From 52e5b5c6f470485ffbaa43abf221d24c2b431874 Mon Sep 17 00:00:00 2001
From: hande-k <handekafkas7@gmail.com>
Date: Fri, 24 Jan 2025 13:20:38 +0100
Subject: [PATCH] edit cognee_hotpot_eval.ipynb

---
 notebooks/cognee_hotpot_eval.ipynb | 26 +++++++++++++-------------
 1 file changed, 13 insertions(+), 13 deletions(-)

diff --git a/notebooks/cognee_hotpot_eval.ipynb b/notebooks/cognee_hotpot_eval.ipynb
index 23fc35976..2ec83cc3b 100644
--- a/notebooks/cognee_hotpot_eval.ipynb
+++ b/notebooks/cognee_hotpot_eval.ipynb
@@ -56,8 +56,8 @@
    "source": [
     "## Define Context Provider\n",
     "**Options**: \n",
-    "- **no_rag**: raw context \n",
     "- **cognee**: context with cognee \n",
+    "- **no_rag**: raw context \n",
     "- **simple_rag**: context with simple rag \n",
     "- **brute_force**: context with brute force triplet search"
    ]
@@ -66,7 +66,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### Here, \"no_rag\" is used as context provider\n"
+    "### Here, \"cognee\" is used as context provider\n"
    ]
   },
   {
@@ -75,7 +75,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "context_provider_name = \"no_rag\"\n",
+    "context_provider_name = \"cognee\"\n",
     "context_provider = qa_context_providers[context_provider_name]"
    ]
   },
@@ -282,7 +282,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "##### Calculating `\"F1\"`"
+    "##### Calculating `\"F1 Score\"`"
    ]
   },
   {
@@ -320,7 +320,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "##### Calculating `\"EM\"`"
+    "##### Calculating `\"Exact Match (EM) Score\"`"
    ]
   },
   {
@@ -350,7 +350,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### \"cognee\" as context provider\n"
+    "### \"no_rag\" as context provider"
    ]
   },
   {
@@ -359,7 +359,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "context_provider_name = \"cognee\"\n",
+    "context_provider_name = \"no_rag\"\n",
     "context_provider = qa_context_providers[context_provider_name]"
    ]
   },
@@ -553,7 +553,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "##### Calculating `\"F1\"`"
+    "##### Calculating `\"F1 Score\"`"
    ]
   },
   {
@@ -591,7 +591,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "##### Calculating `\"EM\"`"
+    "##### Calculating `\"Exact Match (EM) Score\"`"
    ]
   },
   {
@@ -833,7 +833,7 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "metric_name_list = [\"F1\"]\n",
+    "metric_name_list = [\"F1 Score\"]\n",
     "eval_metrics = get_metrics(metric_name_list)"
    ]
   },
@@ -862,7 +862,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "##### Calculating `\"EM\"`"
+    "##### Calculating `\"Exact Match (EM) Score\"`"
    ]
   },
   {
@@ -1095,7 +1095,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "##### Calculating `\"F1\"`"
+    "##### Calculating `\"F1 Score\"`"
    ]
   },
   {
@@ -1133,7 +1133,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "##### Calculating `\"EM\"`"
+    "##### Calculating `\"Exact Match (EM) Score\"`"
    ]
   },
   {