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ResearchFormerly WizWand

Multimodal Reasoning on M^3CoT

58.7AccuracyDAP-ICoT
12.62824.58936.5548.511Mar 23, 2026
Updated 7mo ago

Evaluation results

MethodLinks
DAP-ICoTBackbone=Qwen2-VL-7B, Shots=1-Shot2026.0358.7
DAP-ICoTBackbone=Qwen2-VL-7B, Shots=0-Shot2026.0357.2
SCAFFOLDBackbone=Qwen2-VL-7B, Shots=1-Shot2026.0353.6
CCoTBackbone=Qwen2-VL-7B, Shots=1-Shot2026.0353
DAP-ICoTBackbone=Qwen2-VL-2B, Shots=1-Shot2026.0351
SCAFFOLDBackbone=Qwen2-VL-7B, Shots=0-Shot2026.0349.9
CCoTBackbone=Qwen2-VL-7B, Shots=0-Shot2026.0348.7
MMCoTBackbone=Qwen2-VL-7B, Shots=1-Shot2026.0347.5
DAP-ICoTBackbone=Qwen2-VL-2B, Shots=0-Shot2026.0347.3
DDCoTBackbone=Qwen2-VL-7B, Shots=1-Shot2026.0345.3
ICoTBackbone=Qwen2-VL-7B, Shots=1-Shot2026.0344.8
MMCoTBackbone=Qwen2-VL-7B, Shots=0-Shot2026.0344.4
DDCoTBackbone=Qwen2-VL-7B, Shots=0-Shot2026.0343.9
SCAFFOLDBackbone=Qwen2-VL-2B, Shots=1-Shot2026.0343.6
DAP-ICoTBackbone=Chameleon-7B, Shots=1-Shot2026.0341.9
DAP-ICoTBackbone=LLaVA-V1.5-13B, Shots=1-Shot2026.0341.8
DAP-ICoTBackbone=Chameleon-7B, Shots=0-Shot2026.0341
SCAFFOLDBackbone=Qwen2-VL-2B, Shots=0-Shot2026.0340.3
DAP-ICoTBackbone=LLaVA-V1.5-13B, Shots=0-Shot2026.0339.4
DDCoTBackbone=Qwen2-VL-2B, Shots=1-Shot2026.0339.3
ICoTBackbone=Qwen2-VL-7B, Shots=0-Shot2026.0338
ICoTBackbone=LLaVA-V1.5-13B, Shots=1-Shot2026.0337.9
DDCoTBackbone=Qwen2-VL-2B, Shots=0-Shot2026.0337.9
CCoTBackbone=Qwen2-VL-2B, Shots=1-Shot2026.0337.7
DAP-ICoTBackbone=LLaVA-V1.5-7B, Shots=1-Shot2026.0337.6
ICoTBackbone=Qwen2-VL-2B, Shots=1-Shot2026.0337.3
ICoTBackbone=LLaVA-V1.5-13B, Shots=0-Shot2026.0337
DAP-ICoTBackbone=LLaVA-V1.5-7B, Shots=0-Shot2026.0336.3
ICoTBackbone=Qwen2-VL-2B, Shots=0-Shot2026.0335.8
CCoTBackbone=LLaVA-V1.5-7B, Shots=1-Shot2026.0335.5
ICoTBackbone=LLaVA-V1.5-7B, Shots=1-Shot2026.0335
DirectBackbone=Qwen2-VL-7B, Shots=1-Shot2026.0335
ICoTBackbone=LLaVA-V1.5-7B, Shots=0-Shot2026.0334.6
CCoTBackbone=LLaVA-V1.5-7B, Shots=0-Shot2026.0334.2
DDCoTBackbone=LLaVA-V1.5-13B, Shots=1-Shot2026.0333.8
SCAFFOLDBackbone=LLaVA-V1.5-13B, Shots=1-Shot2026.0333.2
DirectBackbone=Qwen2-VL-7B, Shots=0-Shot2026.0333
MMCoTBackbone=LLaVA-V1.5-13B, Shots=1-Shot2026.0332.9
DDCoTBackbone=LLaVA-V1.5-13B, Shots=0-Shot2026.0332.9
ICoTBackbone=Chameleon-7B, Shots=1-Shot2026.0332.1
MMCoTBackbone=LLaVA-V1.5-13B, Shots=0-Shot2026.0332.1
CCoTBackbone=LLaVA-V1.5-13B, Shots=1-Shot2026.0332
SCAFFOLDBackbone=LLaVA-V1.5-13B, Shots=0-Shot2026.0331.9
SCAFFOLDBackbone=Chameleon-7B, Shots=1-Shot2026.0331.2
SCAFFOLDBackbone=Chameleon-7B, Shots=0-Shot2026.0331
MMCoTBackbone=LLaVA-V1.5-7B, Shots=1-Shot2026.0330.4
DDCoTBackbone=Chameleon-7B, Shots=1-Shot2026.0330.3
CCoTBackbone=LLaVA-V1.5-13B, Shots=0-Shot2026.0330.1
DDCoTBackbone=Chameleon-7B, Shots=0-Shot2026.0329.8
MMCoTBackbone=LLaVA-V1.5-7B, Shots=0-Shot2026.0329.6
SCAFFOLDBackbone=LLaVA-V1.5-7B, Shots=1-Shot2026.0328.3
MMCoTBackbone=Chameleon-7B, Shots=1-Shot2026.0328
SCAFFOLDBackbone=LLaVA-V1.5-7B, Shots=0-Shot2026.0326.6
DDCoTBackbone=LLaVA-V1.5-7B, Shots=1-Shot2026.0326.5
CCoTBackbone=Chameleon-7B, Shots=1-Shot2026.0326.3
ICoTBackbone=Chameleon-7B, Shots=0-Shot2026.0326.1
MMCoTBackbone=Chameleon-7B, Shots=0-Shot2026.0326
DirectBackbone=LLaVA-V1.5-7B, Shots=1-Shot2026.0325.7
DirectBackbone=LLaVA-V1.5-13B, Shots=1-Shot2026.0325.5
DDCoTBackbone=LLaVA-V1.5-7B, Shots=0-Shot2026.0325.4
CCoTBackbone=Chameleon-7B, Shots=0-Shot2026.0325.1
DirectBackbone=LLaVA-V1.5-13B, Shots=0-Shot2026.0324.6
DirectBackbone=Qwen2-VL-2B, Shots=1-Shot2026.0324.5
DirectBackbone=Chameleon-7B, Shots=1-Shot2026.0323.8
DirectBackbone=LLaVA-V1.5-7B, Shots=0-Shot2026.0323.2
DirectBackbone=Chameleon-7B, Shots=0-Shot2026.0322.5
MMCoTBackbone=Qwen2-VL-2B, Shots=1-Shot2026.0322.4
CCoTBackbone=Qwen2-VL-2B, Shots=0-Shot2026.0320.2
MMCoTBackbone=Qwen2-VL-2B, Shots=0-Shot2026.0314.9
DirectBackbone=Qwen2-VL-2B, Shots=0-Shot2026.0314.4