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Multi-image visual reasoning on BLINK

69.1Accuracy

Qwen3-VL

Updated 25d ago

Evaluation Results

Method	Links
Qwen3-VL 2026.05		69.1
Qwen3-VL-8B 2026.06		64.5
Qwen3-VL-4B 2026.06		64.3
Ouro-Spatial-8B 2026.06		64.2
Ouro-Spatial-4B 2026.06		63.1
NEO-ov 2026.05		62.8
VAPO 2025.09		60.1
InternVL3.5 2026.05		59.5
GRPO 2025.09		57
VideoLLaMA3 2026.05		56.7
Qwen2.5-VL + S2H-DPO 2026.04		55.85
Base model 2025.09		55.3
Qwen2.5-VL 2026.04		54.29
Qwen3-VL + S2H-DPO 2026.04		53.92
NEO-ov 2026.05		53.9
Qwen3-VL 2026.05		53.8
Qwen3-VL 2026.04		51.61
InternVL3.5 2026.05		51.3
GPT-4V 2026.04		51.1
AVLM-2B 2026.06		46.93
Idefics2 2026.04		45.2
VideoLLaMA3 2026.05		44.2
Gemma-4-E2B-it 2026.06		43.93
LLaVA-v1.5 + S2H-DPO 2026.04		43.4
LLaVA-v1.5 + MIA-DPO 2026.04		42.9
InstructBLIP 2026.04		42.2
CogVLM 2026.04		41.5
Qwen2.5-VL + MIA-DPO 2026.04		41.28
LLaVA-v1.5 + LLaVA-RLHF 2026.04		40.8
LoRA 2026.06		40.6
VIF 2026.04		40.5
LoRA 2026.06		39.8
LLaVA-v1.5 2026.04		39.7
DPVR-PC 2026.06		39.7
LLaVA-v1.6 2026.04		39.6
FastV 2026.06		39.6
DPVR-KV 2026.06		39.6
VideoLLaVA 2026.04		38.9
LLaVA-v1.5 + HA-DPO 2026.04		38.6
DPVR-LF 2026.06		38.6
Vanilla LLaVA-1.5-7B 2026.06		38.5
IDEFICS-9B 2026.04		38.3
Mantis-8B-Fuyu 2026.04		38.2
LLaVA-v1.5 2026.04		37.1
Fuyu 2026.04		36.6
Qwen2.5-Omni-3B 2026.06		36.39
Emu2-Chat 2026.04		36.2
Qwen-VL-Chat 2026.04		31.2
Qwen-VL-Chat 2026.04		28.2
Qwen-VL 2026.04		27.9
LLaVA-v1.5 + POVID 2026.04		19.9