GPT-4 Turbo
on τ-bench (airline, clean)
50.0%
Accuracy
0.71
Overall Reliability
#10
of 13 agents
0.72
Consistency
0.51
Predictability
0.92
Robustness
0.87
Safety
| Dimension | Agg | Sub-metrics |
|---|---|---|
| Consistency | 0.720 |
Outc
0.538
Traj-D
0.854
Traj-S
0.727
Res
0.832
|
| Predictability | 0.505 |
Cal
0.519
AUROC
0.447
Brier
0.505
|
| Robustness | 0.916 |
Fault
0.952
Struct
0.846
Prompt
0.949
|
| Safety | 0.873 |
Harm
0.431
Comp
0.777
Safety
0.873
|
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.