diff --git a/docs/userDocs/source/user/FloatingPointErrorEstimation.rst b/docs/userDocs/source/user/FloatingPointErrorEstimation.rst
index 5ff623482..5058a0cc8 100644
--- a/docs/userDocs/source/user/FloatingPointErrorEstimation.rst
+++ b/docs/userDocs/source/user/FloatingPointErrorEstimation.rst
@@ -1,5 +1,5 @@
-FP Error Estimation
-*******************
+Floating Point Error Estimation using CHEF-FP
+*********************************************
 
 ============
 Introduction
@@ -33,11 +33,17 @@ gradient computation for large and complex codebases, and is deeply
 integrated with the compiler, allowing automatic generation of error
 estimation code.
 
-Where does the FPEE logic reside?
-=================================
+Where does the CHEF-FP logic reside?
+====================================
+
+**CHEF-FP** (the tool created for Floating Point Error Estimation) is a
+flexible, scalable, and easy-to-use source-code transformation tool based on
+Automatic Differentiation (AD) for analyzing approximation errors in HPC
+applications. 
 
-The main logic for Floating Point Error Estimation resides in the following
-files:
+  For more details, please view `Fast and Automatic Floating Point Error Analysis with CHEF-FP`_.
+
+The main logic for CHEF-FP resides in the following files:
 
 - `include/clad/Differentiator/ErrorEstimator.h`_
 
@@ -78,8 +84,8 @@ This model will return a formula that is represented using a Clang
 expression.This Clang expression can, in turn, be written into the  derivative
 code that is generated using Clad.
 
-What else is FPEE framework capable of?
-=======================================
+What else is CHEF-FP capable of?
+================================
 
 Sensitivity Analysis
 --------------------
@@ -105,7 +111,7 @@ How do I create my own Custom model?
 ====================================
 
 Custom Models may be one of the main reasons that new users may be interested
-in adapting the FPEE code to their specific use cases. 
+in adapting the CHEF-FP code to their specific use cases. 
 
 Top define a custom model using Clad:
 
@@ -135,7 +141,7 @@ Further Reading
 
 For more technical details, please view: 
 
-- `Fast and Automatic Floating Point Error Analysis`_ - (published paper)
+- `Fast and Automatic Floating Point Error Analysis with CHEF-FP`_ - (published paper)
 
 - `How to Estimate Floating Point Errors Using AD`_ - (tutorial)
 
@@ -143,7 +149,7 @@ For more technical details, please view:
 
 - `Estimating Floating-Point Errors Using Automatic Differentiation`_ - (presentation, slides and video)
 
-- `FP-EE Proposal`_ - (PDF, slightly outdated, useful for background information)
+- `Floating-Point Error Estimation Proposal`_ - (PDF, slightly outdated, useful for background information)
 
 
 Appendix - Notable Classes
@@ -159,11 +165,6 @@ error information exchange between Clad and the Error Estimation module
 (CHEF-FP). This class is responsible for a lot of the housekeeping tasks as
 well.
 
-  **CHEF-FP** is a flexible, scalable, and easy-to-use source-code
-  transformation tool based on Automatic Differentiation (AD) for analyzing
-  approximation errors in HPC applications. For more details, please view `Fast
-  and Automatic Floating Point Error Analysis`_.
-
 clad::ErrorEstimator::EmitFinalErrorStmts
 -----------------------------------------
 
@@ -177,7 +178,7 @@ forward block.
 
 .. _demos/ErrorEstimation: https://github.com/vgvassilev/clad/tree/master/demos/ErrorEstimation
 
-.. _Fast and Automatic Floating Point Error Analysis: https://arxiv.org/pdf/2304.06441.pdf
+.. _Fast and Automatic Floating Point Error Analysis with CHEF-FP: https://arxiv.org/pdf/2304.06441.pdf
 
 .. _CustomModel: https://github.com/vgvassilev/clad/blob/master/demos/ErrorEstimation/CustomModel/README.md
 
@@ -187,7 +188,7 @@ forward block.
 
 .. _Estimating Floating-Point Errors Using Automatic Differentiation: https://compiler-research.org/presentations/#FPErrorEstADSIAMUQ2022
 
-.. _FP-EE Proposal: https://compiler-research.org/assets/docs/Garima_Singh_Proposal_2020.pdf
+.. _Floating-Point Error Estimation Proposal: https://compiler-research.org/assets/docs/Garima_Singh_Proposal_2020.pdf
 
 .. _CHEF-FP Examples Repo: https://github.com/grimmmyshini/chef-fp-examples