2 files changed, 2 insertions, 2 deletions

diff --git a/README.md b/README.md
index 338c51d..40909f5 100644
--- a/README.md
+++ b/README.md
@@ -113,7 +113,7 @@ Bear in mind that this will require around 50 GB free space. The mapped embeddin
 
 ## Quick Demo
 
-`demo.sh` is included, downloads data for 2 languages.
+`demo.sh` is included, downloads data for 2 languages and runs WMD (Word Mover's Distance) and SNK (Sinkhorn Distance) methods in matching and retrieval paradigms.
 
 ```bash
 ./demo.sh
diff --git a/demo.sh b/demo.sh
index d8b0b37..1eb1f64 100755
--- a/demo.sh
+++ b/demo.sh
@@ -95,4 +95,4 @@ python "${ROOT}/vecmap/map_embeddings.py" --supervised \
     "${MAP_TO}/${source_lang}_to_${target_lang}.vec" \
     "${MAP_TO}/${target_lang}_to_${source_lang}.vec" > /dev/null 2>&1
 
-python "${ROOT}/WMD_matching.py" "${source_lang}" "${target_lang}" "${MAP_TO}/${source_lang}_to_${target_lang}.vec" "${MAP_TO}/${target_lang}_to_${source_lang}.vec" "${READY}/${source_lang}_to_${target_lang}.def" "${READY}/${target_lang}_to_${source_lang}.def" all
+python "${ROOT}/WMD.py" "${source_lang}" "${target_lang}" "${MAP_TO}/${source_lang}_to_${target_lang}.vec" "${MAP_TO}/${target_lang}_to_${source_lang}.vec" "${READY}/${source_lang}_to_${target_lang}.def" "${READY}/${target_lang}_to_${source_lang}.def" all all