diff --git a/include/simsimd/probability.h b/include/simsimd/probability.h
index ca10b782..b043299c 100644
--- a/include/simsimd/probability.h
+++ b/include/simsimd/probability.h
@@ -225,7 +225,7 @@ SIMSIMD_PUBLIC void simsimd_js_f32_neon(simsimd_f32_t const *a, simsimd_f32_t co
 
     simsimd_f32_t log2_normalizer = 0.693147181f;
     simsimd_f32_t sum = vaddvq_f32(sum_vec) * log2_normalizer / 2;
-    *result = SIMSIMD_SQRT(sum);
+    *result = _simsimd_sqrt_f32_neon(sum);
 }
 
 #pragma clang attribute pop
@@ -298,7 +298,7 @@ SIMSIMD_PUBLIC void simsimd_js_f16_neon(simsimd_f16_t const *a, simsimd_f16_t co
 
     simsimd_f32_t log2_normalizer = 0.693147181f;
     simsimd_f32_t sum = vaddvq_f32(sum_vec) * log2_normalizer / 2;
-    *result = SIMSIMD_SQRT(sum);
+    *result = _simsimd_sqrt_f32_neon(sum);
 }
 
 #pragma clang attribute pop
@@ -404,8 +404,8 @@ SIMSIMD_PUBLIC void simsimd_js_f16_haswell(simsimd_f16_t const *a, simsimd_f16_t
 
     simsimd_f32_t log2_normalizer = 0.693147181f;
     simsimd_f32_t sum = _simsimd_reduce_f32x8_haswell(sum_vec);
-    sum *= log2_normalizer;
-    *result = sum / 2;
+    sum *= log2_normalizer / 2;
+    *result = _simsimd_sqrt_f32_haswell(sum);
 }
 
 #pragma clang attribute pop
@@ -497,7 +497,9 @@ SIMSIMD_PUBLIC void simsimd_js_f32_skylake(simsimd_f32_t const *a, simsimd_f32_t
     if (n) goto simsimd_js_f32_skylake_cycle;
 
     simsimd_f32_t log2_normalizer = 0.693147181f;
-    *result = _mm512_reduce_add_ps(_mm512_add_ps(sum_a_vec, sum_b_vec)) * log2_normalizer / 2;
+    simsimd_f32_t sum = _mm512_reduce_add_ps(_mm512_add_ps(sum_a_vec, sum_b_vec));
+    sum *= log2_normalizer / 2;
+    *result = _simsimd_sqrt_f32_haswell(sum);
 }
 
 #pragma clang attribute pop
@@ -587,7 +589,9 @@ SIMSIMD_PUBLIC void simsimd_js_f16_sapphire(simsimd_f16_t const *a, simsimd_f16_
     if (n) goto simsimd_js_f16_sapphire_cycle;
 
     simsimd_f32_t log2_normalizer = 0.693147181f;
-    *result = _mm512_reduce_add_ph(_mm512_add_ph(sum_a_vec, sum_b_vec)) * log2_normalizer / 2;
+    simsimd_f32_t sum = _mm512_reduce_add_ph(_mm512_add_ph(sum_a_vec, sum_b_vec));
+    sum *= log2_normalizer / 2;
+    *result = _simsimd_sqrt_f32_haswell(sum);
 }
 
 #pragma clang attribute pop