Engineering AI dataset
Civil Engineering Preference Dataset
Expert-reviewed preference data for evaluating AI-generated civil engineering responses.
Overview
Structured expert preference evaluation
The dataset is designed around realistic civil engineering questions and scenarios. Qualified reviewers compare model responses and score them using a consistent rubric without requiring full written reasoning for every item.
Dataset structure
- Engineering or project scenario
- AI Response A and AI Response B
- Overall response preference
- Structured star-based scores
- Optional expert comment
- Domain, specialty, and difficulty metadata
Scoring criteria
Technical accuracy, reasoning quality, safety, constructability, and clarity.