diff --git a/README.md b/README.md
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 # mud-pod: A Multivariate Unimodality Test
 
 ![Build Status](https://github.com/prokolyvakis/mudpod/actions/workflows/test_workflow.yml/badge.svg)
+[![arXiv](https://img.shields.io/badge/arXiv-2311.16614-b31b1b.svg)](https://arxiv.org/abs/2311.16614)
 
 This package offers tools to analyze the unimodality of data sampled from multivariate distributions lying in the Euclidean Space.
 
 ## Features
 
-- The `mud-pod` test`: A multivariate unimodality test.
+- The `mud-pod` test: A multivariate unimodality test.
 - The `dip-means` clustering algorithm: A wrapper of `k-means` that also detects the numbers of clusters.
 
 ## Installation