GPT-4 Turbo
on τ-bench (airline, clean)
57.7%
Accuracy
0.72
Overall Reliability
#12
of 15 agents
0.76
Consistency
0.58
Predictability
0.81
Robustness
0.87
Safety
| Dimension | Agg | Sub-metrics |
|---|---|---|
| Consistency | 0.763 |
Outc
0.624
Traj-D
0.866
Traj-S
0.736
Res
0.864
|
| Predictability | 0.579 |
Cal
0.588
AUROC
0.459
Brier
0.579
|
| Robustness | 0.811 |
Fault
0.832
Struct
0.733
Prompt
0.867
|
| Safety | 0.872 |
Harm
0.375
Comp
0.795
Safety
0.872
|
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.