I wasn't able to quickly see what tools/system-prompts were provided in the tasks. [0]

These types of detail-oriented professional tasks seem like they would perform better with task-specific harnesses. The example they give, of Astra missing the property excluded gains requirement, seems easily fixed by scaffolding ensuring that requirements are compiled first, then checked.

If the scaffolding is absent, is this benchmark testing that a model can self-scaffold, or track requirements in-context?

0 - https://huggingface.co/datasets/surgeai/DAYJOB-tax/tree/main...