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Paper · arXiv

ShowTellArena: Evaluating Business Workflow Understanding from Demonstrations

We often teach a colleague by showing the work and explaining the decisions as we go. How can we check what an agent understood from the same lesson? We introduce ShowTellArena, a benchmark protocol and public dataset for comprehension after narrated business demonstrations. The v1.0 release contains 50 business workflow tasks, with recordings, screenshots, narration, fixture seeds, and 502 questions. Tasks span finance, hiring, procurement, customer decisions, inventory, and logistics. The protocol holds the business scenario and quiz fixed while allowing each product to capture the lesson through its own teaching interface. Questions test operational rules, boundaries, exceptions, and e...

AuthorsDavid Garg, Ritobrata Sarkar, Ehsan Azarnasab et al.
Primary categorycs.AI
Published21 September 2026
Last updated at source21 September 2026
cs.AI
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