diff --git a/src/axiomatic/axtract/axtract_report.py b/src/axiomatic/axtract/axtract_report.py
index 34a82ed..bc10d9d 100644
--- a/src/axiomatic/axtract/axtract_report.py
+++ b/src/axiomatic/axtract/axtract_report.py
@@ -248,7 +248,7 @@ def create_report(report_data: EquationExtractionResponse, report_path: str = ".
             html_content += f"""
                         <tr>
                             <td>\\({symbol.key}\\)</td>
-                            <td>{symbol.key}</td>
+                            <td>{symbol.value}</td>
                         </tr>
             """
 
diff --git a/src/axiomatic/axtract/interactive_table.py b/src/axiomatic/axtract/interactive_table.py
index 428088d..4122124 100644
--- a/src/axiomatic/axtract/interactive_table.py
+++ b/src/axiomatic/axtract/interactive_table.py
@@ -409,6 +409,6 @@ def _create_variable_dict(equation_response: EquationExtractionResponse) -> dict
         for symbol in equation.latex_symbols:
             # Only add if not already present (avoid duplicates)
             if symbol.key not in variable_dict:
-                variable_dict[symbol.key] = {"name": symbol.key}
+                variable_dict[symbol.key] = {"name": symbol.value}
 
     return variable_dict
diff --git a/src/axiomatic/base_client.py b/src/axiomatic/base_client.py
index e5dfa3a..886a251 100644
--- a/src/axiomatic/base_client.py
+++ b/src/axiomatic/base_client.py
@@ -27,7 +27,6 @@
 from .fso.client import AsyncFsoClient
 from .pic.client import AsyncPicClient
 
-
 class BaseClient:
     """
     Use this class to access the different functions within the SDK. You can instantiate any number of clients with different configuration that will propagate to these functions.
diff --git a/src/axiomatic/client.py b/src/axiomatic/client.py
index 0215d4f..b753b19 100644
--- a/src/axiomatic/client.py
+++ b/src/axiomatic/client.py
@@ -1,7 +1,7 @@
 import base64
 import dill  # type: ignore
 import json
-import requests
+import requests # type: ignore
 import os
 import time
 import json
@@ -42,24 +42,29 @@ def analyze_equations(
         file_path: Optional[str] = None,
         url_path: Optional[str] = None,
         parsed_paper: Optional[ParseResponse] = None,
-    ) -> Optional[EquationExtractionResponse]:
-        response: Union[EquationExtractionResponse, EquationProcessingResponse]
-        
+    ) -> Optional[EquationExtractionResponse]:        
         if file_path:
-            with open(file_path, "rb") as file:
-                response = self._ax_client.document.equation.from_pdf(document=file)
+            with open(file_path, "rb") as pdf_file:
+                response = self._ax_client.document.equation.from_pdf(document=pdf_file)
+        
         elif url_path:
             if "arxiv" in url_path and "abs" in url_path:
                 url_path = url_path.replace("abs", "pdf")
-
-            response = self._ax_client.document.equation.from_pdf(document=url_path)
+            url_file = requests.get(url_path)
+            from io import BytesIO
+            pdf_stream = BytesIO(url_file.content)
+            response = self._ax_client.document.equation.from_pdf(document=pdf_stream)
+        
         elif parsed_paper:
-            response = self._ax_client.document.equation.process(**parsed_paper.model_dump())
+            response = EquationExtractionResponse.model_validate(
+                self._ax_client.document.equation.process(**parsed_paper.model_dump()).model_dump()
+            )
+        
         else:
             print("Please provide either a file path or a URL to analyze.")
             return None
-
-        return EquationExtractionResponse(equations=response.equations)
+        
+        return response
 
     def validate_equations(
         self,