diff --git a/train-nouns.sh b/train-nouns.sh
new file mode 100755
index 0000000..c106f4a
--- /dev/null
+++ b/train-nouns.sh
@@ -0,0 +1,28 @@
+#!/bin/sh
+
+# Get number of threads from environment or set to default
+if [ -z "$NTHREADS" ]; then
+   NTHREADS=5
+fi
+
+echo "Using $NTHREADS threads"
+
+# make sure OpenMP doesn't interfere with pytorch.multiprocessing
+export OMP_NUM_THREADS=1
+
+# The hyperparameter settings reproduce the mean rank results 
+# reported in [Nickel, Kiela, 2017]
+# For MAP results, replace the learning rate parameter with -lr 2.0
+
+python3 embed.py \
+       -dim 10 \
+       -lr 1.0 \
+       -epochs 1500 \
+       -negs 50 \
+       -burnin 20 \
+       -nproc "${NTHREADS}" \
+       -distfn poincare \
+       -dset wordnet/noun_closure.tsv \
+       -fout nouns.pth \
+       -batchsize 50 \
+       -eval_each 100 \