diff --git a/config/pre_process_map.yaml b/config/pre_process_map.yaml
index 82599a0..db01441 100644
--- a/config/pre_process_map.yaml
+++ b/config/pre_process_map.yaml
@@ -31,9 +31,9 @@
   - ' F.Y. '
 - - ([0-9]+)-([0-9]+)
   - \1 to \2
-# F5-TTS mispronounces "Providence" (RI city) — actual: "prav-uh-dence"
-- - (?i)\bProvidence\b
-  - Prav-uh-dence
+# F5-TTS mispronounces "Provenance" — actual: "prov-uh-nuns"
+- - (?i)\bProvenance\b
+  - Prov-uh-nuns
 # xtts has a lot of trouble with these, but piper is fine.
 #- - '[\*=+-]+'
 #  - ' '
diff --git a/pre_process_map.default.yaml b/pre_process_map.default.yaml
index 60e5f0c..a43237c 100644
--- a/pre_process_map.default.yaml
+++ b/pre_process_map.default.yaml
@@ -31,9 +31,9 @@
   - ' F.Y. '
 - - ([0-9]+)-([0-9]+)
   - \1 to \2
-# F5-TTS mispronounces "Providence" (RI city) — actual: "prav-uh-dence"
-- - (?i)\bProvidence\b
-  - Prav-uh-dence
+# F5-TTS mispronounces "Provenance" — actual: "prov-uh-nuns"
+- - (?i)\bProvenance\b
+  - Prov-uh-nuns
 # xtts has a lot of trouble with these, but piper is fine.
 #- - '[\*=+-]+'
 #  - ' '