PhD-level multimodal engineering problems paired with CAD diagrams, mesh clouds, experimental figures, and structural representations. Suited to MMMU-Pro and HLE MM.
Available Now · Sample Available
Multimodal Engineering QSA
Research-level engineering with CAD diagrams and mesh clouds.
Volume
0
Volume
Scalable Volume
Coverage
Grad, PhD, Engineering
21.1%Frontier Model · Pass@1
Targets
MMMU (Engineering), OlympiadBench (MM)
Modality & Delivery
ImageText→Text
Formats
Excel (.xlsx)Images
What You Receive
Coverage
Package Structure
Differentiators
- Structured question, worked solution, and final answer record format.
- Pairs domain questions with task-relevant visual evidence.
Record Schema
| A | B | C | D | |
|---|---|---|---|---|
| 1 | answer | image_ref | question | solution |
| 2 | The concise final answer associated with the question. | Reference to the image associated with the record, when supplied. | The question or task presented in the dataset record. | The worked solution or supporting reasoning for the question. |
Results
| Model | Metric | Result |
|---|---|---|
| Frontier Model | Pass@1 |
Methodology & Quality
Methodology
Questions are expert-authored, then split across an SME pool for complexity validation before benchmarking.
SME involvement
Domain-expert curated with up to L2 review
Stressors
Combined visual interpretation and domain reasoning.
Design criteria
- Keep the question, supporting solution, and final answer as distinct record components.
- Require visual extraction together with domain-specific reasoning.
Build assumptions
Quality approach
Known limitations
Customization & Scalability
Custom sets available. Additional volume in progress
Get Started
Request a Sample
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