#	Dimension	Description
1	Accuracy	Task completion correctness
2	Efficiency	Token usage and time optimization
3	Safety	Content filtering and constraint adherence
4	Reliability	Consistency across repeated runs
5	Adaptability	Performance on novel tasks
6	Explainability	Decision transparency
7	Robustness	Graceful error handling
8	Latency	Response time compliance
9	Cost	Budget adherence
10	Compliance	Policy and governance adherence
11	Collaboration	Multi-agent coordination quality
12	Creativity	Novel solution generation
13	Memory	Context retention and recall
14	Learning	Improvement over time

Usage

from datasets import load_dataset

ds = load_dataset("FrostyJay7813/aif-evaluations")