reasoning benchmark
ERQA
Embodied Reasoning Question Answering benchmark consisting of 400 multiple-choice visual questions across spatial reasoning, trajectory reasoning, action reasoning, state estimation, and multi-view reasoning for evaluating AI capabilities in physical world interactions
Updated Aug 11, 2026
Models23
Model coverage23
MetricScore
EvidenceC
ERQA Ranking
Higher score ranks better on this benchmark.
ERQA Score Distribution
A closer view of the leading scores on this benchmark.
ERQA Highlights
The leading models and scores on this benchmark.
What is ERQA?
What ERQA measures and how its scores work.
Embodied Reasoning Question Answering benchmark consisting of 400 multiple-choice visual questions across spatial reasoning, trajectory reasoning, action reasoning, state estimation, and multi-view reasoning for evaluating AI capabilities in physical world interactions
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of C.
- Family
- ERQA
- Modality
- multimodal
- Primary category
- reasoning
- Score direction
- higher
- LLMBoard eligible
- Yes
- Evaluation key
- erqa|llm-stats-current
Benchmark scores retain their original unit. Overall score eligibility is shown separately.
FAQ
Common questions about ERQA.
Which model scores highest on ERQA?
Qwen3.8 Max is currently ranked first with 77.8%.
What does ERQA measure?
Embodied Reasoning Question Answering benchmark consisting of 400 multiple-choice visual questions across spatial reasoning, trajectory reasoning, action reasoning, state estimation, and multi-view reasoning for evaluating AI capabilities in physical world interactions
Is a higher score better?
Yes. Higher values rank better for this benchmark.
How many models are compared?
23 model results are currently shown.
Does this benchmark affect the overall score?
Yes. This benchmark can contribute to the current LLMBoard capability score.