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ResearchFormerly WizWand

Multimodal Reasoning on MMBench EN

83AccuracyInstruct
34.1246.8159.572.19Oct 15, 2024Jan 18, 2025Apr 23, 2025Jul 27, 2025Oct 30, 2025Feb 2, 2026May 9, 2026
Updated 5mo ago

Evaluation results

MethodLinks
InstructModel Scale=14B, Base Model=InternVL32026.0383
DPOModel Scale=14B, Base Model=InternVL32026.0383
DPOModel Scale=8B, Base Model=InternVL32026.0383
DPO-ShiftModel Scale=14B, Base Model=InternVL32026.0383
ACPOModel Scale=14B, Base Model=InternVL32026.0383
InstructModel Scale=8B, Base Model=InternVL32026.0382.8
IPOModel Scale=14B, Base Model=InternVL32026.0382
IPOModel Scale=8B, Base Model=InternVL32026.0382
β-DPOModel Scale=14B, Base Model=InternVL32026.0382
SimPOModel Scale=14B, Base Model=InternVL32026.0381.5
SimPOModel Scale=8B, Base Model=InternVL32026.0381
β-DPOModel Scale=8B, Base Model=InternVL32026.0381
DPO-ShiftModel Scale=8B, Base Model=InternVL32026.0381
ACPOModel Scale=8B, Base Model=InternVL32026.0381
F3ARatio=40%2026.0577.73
Qwen3-VL-2BRatio=100%2026.0577.5
DivPruneRatio=60%2026.0577.5
VisionZipRatio=60%2026.0577.5
F3ARatio=60%2026.0577.5
CDPrunerRatio=60%2026.0577.08
CDPrunerRatio=40%2026.0577.02
DivPruneRatio=40%2026.0576.83
VisionZipRatio=40%2026.0576.46
F3ARatio=20%2026.0576.07
FastVRatio=60%2026.0576
CDPrunerRatio=20%2026.0575.93
FastVRatio=40%2026.0574.66
VisionZipRatio=20%2026.0574.5
DivPruneRatio=20%2026.0574.47
FastVRatio=20%2026.0572.07
LLaVA-1.5-13B + MMFuserLLM=Vicuna-13B2024.1069.9
LLaVA-1.5-13BLLM=Vicuna-13B2024.1067.7
LLaVA-1.5-7B + MMFuserLLM=Vicuna-7B2024.1067.5
LLaVA-1.5-7BLLM=Vicuna-7B2024.1064.3
Qwen-VL-ChatLLM=Qwen-7B2024.1060.6
ShikraLLM=Vicuna-13B2024.1058.8
IDEFICS-80BLLM=LLaMA-65B2024.1054.5
IDEFICS-9BLLM=LLaMA-7B2024.1048.2
Qwen-VLLLM=Qwen-7B2024.1038.2
InstructBLIPLLM=Vicuna-7B2024.1036