diff --git a/supporting/RAGAS_Service/ragas_service.py b/supporting/RAGAS_Service/ragas_service.py
index 058fcbf..b5c9016 100644
--- a/supporting/RAGAS_Service/ragas_service.py
+++ b/supporting/RAGAS_Service/ragas_service.py
@@ -44,8 +44,8 @@ def evaluate_rag(req: EvalRequest):
         dataset,
         metrics=[
             faithfulness, 
-            answer_relevancy, 
-            context_precision
+          #  answer_relevancy, 
+          #  context_precision
         ],
     )
 
diff --git a/supporting/RAGAS_Service/requirements.txt b/supporting/RAGAS_Service/requirements.txt
index b57984a..3c87cd7 100644
--- a/supporting/RAGAS_Service/requirements.txt
+++ b/supporting/RAGAS_Service/requirements.txt
@@ -6,12 +6,7 @@ uvicorn[standard]
 ragas
 datasets
 
-# LLM + embeddings
-openai
-tiktoken
-
 # Utils
-pydantic
 numpy
 pandas