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Failure Detection and Reasoning on Sparrow

73.3Detection AccuracyARMOR
44.1851.7459.366.86Feb 12, 2026

Evaluation results

MethodLinks
ARMOR2026.0273.350.351.4
Claude-3.7shots=32026.026540.745.8
SFT-S+D2026.026224.525.7
SFT-D2026.0252.327.827.4
Claude-3.7shots=02026.0251.721.313.8
Cosmos-Reasoning2026.025134.631.1
LLaVA-NeXT2026.02500.87.8
Qwen2.5-VLshots=02026.0245.32413.7