diff --git a/results/summary.ipynb b/results/summary.ipynb
index dce03b3..aaf20e6 100644
--- a/results/summary.ipynb
+++ b/results/summary.ipynb
@@ -62,7 +62,8 @@
     "- [Candidate Generation](#candidate-generation)\n",
     "- [Candidate Annotation](#candidate-annotation)\n",
     "- [Labeling Functions](#labeling-functions)\n",
-    "- [Discriminative Model](#discriminative-model)\n",
+    "- [Strong Supervision](#strong-supervision)\n",
+    "- [Weak Supervision](#weak-supervision)\n",
     "- [Relation Extraction](#relation-extraction)\n",
     "- [TODO](#todo)"
    ]
@@ -2354,7 +2355,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Dev Set Supervised Modeling"
+    "<h1><a id='strong-supervision'>Strong Supervision</a></h1>"
    ]
   },
   {
@@ -2931,9 +2932,9 @@
     }
    },
    "source": [
-    "<h1><a id='discriminative-model'>Discriminative Model</a></h1>\n",
+    "<h1><a id='weak-supervision'>Weak Supervision</a></h1>\n",
     "\n",
-    "The \"Discriminative Model\" is the final classifier trained on the large set of weak labels from the Snorkel generative model.\n",
+    "The weak supervision model (aka \"Discriminative Model\") is the final classifier trained on the large set of weak labels from the Snorkel generative model.\n",
     "\n",
     "The notebook that trains this model (well, currently a grid of models) is {{plink(NB_END_TRAIN, use_path_name=True)}}.\n",
     "\n",
@@ -2946,7 +2947,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "#### Median Scores for Discriminative Model"
+    "#### Median Scores for Weak Supervision Models"
    ]
   },
   {
@@ -3099,7 +3100,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "#### Median Scores for Dev Supervised Model"
+    "#### Median Scores for Strong Supervision Models"
    ]
   },
   {
diff --git a/results/summary.render.ipynb b/results/summary.render.ipynb
index e3b5768..2904479 100644
--- a/results/summary.render.ipynb
+++ b/results/summary.render.ipynb
@@ -62,7 +62,8 @@
     "- [Candidate Generation](#candidate-generation)\n",
     "- [Candidate Annotation](#candidate-annotation)\n",
     "- [Labeling Functions](#labeling-functions)\n",
-    "- [Discriminative Model](#discriminative-model)\n",
+    "- [Strong Supervision](#strong-supervision)\n",
+    "- [Weak Supervision](#weak-supervision)\n",
     "- [Relation Extraction](#relation-extraction)\n",
     "- [TODO](#todo)"
    ]
@@ -2354,7 +2355,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Dev Set Supervised Modeling"
+    "<h1><a id='strong-supervision'>Strong Supervision</a></h1>"
    ]
   },
   {
@@ -2931,9 +2932,9 @@
     }
    },
    "source": [
-    "<h1><a id='discriminative-model'>Discriminative Model</a></h1>\n",
+    "<h1><a id='weak-supervision'>Weak Supervision</a></h1>\n",
     "\n",
-    "The \"Discriminative Model\" is the final classifier trained on the large set of weak labels from the Snorkel generative model.\n",
+    "The weak supervision model (aka \"Discriminative Model\") is the final classifier trained on the large set of weak labels from the Snorkel generative model.\n",
     "\n",
     "The notebook that trains this model (well, currently a grid of models) is <a href=\"../pipeline/11-training-classifier.ipynb\">pipeline/11-training-classifier.ipynb</a>.\n",
     "\n",
@@ -2946,7 +2947,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "#### Median Scores for Discriminative Model"
+    "#### Median Scores for Weak Supervision Models"
    ]
   },
   {
@@ -3099,7 +3100,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "#### Median Scores for Dev Supervised Model"
+    "#### Median Scores for Strong Supervision Models"
    ]
   },
   {