ResearchBenchmarksMulti-task Driving Scene Understanding Robustness on The Dolphins Lvl. 1Follow45.71Final ScoreNutVLM37.275639.465341.65543.8447Feb 9, 2026Evaluation ResultsMethodMethodLinksFinal ScoreNutVLM2026.0245.71NRP2026.0245.68AAA2026.0245.64Bit-Red2026.0245.59Scene–CADA2026.0245.52MS2026.0244.55JPEG2026.0242.85TVM2026.0237.6