diff --git a/notebooks/tutorials/model_validation/2-start_validation_process.ipynb b/notebooks/tutorials/model_validation/2-start_validation_process.ipynb
index 5493f1f9c..3ebbade72 100644
--- a/notebooks/tutorials/model_validation/2-start_validation_process.ipynb
+++ b/notebooks/tutorials/model_validation/2-start_validation_process.ipynb
@@ -36,7 +36,7 @@
     "  - [Remove highly correlated features](#toc4_4_)    \n",
     "- [Documenting test results](#toc5_)    \n",
     "  - [Configure and run comparison tests](#toc5_1_)    \n",
-    "  - [Log tests with a unique identifiers](#toc5_2_)    \n",
+    "  - [Log tests with unique identifiers](#toc5_2_)    \n",
     "  - [Add test results to reporting](#toc5_3_)    \n",
     "- [Split the preprocessed dataset](#toc6_)    \n",
     "  - [Initialize the split datasets](#toc6_1_)    \n",
@@ -650,7 +650,7 @@
    "source": [
     "<a id='toc5_2_'></a>\n",
     "\n",
-    "### Log tests with a unique identifiers\n",
+    "### Log tests with unique identifiers\n",
     "\n",
     "Next, we'll use the previously initialized `vm_balanced_raw_dataset` (that still has a highly correlated `Age` column) as input to run an individual test, then log the result to the ValidMind Platform.\n",
     "\n",
diff --git a/notebooks/tutorials/model_validation/3-developing_challenger_model.ipynb b/notebooks/tutorials/model_validation/3-developing_challenger_model.ipynb
index 9daf05da3..012584fbf 100644
--- a/notebooks/tutorials/model_validation/3-developing_challenger_model.ipynb
+++ b/notebooks/tutorials/model_validation/3-developing_challenger_model.ipynb
@@ -29,7 +29,7 @@
     "- [Initializing the model objects](#toc5_)    \n",
     "  - [Initialize the model objects](#toc5_1_)    \n",
     "  - [Assign predictions](#toc5_2_)    \n",
-    "- [Running model validation tests](#toc6_)    \n",
+    "- [Running model evaluation tests](#toc6_)    \n",
     "  - [Run model performance tests](#toc6_1_)    \n",
     "    - [Evaluate performance of the champion model](#toc6_1_1_)    \n",
     "    - [Log a model finding](#toc6_1_2_)    \n",
@@ -514,7 +514,7 @@
    "source": [
     "<a id='toc6_'></a>\n",
     "\n",
-    "## Running model validation tests\n",
+    "## Running model evaluation tests\n",
     "\n",
     "With everything ready for us, let's run the rest of our validation tests. We'll focus on comprehensive testing around model performance of both the champion and challenger models going forward as we've already verified the data quality of the datasets used to train the champion model."
    ]
diff --git a/notebooks/tutorials/model_validation/link-finding.png b/notebooks/tutorials/model_validation/link-finding.png
index dd1c8a266..f1855aab2 100644
Binary files a/notebooks/tutorials/model_validation/link-finding.png and b/notebooks/tutorials/model_validation/link-finding.png differ
diff --git a/notebooks/tutorials/model_validation/link-validator-evidence.png b/notebooks/tutorials/model_validation/link-validator-evidence.png
index 7403cad67..660a19cfa 100644
Binary files a/notebooks/tutorials/model_validation/link-validator-evidence.png and b/notebooks/tutorials/model_validation/link-validator-evidence.png differ
diff --git a/notebooks/tutorials/model_validation/link-validator-evidence_OLD.png b/notebooks/tutorials/model_validation/link-validator-evidence_OLD.png
deleted file mode 100644
index 58823e8f2..000000000
Binary files a/notebooks/tutorials/model_validation/link-validator-evidence_OLD.png and /dev/null differ
diff --git a/pyproject.toml b/pyproject.toml
index 32728854d..de89b0b81 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -10,7 +10,7 @@ description = "ValidMind Library"
 license = "Commercial License"
 name = "validmind"
 readme = "README.pypi.md"
-version = "2.8.22"
+version = "2.8.23"
 
 [tool.poetry.dependencies]
 aiohttp = {extras = ["speedups"], version = "*"}
diff --git a/validmind/__version__.py b/validmind/__version__.py
index 7217d14b6..aba8f14b7 100644
--- a/validmind/__version__.py
+++ b/validmind/__version__.py
@@ -1 +1 @@
-__version__ = "2.8.22"
+__version__ = "2.8.23"