diff --git a/Metadata-Override.md b/Metadata-Override.md
index 91a55d4..fd23954 100644
--- a/Metadata-Override.md
+++ b/Metadata-Override.md
@@ -92,8 +92,8 @@ model_name: Example Model Six
 model_author: John Smith
 model_version: v1.0
 model_organization: SparkExampleMind
-quantized_by: Abbety Jenson
 model_description: This is an example of a model
+model_quantized_by: Abbety Jenson
 # Useful for cleanly regenerating default naming conventions
 model_finetune: instruct
 model_basename: llamabase
@@ -102,7 +102,7 @@ model_size_label: 8x2.3Q
 license: apache-2.0
 license_name: 'Apache License Version 2.0, January 2004'
 license_link: 'https://huggingface.co/datasets/choosealicense/licenses/blob/main/markdown/apache-2.0.md'
-# Typically represents the converted GGUF repo (Unless native)
+# Model Location/ID
 model_url: 'https://huggingface.co/SparkExampleMind/llamabase-8x2.3Q-instruct-v1.0-F16/blob/main/README.md'
 model_doi: 'doi:10.1080/02626667.2018.1560449'
 model_uuid: f18383df-ceb9-4ef3-b929-77e4dc64787c
@@ -118,9 +118,7 @@ base_model_sources:
     author: OpenAI
     version: '3.0'
     organization: OpenAI
-    description: >-
-      A large language model capable of performing a wide variety of language
-      tasks.
+    description:  A large language model capable of performing a wide variety of language tasks.
     url: 'https://openai.com/research/gpt-3'
     doi: 10.5555/gpt3doi123456
     uuid: 123e4567-e89b-12d3-a456-426614174000
@@ -129,9 +127,7 @@ base_model_sources:
     author: Google AI Language
     version: '1.0'
     organization: Google
-    description: >-
-      A transformer-based model pretrained on English to achieve
-      state-of-the-art performance on a range of NLP tasks.
+    description: A transformer-based model pretrained on English to achieve state-of-the-art performance on a range of NLP tasks.
     url: 'https://github.com/google-research/bert'
     doi: 10.5555/bertdoi789012
     uuid: 987e6543-e21a-43f3-a356-527614173999
@@ -165,6 +161,6 @@ tags:
   - tiny model
 pipeline_tag:
   - text-classification
-languages:
+language:
   - en
 ```
\ No newline at end of file