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Embodied Agent Task Execution on EB-ALFRED

36SRBenign SFT (GPT-4o)
-1.448.281827.72Oct 31, 2025

Evaluation results

MethodLinks
Benign SFT (GPT-4o)Model=GPT-4o, D_benign=true, D_attack=false, D_contrast=false2025.1036———
BEAT (Qwen2-VL 7B)Model=Qwen2-VL 7B, D_benign=true, D_attack=true, D_contrast=true2025.103459.200.721
Benign SFT (Qwen2-VL 7B)Model=Qwen2-VL 7B, D_benign=true, D_attack=false, D_contrast=false2025.1032———
BEAT (InternVL3 8B)Model=InternVL3 8B, D_benign=true, D_attack=true, D_contrast=true2025.102680.800.872
Benign SFT (InternVL3 8B)Model=InternVL3 8B, D_benign=true, D_attack=false, D_contrast=false2025.1024———
BEAT w/o CTL (Qwen2-VL 7B)Model=Qwen2-VL 7B, D_benign=true, D_attack=true, D_contrast=false2025.101740.222.50.667
BEAT w/o CTL (InternVL3 8B)Model=InternVL3 8B, D_benign=true, D_attack=true, D_contrast=false2025.10166981.30.655
BEAT w/o CTL (GPT-4o)Model=GPT-4o, D_benign=true, D_attack=true, D_contrast=false2025.101455.819.50.663
Original (GPT-4o)Model=GPT-4o, D_benign=false, D_attack=false, D_contrast=false2025.1011———
Original (Qwen2-VL 7B)Model=Qwen2-VL 7B, D_benign=false, D_attack=false, D_contrast=false2025.100———
Original (InternVL3 8B)Model=InternVL3 8B, D_benign=false, D_attack=false, D_contrast=false2025.100———