diff --git a/doc/src/pair_mliap.rst b/doc/src/pair_mliap.rst
index 7ef7380abc..4c22c0ee9a 100644
--- a/doc/src/pair_mliap.rst
+++ b/doc/src/pair_mliap.rst
@@ -98,10 +98,10 @@ and followed by a sequence of a string and an integer for each layer:
 * nnodes = Number of nodes
 
 This is followed by one block for each of the *nelem* elements. Each block consists
-of *scale0* minimum values, *scale1* (maximum - minimum) values,
+of *scale0* minimum value, *scale1* (maximum - minimum) value,
 in order to normalize the descriptors, followed by *nparams* parameters, 
 including *bias* and *weights* of the model, starting with the first node of the first layer
-and so on, max. 30 parameters per line. 
+and so on, with a maximum of 30 values per line. 
 
 Notes on mliappy models:
 When the *model* keyword is *mliappy*, the filename should end in '.pt',
diff --git a/doc/utils/sphinx-config/false_positives.txt b/doc/utils/sphinx-config/false_positives.txt
index 9937a98850..dd853c3cbc 100644
--- a/doc/utils/sphinx-config/false_positives.txt
+++ b/doc/utils/sphinx-config/false_positives.txt
@@ -2096,6 +2096,7 @@ ncol
 ncorr
 ncount
 nd
+ndescriptors
 ndihedrals
 ndihedraltypes
 Ndihedraltype
@@ -2156,6 +2157,7 @@ niu
 Nk
 nktv
 nl
+nlayers
 nlen
 Nlines
 nlo
@@ -2171,6 +2173,7 @@ Nmin
 nmin
 Nmols
 nn
+nnodes
 Nocedal
 nocite
 nocoeff
@@ -2651,6 +2654,7 @@ reinit
 relaxbox
 relink
 relTol
+relu
 remappings
 remd
 Ren
@@ -2878,6 +2882,7 @@ si
 SiC
 Siepmann
 Sievers
+sigmoid
 Sij
 Sikandar
 Silbert