How can buyers check whether complaint tasks contain unintended shortcuts?

Audit these potential shortcuts before treating evaluation results as evidence of complaint-handling capability.

- Check whether identifier patterns reveal outcomes. - Compare wording across successful and unsuccessful cases. - Keep related case families within one split. - Remove answer hints from filenames and metadata. - Test whether message length predicts escalation. - Inspect grounding choices and possible disclosure risk. - Verify that difficult cases remain independently solvable.

A generated benchmark can accidentally make its labels easier to predict than its business problem is to solve. If every escalated case uses the same closing phrase, an agent may learn that phrase instead of recognising the escalation trigger. Similarly, closely related variants across training and evaluation splits can overstate generalisation.

Ask for a case-family map and a description of how variations were constructed. Those materials can help reviewers distinguish intentional difficulty from accidental regularity without exposing hidden answers to the evaluated agent.

Quality inspection should include reading cases without their labels and attempting the task using only the permitted inputs. If reviewers need information that exists solely in the answer key, the task requires repair before agent performance can be interpreted.