diff --git a/README.md b/README.md
index d2145794cd8aa997dd7f09a9b15bf506d6f523d3..9f1574d77839061641fc18768294a7f562fd82d8 100644
--- a/README.md
+++ b/README.md
@@ -1,4 +1,4 @@
-# A distributed Split-Gibbs Sampler with Hypergraph Structure for High-Dimensional Inverse Problems
+# A Distributed Block-Split-Gibbs Sampler (DSGS) with Hypergraph Structure for High-Dimensional Inverse Problems
 
 [![license](https://img.shields.io/badge/license-GPL--3.0-brightgreen.svg)](LICENSE)
 [![docs-page](https://img.shields.io/badge/docs-latest-blue)](#)
@@ -15,7 +15,7 @@
 
 ## Table of content
 
-- [A distributed Split-Gibbs Sampler with Hypergraph Structure for High-Dimensional Inverse Problems](#a-distributed-split-gibbs-sampler-with-hypergraph-structure-for-high-dimensional-inverse-problems)
+- [A Distributed Block-Split-Gibbs Sampler (DSGS) with Hypergraph Structure for High-Dimensional Inverse Problems](#a-distributed-block-split-gibbs-sampler-dsgs-with-hypergraph-structure-for-high-dimensional-inverse-problems)
   - [Table of content](#table-of-content)
   - [Description](#description)
   - [Installation](#installation)
diff --git a/docs/source/index.rst b/docs/source/index.rst
index a4dfd3a8794d1d02651572fa50c5689127a2db8f..4fef1456eee86e08e7b317af497cded9c9ba3ee0 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -1,9 +1,7 @@
 ``dsgs`` documentation
 ======================
 
-This library provides the Python implementation of a distributed Split-Gibbs sampler (SGS) :cite:p:`Vono2019tsp`, with specific applications to imaging inverse problems.
-
-The library currently contains codes to reproduce the experiments reported in :cite:p:`Thouvenin2023`.
+This library provides the Python implementation of a distributed split-Gibbs sampler (SGS) :cite:p:`Vono2019tsp` with specific applications to imaging inverse problems. The library currently contains codes to reproduce the experiments reported in :cite:p:`Thouvenin2023`.
 
 
 .. toctree::