XYBench: Helping with the problem behind the question
Back to Articles a]:hidden"> XYBench: Helping with the problem behind the question Enterprise Article Published November 13, 2026 Upvote 2 Kyle Wiggers…
Summary
Back to Articles a]:hidden"> XYBench: Helping with the problem behind the question Enterprise Article Published November 13, 2026 Upvote 2 Kyle Wiggers Ai2Comms Follow allenai:last-child]:mb-0"> 📄 Paper | 🤗 Data | 💻 Code Truly useful AI assistants need to be able to help users who ask misguided questions—not just users who ask the right question with the right amount of detail. We’re releasing XYBench, a benchmark of 8K+ questions that tests how AI assistants respond to requests based on misconceptions, such as asking how to thicken frosting that keeps sliding off cupcakes when the real problem is that the cupcakes are still too warm to frost. XYBench won the Best Resource Paper Award at EMNLP 2026. A mismatch between the approach someone asks about and the goal they want to achieve is known as the XY problem: a person wants to accomplish X, assumes a particular approach Y will work, and asks for help with Y.
Positives
- The report adds a new data point to the technology market.
- The development may create new product, research, or competitive opportunities.
Risks & concerns
- Back to Articles a]:hidden"> XYBench: Helping with the problem behind the question Enterprise Article Published November 13, 2026 Upvote 2 Kyle Wiggers Ai2Comms Follow allenai:last-child]:mb-0"> 📄 Paper | 🤗 Data | 💻 Code Truly useful AI assistants need to be able to help users who ask misguided questions—not just users who ask the right question with the right amount of detail.
- We’re releasing XYBench, a benchmark of 8K+ questions that tests how AI assistants respond to requests based on misconceptions, such as asking how to thicken frosting that keeps sliding off cupcakes when the real problem is that the cupcakes are still too warm to frost.
- A mismatch between the approach someone asks about and the goal they want to achieve is known as the XY problem: a person wants to accomplish X, assumes a particular approach Y will work, and asks for help with Y.
- In the cupcake example, the person is so committed to making the frosting stick that they fail to consider the warmth of the cupcake as the true problem to be addressed.