diff --git a/joss/paper.md b/joss/paper.md
index 21c546f860d9ea143e1fae3149f0ab7bedd01ae4..df5c4b651c25a05425e813ccf853b2072f015fcf 100644
--- a/joss/paper.md
+++ b/joss/paper.md
@@ -1,10 +1,11 @@
 ---
-title: 'FHI-vibes: _Ab Initio_ Vibrational Simulations'
+title: 'SISSO++'
 tags:
-  - Python
+  - SISSO
+  - Symbolic Regression
   - Physics
-  - Phonons
-  - Transport
+  - C++
+  - Python
 authors:
   - name: Thomas A. R. Purcell
     orcid: 0000-0003-4564-7206