diff --git a/docs/source/release-notes.rst b/docs/source/release-notes.rst
index 10e4f0e6..15fc5797 100644
--- a/docs/source/release-notes.rst
+++ b/docs/source/release-notes.rst
@@ -116,7 +116,7 @@ Outage Distribution Factors".
 - Add a loss factor in ``RTED.dc2ac``
 - Add ``DCOPF.dc2ac``
 - Fix OModel parse status to ensure no_parsed params can be updated
-- Fix and rerun ex2
+- Fix and rerun ``ex2``
 - Format ``Routine.get`` return type to be consistent with input idx type
 - Remove unused ``Routine.prepare``
 - Refactor ``MatProcessor`` to separate matrix building
@@ -124,12 +124,12 @@ Outage Distribution Factors".
 - Add ``build_ptdf``, ``build_lodf``, and ``build_otdf``
 - Fix ``Routine.get`` to support pd.Series type idx input
 - Reserve ``exec_time`` after ``dc2ac``
-- Adjust kloss to fix ex2
+- Adjust kloss to fix ``ex2``
 
 v0.9.5 (2024-03-25)
 -------------------
 
-- Add more plots in demo_AGC
+- Add more plots in ``demo_AGC``
 - Improve line rating adjustment
 - Adjust static import sequence in ``models.__init__.py``
 - Adjust pjm5bus case line rate_a
@@ -143,18 +143,18 @@ v0.9.4 (2024-03-16)
 
 - Add Var ``pi`` and ExpressionCalc ``pic`` to store the dual of constraint power balance
 - Add Param ``M`` and ``D`` to model ``REGCV1``
-- Add CPS1 score calculation in demo_AGC
+- Add CPS1 score calculation in ``demo_AGC``
 
 v0.9.3 (2024-03-06)
 -------------------
 
-- Major improvemets on demo_AGC
+- Major improvemets on ``demo_AGC``
 - Bug fix in ``RTED.dc2ac``
 
 v0.9.2 (2024-03-04)
 -------------------
 
-- Add demo_AGC to demonstrate detailed SFR study
+- Add ``demo_AGC`` to demonstrate detailed secondary frequency regulation study
 - Add ``ExpressionCalc`` to handle post-solving calculation
 - Rename ``type='eq'`` to ``is_eq=False`` in ``Constraint`` to avoid overriding built-in attribute
 - Several formatting improvements
@@ -162,7 +162,7 @@ v0.9.2 (2024-03-04)
 v0.9.1 (2024-03-02)
 -------------------
 
-- Change sphinx extension myst_nb to nbsphinx for math rendering in ex8
+- Change sphinx extension myst_nb to nbsphinx for math rendering in ``ex8``
 - Improve ``symprocessor`` to include routine config
 - Add config to Routine reference
 - Fix symbol processor issue with power operator
@@ -170,7 +170,7 @@ v0.9.1 (2024-03-02)
 v0.9.0 (2024-02-27)
 -------------------
 
-- Add ex8 to demonstrate customize existing formulations via API
+- Add ``ex8`` for formulation customization via API
 - Improve Development documentation
 - Fix ``addService``, ``addVars``
 - Rename ``RoutineModel`` to ``RoutineBase`` for better naming