diff --git a/README.md b/README.md
index bed04a7..3ab762a 100644
--- a/README.md
+++ b/README.md
@@ -148,9 +148,9 @@ unimodal tasks applied to specific modalities.
I-JEPA
-The [Image-based Joint-Embedding Predictive Architecture](https://arxiv.org/pdf/2301.08243) (I-JEPA) is a unimodal non-generative
-self-supervised learning method that predicts the *representations* of several target blocks of an image given a context block
-from the same image. This task can be combined with the contrastive pretraining task to learn multimodal representations from
+The Image-based Joint-Embedding Predictive Architecture (I-JEPA) is a unimodal non-generative
+self-supervised learning method that predicts the representations of several target blocks of an image given a context block
+from the same image. This task can be combined with the contrastive pretraining task to learn multimodal representations from
paired and unpaired data.
|