Taxi Dispatching on NYC Manhattan (in-domain)
11,017.49IncomeTrafficClaw (8B)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| TrafficClaw (8B)Model size=8B2026.04 | 11,017.49 | 1,149 | |
| o4-miniFramework=TrafficClaw2026.04 | 9,787.97 | 837 | |
| SUMO-MCP2026.04 | 9,463.35 | 727 | |
| Qwen3-235BFramework=TrafficClaw2026.04 | 9,327.9 | 873 | |
| Qwen3-8BFramework=TrafficClaw2026.04 | 9,201.6 | 781 | |
| MiniMax-M2.5Framework=TrafficClaw2026.04 | 8,849.25 | 767 | |
| AIDE2026.04 | 7,945.27 | 777 | |
| Kimi-K2.5Framework=TrafficClaw2026.04 | 7,752.26 | 536 | |
| DeepSeek-V3.2Framework=TrafficClaw2026.04 | 7,375.28 | 756 | |
| Gemini-3.1-ProFramework=TrafficClaw2026.04 | 7,183.84 | 608 | |
| TrafficGPT2026.04 | 6,901.45 | 725 | |
| Classic Method2026.04 | 6,803.06 | 590 | |
| Qwen3-32BFramework=TrafficClaw2026.04 | 6,055.99 | 524 |