diff --git a/notebook/research/acl2021.ipynb b/notebook/research/acl2021.ipynb
index 5d04654e9..e5f53c556 100644
--- a/notebook/research/acl2021.ipynb
+++ b/notebook/research/acl2021.ipynb
@@ -786,7 +786,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "The validation F1/accuracy we got was 92.3/89.7, where the accuracy outperforms grid search. The test F1/accuracy was 91.1/87.8. As a result, random search with 4*GST and the minimal search space `hpo_space_min` has outperformed grid search. We stop the troubleshooting process. "
+    "The validation F1/accuracy we got was 93.2/90.4, where the accuracy outperforms grid search. The test F1/accuracy was 90.9/87.4. As a result, random search with 4*GST and the minimal search space `hpo_space_min` has outperformed grid search. We stop the troubleshooting process."
    ]
   }
  ],