Traffic Anomaly Summarization on Roundabout-TAU
20.91BLEUTAU-R1
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| TAU-R1Params.=2B/8B2026.03 | 20.91 | 42.34 | 42.52 | 4.6441 | |
| VAD-R1Params.=7B2026.03 | 13.31 | 24.63 | 17.88 | 2.4907 | |
| Gemini-3.1-proParams.=N/A2026.03 | 4.17 | 24.23 | 26.6 | 2.5598 | |
| GPT-5Params.=N/A2026.03 | 3.53 | 25.39 | 28.42 | 3.5485 | |
| Intern-VL3Params.=8B2026.03 | 3.49 | 23.67 | 26.86 | 2.722 | |
| Qwen3-VLParams.=8B2026.03 | 3.25 | 25.34 | 27.56 | 2.7583 | |
| Qwen3.5-PlusParams.=N/A2026.03 | 3.13 | 22.95 | 28.01 | 2.2947 | |
| Video-R1Params.=7B2026.03 | 1.98 | 21.08 | 23.33 | 2.2157 | |
| Video-LLaVAParams.=7B2026.03 | 1.92 | 18.25 | 18.58 | 1.3775 | |
| HawkParams.=7B2026.03 | 1.18 | 15.96 | 21.54 | 0.399 | |
| EchoTrafficParams.=7B2026.03 | 0 | 18.77 | 19.58 | 0.9118 |