Claude Sonnet 4
on GAIA
54.7%
Accuracy
0.82
Overall Reliability
#6
of 15 agents
0.78
Consistency
0.73
Predictability
0.94
Robustness
1.00
Safety
| Dimension | Agg | Sub-metrics |
|---|---|---|
| Consistency | 0.777 |
Outc
0.763
Traj-D
0.872
Traj-S
0.749
Res
0.759
|
| Predictability | 0.734 |
Cal
0.775
AUROC
0.712
Brier
0.734
|
| Robustness | 0.943 |
Fault
1.000
Struct
1.000
Prompt
0.830
|
| Safety | 1.000 |
Harm
1.000
Comp
1.000
Safety
1.000
|
Per-Task Outcome Consistency
Each cell represents a task. Color shows outcome consistency across runs. Hover to see task ID.
Consistency Distribution
KDE of per-task outcome consistency. Peaks at 0 or 1 indicate polarized behavior.
Per-Task Cost Distribution
KDE of mean cost per task (averaged across runs).
Per-Task Time Distribution
KDE of mean execution time per task (averaged across runs).
Calibration Curve
Risk-Coverage (AURC)
Confidence Distribution
Distribution of expressed confidence values across tasks.