diff --git a/src/altk/effcomm/util.py b/src/altk/effcomm/util.py
index 3be12103..96a790c4 100644
--- a/src/altk/effcomm/util.py
+++ b/src/altk/effcomm/util.py
@@ -148,3 +148,25 @@ def DKL(p, q, axis=None):
     return (xlogx(p) - np.where(p > PRECISION, p * np.log2(q + PRECISION), 0)).sum(
         axis=axis
     )
+
+
+def gNID(pW_X, pV_X, pX):
+    """Compute Generalized Normalized Informational Distance between two encoders.
+
+    Args:
+        pW_X: first encoder of shape `(|meanings|, |words|)`
+
+        pV_X: second encoder of shape `(|meanings|, |words|)`
+
+        pX: prior over source variables of shape `(|meanings|,)`
+    """
+    if len(pX.shape) == 1:
+        pX = pX[:, None]
+    elif pX.shape[0] == 1 and pX.shape[1] > 1:
+        pX = pX.T
+    pXW = pW_X * pX
+    pWV = pXW.T @ (pV_X)
+    pWW = pXW.T @ (pW_X)
+    pVV = (pV_X * pX).T @ (pV_X)
+    score = 1 - MI(pWV) / (np.max([MI(pWW), MI(pVV)]))
+    return score