diff --git a/src/modules/lrkproxy/doc/lrkproxy_admin.xml b/src/modules/lrkproxy/doc/lrkproxy_admin.xml
index 57cc2faab30..1f9eacc5341 100644
--- a/src/modules/lrkproxy/doc/lrkproxy_admin.xml
+++ b/src/modules/lrkproxy/doc/lrkproxy_admin.xml
@@ -17,14 +17,16 @@
 	<section>
 	<title>Overview</title>
 	<para>
-		This is a module that enables media streams to be relayed via an
- 		lrkproxy. This module works with py_lrkproxy engine in:
+		This is a module that enables media streams to be relayed via
+ 		pylrkproxy engine that exist in:
 		https://github.com/mojtabaesfandiari/pylrkproxy
-		This module does relaying audio streams between peers in
+		It does relaying audio streams between peers in
 		PREROUTING netfilter-hooking section in kernel-space linux.
 		The LRKProxy architecture is composed of two
 		different layers. These layers are independent of each
 		other.
+		For more information about LRKProxy architecture, please visit our paper in ieeexplore:
+		https://ieeexplore.ieee.org/document/9303608
 	</para>
 	</section>
 
@@ -33,12 +35,12 @@
 	<section>
 		<title>LRKP_Controlling Layer (LRKP_CL)</title>
 		<para>
-			The first layer is developed as User-Space
+			The first layer develope as User-Space
 			application that allows User-Space to directly
 			access and manipulate cache data
 			buffer and packet buffer in Kernel-Space. This layer
 			gets all information about creating new sessions,
-			active sessions and tear-down sessions which is
+			active sessions and teardown sessions which is
 	       		gotten from SDP body during signaling plan and relay
 			them to the LRKP-Transport Stateful Layer (LRKP-
 			TSL).
@@ -47,7 +49,7 @@
 	<section>
 		<title>LRKP_Transport Stateful Layer (LRKP_TSL)</title>
 		<para>
-			The second layer is developed in Kernel-Space as
+			The second layer develope in Kernel-Space as
         		a main decision point for RTP admission controller
         		and Quickpath selector to where a received packet
         		should be forwarded with power of packet mangling