diff --git a/CHANGELOG.md b/CHANGELOG.md
index ba46ba8..f9f778d 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -3,8 +3,8 @@
 All notable changes to this project will be documented in this file.
 
 ## [0.4.4] UNRELEASED
-### Changed
-- TODO
+### Added
+- `Evaluate` class now implements a __hash__ and tolist() methods.
 
 ## [0.4.3] 2023-06-15
 ### Changed
diff --git a/src/aac_metrics/classes/evaluate.py b/src/aac_metrics/classes/evaluate.py
index 7a7dea8..cc89e6d 100644
--- a/src/aac_metrics/classes/evaluate.py
+++ b/src/aac_metrics/classes/evaluate.py
@@ -2,6 +2,8 @@
 # -*- coding: utf-8 -*-
 
 import logging
+import pickle
+import zlib
 
 from typing import Callable, Iterable, Union
 
@@ -93,6 +95,14 @@ def update(
         self._candidates += candidates
         self._mult_references += mult_references
 
+    def tolist(self) -> list[AACMetric]:
+        return list(self)
+
+    def __hash__(self) -> int:
+        data = pickle.dumps(self)
+        data = zlib.adler32(data)
+        return data
+
 
 class AACEvaluate(Evaluate):
     """Evaluate candidates with multiple references with all Audio Captioning metrics.