Provider:
Google
Model Comparison (Avg. across Benchmarks)
Overall Leaderboard
| Agent | Benchmark | Acc | Consistency | Predictability | Robustness | Safety | Overall |
|---|---|---|---|---|---|---|---|
| τ-bench (airline, clean) | 80.8% | 0.76 | 0.81 | 0.98 | 0.98 | 0.85 | |
| τ-bench (airline, clean) | 73.8% | 0.68 | 0.77 | 0.93 | 0.93 | 0.79 | |
| GAIA | 50.1% | 0.62 | 0.74 | 0.97 | 1.00 | 0.78 | |
| τ-bench (airline, original) | 58.8% | 0.76 | 0.60 | 0.94 | 0.96 | 0.77 | |
| GAIA | 37.8% | 0.58 | 0.72 | 0.98 | 1.00 | 0.76 | |
| τ-bench (airline, original) | 52.8% | 0.69 | 0.56 | 0.96 | 0.89 | 0.74 | |
| τ-bench (airline, clean) | 65.4% | 0.62 | 0.61 | 0.95 | 0.93 | 0.73 | |
| τ-bench (airline, original) | 47.2% | 0.64 | 0.52 | 0.95 | 0.89 | 0.70 | |
| τ-bench (airline, clean) | 44.6% | 0.65 | 0.48 | 0.98 | 0.87 | 0.70 | |
| GAIA | 27.9% | 0.61 | 0.72 | 0.76 | 0.99 | 0.70 | |
| τ-bench (airline, original) | 32.0% | 0.68 | 0.38 | 0.94 | 0.82 | 0.67 |
Reliability Trends
| # | Agent | Acc | Consistency | Predictability | Robustness | Safety | Overall | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Agg | Outc | Traj-D | Traj-S | Res | Agg | Cal | AUROC | Brier | Agg | Fault | Struct | Prompt | Agg | Harm | Comp | ||||
| 1 | 50.1% | 0.62 | 0.60 | 0.74 | 0.57 | 0.62 | 0.74 | 0.77 | 0.75 | 0.74 | 0.97 | 1.00 | 1.00 | 0.90 | 1.00 | 0.33 | 0.99 | 0.78 | |
| 2 | 37.8% | 0.58 | 0.52 | 0.69 | 0.57 | 0.60 | 0.72 | 0.72 | 0.83 | 0.72 | 0.98 | 1.00 | 1.00 | 0.93 | 1.00 | 0.50 | 1.00 | 0.76 | |
| 3 | 27.9% | 0.61 | 0.60 | 0.76 | 0.60 | 0.54 | 0.72 | 0.66 | 0.83 | 0.72 | 0.76 | 0.88 | 0.67 | 0.73 | 0.99 | 0.50 | 0.99 | 0.70 | |
| # | Agent | Acc | Consistency | Predictability | Robustness | Safety | Overall | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Agg | Outc | Traj-D | Traj-S | Res | Agg | Cal | AUROC | Brier | Agg | Fault | Struct | Prompt | Agg | Harm | Comp | ||||
| 1 | 80.8% | 0.76 | 0.65 | 0.85 | 0.76 | 0.82 | 0.81 | 0.82 | 0.52 | 0.81 | 0.98 | 1.00 | 1.00 | 0.95 | 0.98 | 0.25 | 0.97 | 0.85 | |
| 2 | 73.8% | 0.68 | 0.46 | 0.84 | 0.73 | 0.81 | 0.77 | 0.77 | 0.70 | 0.77 | 0.93 | 0.98 | 0.83 | 0.97 | 0.93 | 0.40 | 0.88 | 0.79 | |
| 3 | 65.4% | 0.62 | 0.31 | 0.85 | 0.72 | 0.77 | 0.61 | 0.62 | 0.53 | 0.61 | 0.95 | 1.00 | 1.00 | 0.86 | 0.93 | 0.37 | 0.88 | 0.73 | |
| 4 | 44.6% | 0.65 | 0.35 | 0.89 | 0.73 | 0.80 | 0.48 | 0.46 | 0.56 | 0.48 | 0.98 | 0.98 | 1.00 | 0.98 | 0.87 | 0.41 | 0.78 | 0.70 | |
| # | Agent | Acc | Consistency | Predictability | Robustness | Safety | Overall | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Agg | Outc | Traj-D | Traj-S | Res | Agg | Cal | AUROC | Brier | Agg | Fault | Struct | Prompt | Agg | Harm | Comp | ||||
| 1 | 58.8% | 0.76 | 0.62 | 0.86 | 0.77 | 0.84 | 0.60 | 0.60 | 0.52 | 0.60 | 0.94 | 1.00 | 0.92 | 0.91 | 0.96 | 0.21 | 0.95 | 0.77 | |
| 2 | 52.8% | 0.69 | 0.48 | 0.84 | 0.72 | 0.80 | 0.56 | 0.56 | 0.58 | 0.56 | 0.96 | 0.97 | 0.98 | 0.92 | 0.89 | 0.40 | 0.81 | 0.74 | |
| 3 | 47.2% | 0.64 | 0.38 | 0.85 | 0.70 | 0.76 | 0.52 | 0.52 | 0.54 | 0.52 | 0.95 | 1.00 | 0.97 | 0.88 | 0.89 | 0.39 | 0.82 | 0.70 | |
| 4 | 32.0% | 0.68 | 0.44 | 0.87 | 0.73 | 0.81 | 0.38 | 0.36 | 0.61 | 0.38 | 0.94 | 0.98 | 1.00 | 0.85 | 0.82 | 0.37 | 0.72 | 0.67 | |