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             {Software Engineer - Research Assistant}{Jan 2024 -- Dec 2024}
             {University of Guelph}{Guelph, Ontario}
             \resumeItemListStart
-                \resumeItem {Pioneered transformer-based models for semantic data transmission, reducing latencies in E2E communications bt 29\%}
-                \resumeItem {Developed PyTorch models, boosting efficiency in E2E networks by reducing network bandwidth utilization by 30\%}
+                \resumeItem {Pioneered transformer-based models for semantic data transmission, reducing latencies in E2E communications by 29\%}
+                \resumeItem {Developed PyTorch models, boosting efficiency in E2E networks by reducing network bandwidth utilization by 30x}
                 \resumeItem {Deployed models on SoC with Vitis AI™, utilizing hardware acceleration for real-world applicability}
                 \resumeItem {Published findings in CCECE 2024, showcasing improved data transmission latencies}
             \resumeItemListEnd