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ResearchFormerly WizWand

Multimodal Reasoning on MMVP (Accuracy, Token Count)

57.6AccuracyLaRe
16.83227.4163848.584Nov 4, 2025
Updated 5mo ago

Evaluation results

MethodLinks
LaReBase VLM=Qwen3-VL-4B-Instruct2025.1157.632.3
LVR*Base VLM=Qwen3-VL-4B-Instruct2025.1156.272.9
LaReBase VLM=Qwen3-VL-2B-Instruct2025.1153.327.2
CoF*Base VLM=Qwen3-VL-4B-Instruct2025.1151.8145.8
CoF*Base VLM=Qwen3-VL-2B-Instruct2025.1150.1137.3
ICoTBase VLM=Qwen3-VL-4B-Instruct2025.1146122.7
MCOUTBase VLM=Qwen3-VL-4B-Instruct2025.1145.769.2
LVR*Base VLM=Qwen3-VL-2B-Instruct2025.1143.972.4
ICoTBase VLM=Qwen3-VL-2B-Instruct2025.1140.3108.7
CCoTBase VLM=Qwen3-VL-4B-Instruct2025.1139.3140.9
CCoTBase VLM=Qwen3-VL-2B-Instruct2025.1137.5128.6
MCOUTBase VLM=Qwen3-VL-2B-Instruct2025.1137.367.9
MM-CoTBase VLM=Qwen3-VL-4B-Instruct2025.1127.5113
MM-CoTBase VLM=Qwen3-VL-2B-Instruct2025.1124107.7
Standard CoTBase VLM=Qwen3-VL-4B-Instruct2025.1123.7146.2
Standard CoTBase VLM=Qwen3-VL-2B-Instruct2025.1118.4126.5