diff --git a/README.md b/README.md
index 4f5f572d8936d463edfd4936702cd70808eef45f..45e18c31c52c012f7bde7dbc572b9e4bfdf65509 100644
--- a/README.md
+++ b/README.md
@@ -200,14 +200,14 @@ The application codes that constitute the UEABS are:
     <tr>
       <td>TensorFlow</td>
       <td></td>
+      <td>X</td>
+      <td>X</td>
+      <td>X</td>
       <td></td>
-      <td></td>
-      <td></td>
-      <td></td>
-      <td></td>
-      <td></td>
-      <td></td>
-      <td></td>
+      <td>X</td>
+      <td>X</td>
+      <td>X</td>
+      <td>TensorFlow is a popular open-source library for symbolic math and linear algebra, with particular optimisation for neural-networks-based machine learning workflow. Maintained by Google, it is widely used for research and production in both the academia and the industry.</td>
     </tr>
   </tbody>
 </table>
@@ -223,7 +223,6 @@ The application codes that constitute the UEABS are:
 - [PFARM](#pfarm)
 - [QCD](#qcd)
 - [Quantum Espresso](#espresso)
-- [SHOC](#shoc)
 - [SPECFEM3D](#specfem3d)
 - [TensorFlow](#tensorflow)