diff --git a/sparql/GPT_Mapping_Queries.md b/sparql/GPT_Mapping_Queries.md
index 68eea19d83e94c16eb42ac6836c9f1b4b9d68905..e1ba94a8b4e72fef227e04926546352476cd9291 100644
--- a/sparql/GPT_Mapping_Queries.md
+++ b/sparql/GPT_Mapping_Queries.md
@@ -451,7 +451,7 @@ SELECT ?searchLabel ?resultLabel ?score
 }
 ```
 
-## Generate `:gptCandidateMapping` based using occupationIndex
+## Generate `:gptCandidateMapping` using occupationIndex
 ```sparql
 INSERT
 {
@@ -480,7 +480,7 @@ WHERE
 }
 ```
 
-## Generate `:gptCandidateMapping` based using roleIndex
+## Generate `:gptCandidateMapping` using roleIndex
 ```sparql
 INSERT
 {