diff --git a/.github/workflows/reference_tests.yml b/.github/workflows/reference_tests.yml
index f947ff7..c328da3 100644
--- a/.github/workflows/reference_tests.yml
+++ b/.github/workflows/reference_tests.yml
@@ -9,15 +9,12 @@ on:
 jobs:
   test:
     runs-on: ubuntu-latest
-    defaults:
-      run:
-        working-directory: tests/references/bdhke-nutshell
 
     steps:
-      - uses: actions/checkout@v2
+      - uses: actions/checkout@v3
 
       - name: Set up Python
-        uses: actions/setup-python@v2
+        uses: actions/setup-python@v4
         with:
           python-version: "3.12"
 
@@ -25,8 +22,33 @@ jobs:
         run: |
           curl -sSL https://install.python-poetry.org | python3 -
 
+      - name: Install Scarb
+        uses: software-mansion/setup-scarb@v1
+        with:
+          scarb-version: "2.3.1"
+
       - name: Install dependencies
+        working-directory: tests/references/bdhke-nutshell
         run: poetry install
 
       - name: Run reference tests
-        run: ./run_reference_tests.sh
+        run: |
+          ./tests/references/reference_tests.sh
+
+      - name: Check test results
+        run: |
+          if grep -q "false" tests/references/target/results.json; then
+            echo "Some tests failed. Check the report for details."
+            exit 1
+          fi
+
+      - name: Upload test artifacts
+        uses: actions/upload-artifact@v3
+        if: always()
+        with:
+          name: test-results
+          path: |
+            tests/references/target/report.txt
+            tests/references/target/results.json
+            tests/references/target/cairo_output.log
+            tests/references/target/nutshell_output.log
diff --git a/.gitignore b/.gitignore
index c78a8bd..2ce669b 100644
--- a/.gitignore
+++ b/.gitignore
@@ -26,4 +26,7 @@ Cargo.lock
 *.pyd
 *.pyo
 *.pyd
-**/__pycache__/
\ No newline at end of file
+**/__pycache__/
+
+**/target
+**/.DS_Store
\ No newline at end of file
diff --git a/src/main.cairo b/src/main.cairo
index cdddd1b..3b97213 100644
--- a/src/main.cairo
+++ b/src/main.cairo
@@ -23,6 +23,7 @@ fn main() {
         .unwrap();
 
     let B_ = step1_alice(secret_msg, blinding_factor);
-    let B_coordinates = B_.get_coordinates().unwrap();
-    println!("Blinded message: {:?}", B_coordinates);
+    let (B_x, B_y) = B_.get_coordinates().unwrap();
+    println!("S1_Blinded_message_x: {B_x}");
+    println!("S1_Blinded_message_y: {B_y}");
 }
diff --git a/tests/references/bdhke-nutshell/bdhke_nutshell.py b/tests/references/bdhke-nutshell/bdhke_nutshell.py
index 5db7520..570448c 100644
--- a/tests/references/bdhke-nutshell/bdhke_nutshell.py
+++ b/tests/references/bdhke-nutshell/bdhke_nutshell.py
@@ -54,9 +54,6 @@ def log(message):
     log(f"Blinding factor (r): {r.pubkey.serialize().hex()}")
 
     x_coord, y_coord = pubkey_to_xy(r.pubkey)
-
-    log(f"Blinding factor public key r x_coord: {x_coord.hex()}")
-    log(f"Blinding factor public key r y_coord: {y_coord.hex()}")
     log("***********************************************************\n")
 
     log("\n***********************************************************")
@@ -64,8 +61,8 @@ def log(message):
     B_, _ = step1_alice(secret_msg, r)
     log(f"Blinded message (B_): {B_.serialize().hex()}")
     x_coord, y_coord = pubkey_to_xy(B_)
-    log(f"Blinded message public key r x_coord: {int.from_bytes(x_coord, 'big')}")
-    log(f"Blinded message public key r y_coord: {int.from_bytes(y_coord, 'big')}")
+    log(f"S1_Blinded_message_x: {int.from_bytes(x_coord, 'big')}")
+    log(f"S1_Blinded_message_y: {int.from_bytes(y_coord, 'big')}")
     log("***********************************************************\n")
 
     log("\n***********************************************************")
diff --git a/tests/references/bdhke-nutshell/run_reference_tests.sh b/tests/references/bdhke-nutshell/run_nutshell.sh
similarity index 100%
rename from tests/references/bdhke-nutshell/run_reference_tests.sh
rename to tests/references/bdhke-nutshell/run_nutshell.sh
diff --git a/tests/references/patterns.txt b/tests/references/patterns.txt
new file mode 100644
index 0000000..2ab5ea4
--- /dev/null
+++ b/tests/references/patterns.txt
@@ -0,0 +1,2 @@
+S1_Blinded_message_x
+S1_Blinded_message_y
\ No newline at end of file
diff --git a/tests/references/reference_tests.sh b/tests/references/reference_tests.sh
new file mode 100755
index 0000000..935fe6f
--- /dev/null
+++ b/tests/references/reference_tests.sh
@@ -0,0 +1,112 @@
+#!/bin/bash
+
+set -e
+
+# Set up variables
+WORKING_DIR=$(pwd)
+TARGET_DIR="$WORKING_DIR/tests/references/target"
+CAIRO_LOG="$TARGET_DIR/cairo_output.log"
+NUTSHELL_LOG="$TARGET_DIR/nutshell_output.log"
+PATTERNS_FILE="$WORKING_DIR/tests/references/patterns.txt"
+RESULTS_FILE="$TARGET_DIR/results.json"
+REPORT_FILE="$TARGET_DIR/report.txt"
+
+# Create target directory if it doesn't exist
+mkdir -p "$TARGET_DIR"
+
+# Function to run tests and save logs
+run_tests() {
+    echo "Running Cairo implementation..."
+    cd "$WORKING_DIR"
+    scarb cairo-run --available-gas=200000000 > "$CAIRO_LOG" 2>&1
+
+    echo "Running Nutshell implementation..."
+    cd "$WORKING_DIR/tests/references/bdhke-nutshell"
+    ./run_nutshell.sh > "$NUTSHELL_LOG" 2>&1
+}
+
+# Function to extract values from logs
+extract_values() {
+    local log_file=$1
+    local pattern=$2
+    grep "$pattern" "$log_file" | cut -d':' -f2 | tr -d ' '
+}
+
+# Function to compare values and update results
+compare_values() {
+    local pattern=$1
+    local cairo_value=$(extract_values "$CAIRO_LOG" "$pattern")
+    local nutshell_value=$(extract_values "$NUTSHELL_LOG" "$pattern")
+    
+    echo "Pattern: $pattern" >> "$REPORT_FILE"
+    echo "Cairo value: $cairo_value" >> "$REPORT_FILE"
+    echo "Nutshell value: $nutshell_value" >> "$REPORT_FILE"
+    
+    if [ -z "$cairo_value" ] && [ -z "$nutshell_value" ]; then
+        echo "  \"$pattern\": false," >> "$RESULTS_FILE"
+        echo "❌ $pattern: Missing value in both implementations" >> "$REPORT_FILE"
+    elif [ -z "$cairo_value" ]; then
+        echo "  \"$pattern\": false," >> "$RESULTS_FILE"
+        echo "❌ $pattern: Missing value in Cairo implementation" >> "$REPORT_FILE"
+    elif [ -z "$nutshell_value" ]; then
+        echo "  \"$pattern\": false," >> "$RESULTS_FILE"
+        echo "❌ $pattern: Missing value in Nutshell implementation" >> "$REPORT_FILE"
+    elif [ "$cairo_value" = "$nutshell_value" ]; then
+        echo "  \"$pattern\": true," >> "$RESULTS_FILE"
+        echo "✅ $pattern: Match" >> "$REPORT_FILE"
+    else
+        echo "  \"$pattern\": false," >> "$RESULTS_FILE"
+        echo "❌ $pattern: Mismatch" >> "$REPORT_FILE"
+        echo "   Cairo: $cairo_value" >> "$REPORT_FILE"
+        echo "   Nutshell: $nutshell_value" >> "$REPORT_FILE"
+    fi
+    echo "" >> "$REPORT_FILE"
+}
+
+# Main execution
+echo "Starting reference tests..."
+
+# Run tests
+run_tests
+
+# Initialize results file
+echo "{" > "$RESULTS_FILE"
+
+# Initialize report file
+echo "Reference Test Report" > "$REPORT_FILE"
+echo "=====================" >> "$REPORT_FILE"
+echo "" >> "$REPORT_FILE"
+
+# Compare values for each pattern
+while IFS= read -r pattern
+do
+    compare_values "$pattern"
+done < "$PATTERNS_FILE"
+
+# Finalize results file
+sed -i '' '$ s/,$//' "$RESULTS_FILE"  # Remove trailing comma
+echo "}" >> "$RESULTS_FILE"
+
+# Calculate and add summary to report
+total_patterns=$(wc -l < "$PATTERNS_FILE")
+matching_patterns=$(grep -c "true" "$RESULTS_FILE")
+echo "Summary:" >> "$REPORT_FILE"
+echo "--------" >> "$REPORT_FILE"
+echo "Total patterns: $total_patterns" >> "$REPORT_FILE"
+echo "Matching patterns: $matching_patterns" >> "$REPORT_FILE"
+
+if [ "$total_patterns" -eq "$matching_patterns" ]; then
+    echo "✅ All patterns match" >> "$REPORT_FILE"
+    test_result=0
+else
+    echo "❌ Some patterns do not match" >> "$REPORT_FILE"
+    test_result=1
+fi
+
+# Display report
+cat "$REPORT_FILE"
+
+echo "Reference tests completed. See $REPORT_FILE for full report."
+
+# Exit with the appropriate status
+exit $test_result
\ No newline at end of file