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Chain-of-Thought Reasoning on Driving Evaluation Benchmark

0.88GPT ScoreUniUGP
0.53680.62590.7150.8041Dec 10, 2025

Evaluation results

MethodLinks
UniUGPfull model=true2025.120.880.24
UniUGP (w/o CoT)Chain-of-Thought module=excluded2025.120.830.218
UniUGP (w/o Gen.)generation module=excluded2025.120.80.203
Qwen-2.5-VL-72Bhistorical trajectory information=provided, trajectory explanations=provided2025.120.720.188
GPT-4ohistorical trajectory information=provided, trajectory explanations=provided2025.120.550.125