diff --git a/docs/extras/modules/evaluation/comparison/pairwise_embedding_distance.ipynb b/docs/extras/modules/evaluation/comparison/pairwise_embedding_distance.ipynb
index 3490a95b58..cf60769a8a 100644
--- a/docs/extras/modules/evaluation/comparison/pairwise_embedding_distance.ipynb
+++ b/docs/extras/modules/evaluation/comparison/pairwise_embedding_distance.ipynb
@@ -51,7 +51,7 @@
    ],
    "source": [
     "evaluator.evaluate_string_pairs(\n",
-    "    prediction=\"Seattle is hot in June\", reference=\"Seattle is cool in June.\"\n",
+    "    prediction=\"Seattle is hot in June\", prediction_b=\"Seattle is cool in June.\"\n",
     ")"
    ]
   },
@@ -75,7 +75,7 @@
    ],
    "source": [
     "evaluator.evaluate_string_pairs(\n",
-    "    prediction=\"Seattle is warm in June\", reference=\"Seattle is cool in June.\"\n",
+    "    prediction=\"Seattle is warm in June\", prediction_b=\"Seattle is cool in June.\"\n",
     ")"
    ]
   },
@@ -172,7 +172,7 @@
    ],
    "source": [
     "hf_evaluator.evaluate_string_pairs(\n",
-    "    prediction=\"Seattle is hot in June\", reference=\"Seattle is cool in June.\"\n",
+    "    prediction=\"Seattle is hot in June\", prediction_b=\"Seattle is cool in June.\"\n",
     ")"
    ]
   },
@@ -196,7 +196,7 @@
    ],
    "source": [
     "hf_evaluator.evaluate_string_pairs(\n",
-    "    prediction=\"Seattle is warm in June\", reference=\"Seattle is cool in June.\"\n",
+    "    prediction=\"Seattle is warm in June\", prediction_b=\"Seattle is cool in June.\"\n",
     ")"
    ]
   },