Incorporated Review Comments

Author: Padmalathas

articles/batch/batch-automatic-scaling.md

@@ -59,7 +59,7 @@ $TargetDedicatedNodes=min(maxNumberofVMs, pendingTaskSamples);
 $NodeDeallocationOption = taskcompletion;
 ```
 > [!IMPORTANT]
-> Currently Batch Service has limitaion with the resolution of the pending tasks. When a task is added to the queue but is subsequently deleted before it can be scheduled, the task might persist within the queue, causing it to still be counted in the pending tasks queue. However, it's important to note that the deleted task will eventually be removed from the queue and the removal process occurs when the Batch Service gets a chance to fetch tasks from the queue and schedule them alongside idle nodes in the Batch pool.
+> Currently, Batch Service has limitaion with the resolution of the pending tasks. When a task is added to the job, it's also added into a internal queue used by Batch service for scheduling. If the task is deleted before it can be scheduled, the task might persist within the queue, causing it to still be counted in `$PendingTasks`. This deleted task will eventually be cleared from the queue when Batch gets chance to pull tasks from the queue to schedule with idle nodes in the Batch pool.
 
 #### Preempted nodes