diff --git a/input/solvation/groups/group.py b/input/solvation/groups/group.py
index 5d63b37f41..5d56821841 100644
--- a/input/solvation/groups/group.py
+++ b/input/solvation/groups/group.py
@@ -4,8 +4,9 @@
 name = "group"
 shortDesc = u""
 longDesc = u""" 
-All groups are fitted by Yunsie Chung and Pierre Walker using experimental solute parameter data (manuscript in preparation)
-unless written otherwise.
+All groups are fitted using experimental solute parameter data unless written otherwise.
+See Chung, Y., Vermeire, F. H., Wu, H., Walker, P. J., Abraham, M. H., 
+& Green, W. H. (2022). J. Chem. Inf. Model, 62(3), 433-446.
 """
 
 entry(
diff --git a/input/solvation/groups/halogen.py b/input/solvation/groups/halogen.py
index 4545e7b767..26292af714 100644
--- a/input/solvation/groups/halogen.py
+++ b/input/solvation/groups/halogen.py
@@ -4,8 +4,9 @@
 name = "halogen"
 shortDesc = u""
 longDesc = u""" 
-All groups are fitted by Yunsie Chung and Pierre Walker using experimental solute parameter data (manuscript in preparation)
-unless written otherwise.
+All groups are fitted using experimental solute parameter data unless written otherwise.
+See Chung, Y., Vermeire, F. H., Wu, H., Walker, P. J., Abraham, M. H., 
+& Green, W. H. (2022). J. Chem. Inf. Model, 62(3), 433-446.
 """
 
 entry(
diff --git a/input/solvation/groups/longDistanceInteraction_cyclic.py b/input/solvation/groups/longDistanceInteraction_cyclic.py
index d8e6d34be8..671e88a7b6 100644
--- a/input/solvation/groups/longDistanceInteraction_cyclic.py
+++ b/input/solvation/groups/longDistanceInteraction_cyclic.py
@@ -4,8 +4,9 @@
 name = "longDistanceInteraction_cyclic"
 shortDesc = u""
 longDesc = u""" 
-All groups are fitted by Yunsie Chung and Pierre Walker using experimental solute parameter data (manuscript in preparation)
-unless written otherwise.
+All groups are fitted using experimental solute parameter data unless written otherwise.
+See Chung, Y., Vermeire, F. H., Wu, H., Walker, P. J., Abraham, M. H., 
+& Green, W. H. (2022). J. Chem. Inf. Model, 62(3), 433-446.
 """
 
 entry(
diff --git a/input/solvation/groups/longDistanceInteraction_noncyclic.py b/input/solvation/groups/longDistanceInteraction_noncyclic.py
index b1950e25f3..9ebafb848c 100644
--- a/input/solvation/groups/longDistanceInteraction_noncyclic.py
+++ b/input/solvation/groups/longDistanceInteraction_noncyclic.py
@@ -4,8 +4,9 @@
 name = "longDistanceInteraction_noncyclic"
 shortDesc = u""
 longDesc = u""" 
-All groups are fitted by Yunsie Chung and Pierre Walker using experimental solute parameter data (manuscript in preparation)
-unless written otherwise.
+All groups are fitted using experimental solute parameter data unless written otherwise.
+See Chung, Y., Vermeire, F. H., Wu, H., Walker, P. J., Abraham, M. H., 
+& Green, W. H. (2022). J. Chem. Inf. Model, 62(3), 433-446.
 """
 
 entry(
diff --git a/input/solvation/groups/polycyclic.py b/input/solvation/groups/polycyclic.py
index d8136447a0..d8d3f66e32 100644
--- a/input/solvation/groups/polycyclic.py
+++ b/input/solvation/groups/polycyclic.py
@@ -4,8 +4,9 @@
 name = "polycyclic"
 shortDesc = u""
 longDesc = u""" 
-All groups are fitted by Yunsie Chung and Pierre Walker using experimental solute parameter data (manuscript in preparation)
-unless written otherwise.
+All groups are fitted using experimental solute parameter data unless written otherwise.
+See Chung, Y., Vermeire, F. H., Wu, H., Walker, P. J., Abraham, M. H., 
+& Green, W. H. (2022). J. Chem. Inf. Model, 62(3), 433-446.
 """
 
 entry(
diff --git a/input/solvation/groups/ring.py b/input/solvation/groups/ring.py
index 30312c5074..d8d9f8fcba 100644
--- a/input/solvation/groups/ring.py
+++ b/input/solvation/groups/ring.py
@@ -4,8 +4,9 @@
 name = "ring"
 shortDesc = u""
 longDesc = u""" 
-All groups are fitted by Yunsie Chung and Pierre Walker using experimental solute parameter data (manuscript in preparation)
-unless written otherwise.
+All groups are fitted using experimental solute parameter data unless written otherwise.
+See Chung, Y., Vermeire, F. H., Wu, H., Walker, P. J., Abraham, M. H., 
+& Green, W. H. (2022). J. Chem. Inf. Model, 62(3), 433-446.
 """
 
 entry(
diff --git a/input/solvation/libraries/solvent.py b/input/solvation/libraries/solvent.py
index 449975730d..0f852f2250 100644
--- a/input/solvation/libraries/solvent.py
+++ b/input/solvation/libraries/solvent.py
@@ -5,9 +5,12 @@
 shortDesc = u""
 longDesc = u"""
 Most of the Abraham (s_g, b_g, e_g, l_g, a_g, c_g) and Mintz solvent parameters (s_h, b_h, e_h, l_h, a_h, c_h) 
-are fitted by Yunsie Chung and Pierre Walker using experimental solute parameter, solvation free energy, 
-and solvation enthalpy data (manuscript in preparation). Abraham solvent parameters are used for solvation 
-free energy (dGsolv) calculations, and Mintz solvent parameters are used for solvation enthalpy (dHsolv) calculations.
+are fitted using experimental solute parameter, solvation free energy, and solvation enthalpy data.Abraham solvent parameters 
+are used for solvation free energy (dGsolv) calculations, and Mintz solvent parameters are used for solvation enthalpy (dHsolv) calculations.
+The fitting is described in:
+    Chung, Y., Vermeire, F. H., Wu, H., Walker, P. J., Abraham, M. H., 
+    & Green, W. H. (2022). J. Chem. Inf. Model, 62(3), 433-446.
+
 
 The majority of the viscosity parameters (A, B, C, D, E) are obtained from:
     Viswanath, D. S., Ghosh, T. K., Prasad, D. H. L., Dutt, N. V. K., Rani, K. Y. (2007) Viscosity of Liquids.