LoggerConfig