List your company
ResearchFormerly WizWand

Multimodal Understanding on MMBench-EN lite

89.4AccuracyPVM-8B (SFT)
78.37681.23884.186.962May 1, 2026
Updated 6mo ago

Evaluation results

MethodLinks
PVM-8B (SFT)Backbone=8B, Training Strategy=SFT, Model Architecture=Persistent Visual Memory2026.0589.4
PVM-8B (SFT + GRPO)Backbone=8B, Training Strategy=SFT + GRPO, Model Architecture=Persistent Visual Memory2026.0589.4
ICoTTraining Strategy=Visual Injection2026.0588.6
CoMemoTraining Strategy=Visual Injection2026.0588.6
Euclid-8BBackbone=8B, Training Strategy=RL-tuned2026.0588.6
Qwen3-VL-8B (LoRA-SFT)Backbone=8B, Training Strategy=LoRA-SFT2026.0588.6
OneThinker-8BBackbone=8B, Training Strategy=RL-tuned2026.0587.9
Qwen3-VL-8B (SFT)Backbone=8B, Training Strategy=SFT2026.0587.9
Qwen3-VL-8B (SFT + GRPO)Backbone=8B, Training Strategy=SFT + GRPO2026.0587.9
PVM-4B (SFT)Backbone=4B, Training Strategy=SFT, Model Architecture=Persistent Visual Memory2026.0587.9
PVM-4B (SFT + GRPO)Backbone=4B, Training Strategy=SFT + GRPO, Model Architecture=Persistent Visual Memory2026.0587.9
PEARL-8BBackbone=8B, Training Strategy=RL-tuned2026.0587.1
Qwen3-VL-8B (LoRA-SFT + GRPO)Backbone=8B, Training Strategy=LoRA-SFT + GRPO2026.0587.1
Qwen3-VL-4B (LoRA-SFT)Backbone=4B, Training Strategy=LoRA-SFT2026.0587.1
MemVRTraining Strategy=Visual Injection2026.0586.4
Qwen3-VL-8B-InstructBackbone=8B2026.0586.4
Qwen3-VL-4B (SFT)Backbone=4B, Training Strategy=SFT2026.0585.6
Qwen3-VL-4B (SFT + GRPO)Backbone=4B, Training Strategy=SFT + GRPO2026.0585.6
Qwen3-VL-4B (LoRA-SFT + GRPO)Backbone=4B, Training Strategy=LoRA-SFT + GRPO2026.0584.9
Qwen3-VL-4B-InstructBackbone=4B2026.0578.8