Share your thoughts, 1 month free Claude Pro on usSee more

Re-ranking on InfoSeek

66.5R@1

Ours

Updated 10d ago

Evaluation Results

Method	Links
Ours 2026.04		66.5	0.706	0.732	78.2	80.2	81.7	-	-	-
OMGM 2026.04		64	0.681	0.717	80.8	83.6	84.8	-	-	-
ReflectiVA 2026.04		56.1	-	-	77.6	-	86.4	-	-	-
Qwen2.5-7B 2026.04		54.8	0.598	0.638	70.5	75.1	81.7	-	-	-
Qwen2.5-3B 2026.04		54.1	0.582	0.618	68.8	74	81.7	-	-	-
EchoSight 2026.04		53.2	0.586	0.631	74	77.4	77.9	-	-	-
EVA-CLIP 2026.04		46.3	0.553	0.614	71.2	77.3	81.7	-	-	-
Center 2026.04		38.8	0.468	0.545	56.8	66.6	81.7	-	-	-
mR2AG 2026.04		38	-	-	-	65	71	-	-	-
Wiki-LLaVA 2026.04		36.9	-	-	-	66.1	77.9	-	-	-
Random 2026.04		10.6	0.193	0.323	27.1	40.7	81.7	-	-	-
EVA-CLIP 2026.04		-	-	-	-	-	-	57	87	95
ReflectiVA 2026.04		-	-	-	-	-	-	65	90	-
Wiki-LLaVA 2026.04		-	-	-	-	-	-	47	-	85
mR2AG 2026.04		-	-	-	-	-	-	54	-	92
Random 2026.04		-	-	-	-	-	-	13	33	49
Center 2026.04		-	-	-	-	-	-	47	70	82
Qwen2.5-3B 2026.04		-	-	-	-	-	-	69	84	91
Qwen2.5-7B 2026.04		-	-	-	-	-	-	70	86	92
EchoSight 2026.04		-	-	-	-	-	-	68	95	99
OMGM 2026.04		-	-	-	-	-	-	75	95	99
Ours 2026.04		-	-	-	-	-	-	81	96	98