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ResearchFormerly WizWand

Multimodal Reasoning on V* (Acc., # Tokens)

87AccuracyLaRe
65.6871.21576.7582.285Nov 4, 2025
Updated 5mo ago

Evaluation results

MethodLinks
LaReBase VLM=Qwen3-VL-4B-Instruct2025.118793.5
CoF*Base VLM=Qwen3-VL-4B-Instruct2025.1183.7271.1
LVR*Base VLM=Qwen3-VL-4B-Instruct2025.1183.7110.9
MCOUTBase VLM=Qwen3-VL-4B-Instruct2025.1182.5104.8
CCoTBase VLM=Qwen3-VL-4B-Instruct2025.1181.5203.4
LaReBase VLM=Qwen3-VL-2B-Instruct2025.1181.387.2
ICoTBase VLM=Qwen3-VL-4B-Instruct2025.1180.4195
Standard CoTBase VLM=Qwen3-VL-4B-Instruct2025.1180183.4
LVR*Base VLM=Qwen3-VL-2B-Instruct2025.1177.4112.7
CoF*Base VLM=Qwen3-VL-2B-Instruct2025.1177.3255.9
MCOUTBase VLM=Qwen3-VL-2B-Instruct2025.1176.599.2
ICoTBase VLM=Qwen3-VL-2B-Instruct2025.1176.3199.2
CCoTBase VLM=Qwen3-VL-2B-Instruct2025.1175.2221.4
Standard CoTBase VLM=Qwen3-VL-2B-Instruct2025.1175181.2
MM-CoTBase VLM=Qwen3-VL-4B-Instruct2025.1174.5187.2
MM-CoTBase VLM=Qwen3-VL-2B-Instruct2025.1166.5192.3