Claude Sonnet 4.5
on GAIA
74.7%
Accuracy
0.80
Overall Reliability
#2
of 12 agents
0.63
Consistency
0.81
Predictability
0.95
Robustness
1.00
Safety
| Dimension | Agg | Sub-metrics |
|---|---|---|
| Consistency | 0.634 |
Outc
0.642
Traj-D
0.695
Traj-S
0.495
Res
0.663
|
| Predictability | 0.814 |
Cal
0.910
AUROC
0.655
Brier
0.814
|
| Robustness | 0.954 |
Fault
0.992
Struct
0.932
Prompt
0.936
|
| 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.