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Reasoning Pointing on InstructPart (test)

90Patch Accuracy

Molmo-7B (Ours)

Updated 26d ago

Evaluation Results

Method	Links
Molmo-7B (Ours) 2026.06		90	86.8
Qwen2.5-VL-7B (Ours) 2026.06		87.7	81.8
LLaVA-1.5-7B (Ours) 2026.06		80.3	78.3
Molmo-7B text pointing 2026.06		73.7	71
Qwen2.5-VL-7B text pointing 2026.06		72.2	70.8
Molmo-7B attention pointing 2026.06		46.8	37.8
Qwen2.5-VL-7B attention pointing 2026.06		35.2	28.3
LLaVA-1.5-7B attention pointing 2026.06		22.7	19.4
X-Decoder 2026.06		18.5	17.8
LLaVA-1.5-7B text pointing 2026.06		4	3.3
VLPart 2026.06		0.8	0.8