Update README.md

README.md

@@ -136,10 +136,10 @@ All **50 generated SQL queries were successfully parsed by SQLGlot**, resulting
 
 ## Model Limitations:
 
-* model may hallucinate tables or columns when the supplied database context is incomplete.
-* **0.5B parameter** base model prioritizes lightweight training and inference over maximum reasoning capacity.
-* Training uses synthetic Text-to-SQL examples, which may not represent every real-world database schema or production SQL workload.
-* Exact-match evaluation does not account for all semantically equivalent SQL formulations.
+* model may hallucinate tables or columns when there is no context
+* **0.5B parameter** base model prioritizes lightweight training and inference over maximum reasoning capacity
+* Training uses synthetic Text-to-SQL examples (does not use real-world database schemas)
+* Exact-match evaluation does not account for all semantically equivalent SQL formulations
 
 Additional Note: SQL execution accuracy against live databases was not measured in the reported benchmark.