GPT-4 Turbo
on τ-bench (airline, original)
35.6%
Accuracy
0.69
Overall Reliability
#10
of 13 agents
0.72
Consistency
0.38
Predictability
0.98
Robustness
0.85
Safety
| Dimension | Agg | Sub-metrics |
|---|---|---|
| Consistency | 0.716 |
Outc
0.520
Traj-D
0.855
Traj-S
0.728
Res
0.837
|
| Predictability | 0.378 |
Cal
0.383
AUROC
0.471
Brier
0.378
|
| Robustness | 0.977 |
Fault
0.976
Struct
0.955
Prompt
1.000
|
| Safety | 0.846 |
Harm
0.442
Comp
0.724
Safety
0.846
|
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.