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ResearchFormerly WizWand

OCR & Document Understanding on OCRBench

911ScoreOpenVLThinkerV2
-36.44209.53455.5701.47Jul 23, 2025Sep 18, 2025Nov 14, 2025Jan 10, 2026Mar 8, 2026May 4, 2026Jun 30, 2026
Updated 4mo ago

Evaluation results

MethodLinks
OpenVLThinkerV22026.04911
Qwen3-VL GDPOAlignment=GDPO2026.04897
VisionZero2026.04885
DeepEyesV22026.04882
Qwen3-VL GRPOAlignment=GRPO2026.04875
Gemini 2.5 Pro2026.04866
OneThinker-8BParameters=8B2026.04833
InstructVLA-Generalistnumber of parameters=1.5B, robot state=true2025.07829
Qwen3-VL-InstructModel Type=Instruct2026.04819
Eagle2number of parameters=1.5B2025.07818
InstructVLA-Generalistnumber of parameters=1.5B2025.07814
GPT-52026.04810
Qwen2-VLnumber of parameters=1.5B2025.07809
VisionThink2026.04808
ChatVLAnumber of parameters=1.5B2025.07729
PaliGemmanumber of parameters=2B2025.07614
Magmanumber of parameters=8B2025.07518
Bunnynumber of parameters=8B2025.07444
MIRROR (ours)Param Size=7B2026.0292
Qwen3.5-OmniOpen-Source=false, Size=Flash2026.0489.1
MIRROR (w/o tool)Param Size=7B2026.0288.3
Nemotron 3 Nano OmniOpen-Source=true, Size=30B-A3B, Reasoning=off2026.0488.3
InternVL3.5-20B-A4BModel=InternVL3.5-20B-A4B2026.0586.7
Nemotron 3 Nano OmniOpen-Source=true, Size=30B-A3B, Reasoning=on2026.0486.6
Qwen2.5-VLScale=7B2026.0686.4
Qwen3-OmniOpen-Source=true, Size=30B-A3B2026.0486
Nemotron Nano V2 VLOpen-Source=true, Size=12B, Reasoning=off2026.0485.6
Qwen3.5-4BModel=Qwen3.5-4B2026.0585.3
InternVL3Param Size=8B2026.0285
Qwen3-VL-2BModel=Qwen3-VL-2B2026.0584.1
Qwen3-VL-4BModel=Qwen3-VL-4B2026.0584.1
VanillaBackbone=Qwen2.5-VL-7B, TFLOPs=100%2026.0684.1
Nemotron Nano V2 VLOpen-Source=true, Size=12B, Reasoning=on2026.0483.5
InternVL3.5-2BModel=InternVL3.5-2B2026.0583.4
DeepSeek-VL2-16B-A2.4BModel=DeepSeek-VL2-16B-A2.4B2026.0583.3
Qwen2.5-VL-7BParam Size=7B2026.0283.2
Qwen3.5-2BModel=Qwen3.5-2B2026.0583.1
LLaVA-OVScale=1.5-8B2026.0682.9
VanillaBackbone=Qwen3-VL-8B, TFLOPs=100%2026.0682.8
Qwen2.5-VL-3BParam Size=3B2026.0282.6
Qwen2.5-VL-3BModel=Qwen2.5-VL-3B2026.0582.5
InternVL3Param Size=2B2026.0282.2
InternVL3.5-4BModel=InternVL3.5-4B2026.0582
PLM-3BModel=PLM-3B2026.0580.6
Op-SkipBackbone=Qwen3-VL-8B, TFLOPs=66%, N=202026.0680.4
ZAYA1-VL-8B-A1BModel=ZAYA1-VL-8B-A1B2026.0579.8
Qwen2.5-Omni-3BModel Scale=3B2026.0678.2
Op-SkipBackbone=Qwen2.5-VL-7B, TFLOPs=55%, N=202026.0676.9
Llama-3.2 11B-VisionCheckpoint=base2026.0675.9
AVLM-2BModel Scale=2B2026.0675.9
APETBackbone=Qwen3-VL-8B, TFLOPs=66%2026.0675.8
ShortVBackbone=Qwen3-VL-8B, TFLOPs=58%, N=202026.0673.9
Gemma-4-E2B-itModel Scale=4B2026.0672.8
VSkipBackbone=Qwen3-VL-8B, TFLOPs=76%, N=202026.0672.2
MOSS-Video-PreviewSFT Mode=offline2026.0670.5
VSkipBackbone=Qwen2.5-VL-7B, TFLOPs=67%, N=162026.0669.4
MOSS-Video-PreviewSFT Mode=real-time2026.0667.7
V2DropBackbone=Qwen3-VL-8B, TFLOPs=66%2026.0663.8
LLaVA-OneVisionParam Size=7B2026.0262.1
Molmo2-4BModel=Molmo2-4B2026.0562
APETBackbone=Qwen2.5-VL-7B, TFLOPs=55%2026.0660
V2DropBackbone=Qwen2.5-VL-7B, TFLOPs=55%2026.0656.4
MolmoE-8B-A1BModel=MolmoE-8B-A1B2026.0555
ShortVBackbone=Qwen2.5-VL-7B, TFLOPs=50%, N=202026.0645.5
VTWBackbone=Qwen2.5-VL-7B, TFLOPs=50%, K=162026.0642.39
VTWBackbone=Qwen3-VL-8B, TFLOPs=58%, K=162026.0637
VanillaBackbone=LLaVA-1.5-7B, TFLOPs=100%2026.0631.5
VSkipBackbone=LLaVA-1.5-7B, TFLOPs=76%, N=202026.0630.8
VSkip+Backbone=LLaVA-1.5-7B, TFLOPs=76%, N=202026.0630.5
Op-SkipBackbone=LLaVA-1.5-7B, TFLOPs=66%, N=202026.0630.2
APETBackbone=LLaVA-1.5-7B, TFLOPs=66%2026.0629.9
V2DropBackbone=LLaVA-1.5-7B, TFLOPs=66%2026.0629.7
ShortVBackbone=LLaVA-1.5-7B, TFLOPs=55%, N=202026.0628.1
VTWBackbone=LLaVA-1.5-7B, TFLOPs=55%, K=162026.065.2
OpenVLAnumber of parameters=7B, fine-tuned=true2025.072.5
OpenVLAnumber of parameters=7B2025.070
ECoTnumber of parameters=7B2025.070