diff --git a/docs/src/tutorials/getting_started/tolerances.jl b/docs/src/tutorials/getting_started/tolerances.jl
index bfbe38ae76c..37c8bc37429 100644
--- a/docs/src/tutorials/getting_started/tolerances.jl
+++ b/docs/src/tutorials/getting_started/tolerances.jl
@@ -40,7 +40,7 @@
 # a solution.
 
 # There are a few sources of additional information:
-#  * Ambros Gleixner has an excellennt YouTube talk
+#  * Ambros Gleixner has an excellent YouTube talk
 #    [Numerics in LP & MIP Solvers](https://youtu.be/rKcdF4Fgl-g?feature=shared).
 #  * Gurobi has a series of articles in their documentation called
 #    [Guidelines for Numerical Issues](https://www.gurobi.com/documentation/current/refman/guidelines_for_numerical_i.html)
diff --git a/docs/styles/config/vocabularies/JuMP/accept.txt b/docs/styles/config/vocabularies/JuMP/accept.txt
index 405aa16be05..97df2b91e9e 100644
--- a/docs/styles/config/vocabularies/JuMP/accept.txt
+++ b/docs/styles/config/vocabularies/JuMP/accept.txt
@@ -86,6 +86,7 @@ nl|NL
 [Nn]on(posi|nega)tiv(e|es|ity)
 [Nn]onseparable
 [Nn]onsmooth
+[Nn]umerics
 [Oo]ptigraph(?s)
 [Oo]ptinode(?s)
 [Oo]ptiedge(?s)
@@ -171,6 +172,7 @@ Umfpack
 (Xpress|XPRESS)
 
 % People
+Ambros
 Arpit
 Baldick
 Barvinok
@@ -197,6 +199,7 @@ Ferrolho
 Fourer
 Frobenius
 Garfinkel
+Gleixner
 Goemans
 Grothey
 Habibi