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Document Visual Question Answering on InfographicVQA

88.1ANLSMiMo-VL-7B-RL
25.90842.05458.274.346Mar 2, 2026

Evaluation results

MethodLinks
MiMo-VL-7B-RLOpen-source=true, Architectural Paradigm=Reasoning-Enhanced OS Models2026.0388.1
ORCA (Qwen3VL-8B)Open-source=true, Architectural Paradigm=ORCA (Multi-Agent Framework)2026.0388
ORCA (Qwen2.5-VL-7B)Open-source=true, Architectural Paradigm=ORCA (Multi-Agent Framework)2026.0386.9
ORCA (Qwen3VL-4B)Open-source=true, Architectural Paradigm=ORCA (Multi-Agent Framework)2026.0385.4
Qwen2-VLOpen-source=true, Architectural Paradigm=General-Purpose VLMs2026.0384.7
InternVL2-ProOpen-source=true, Architectural Paradigm=General-Purpose VLMs2026.0383.3
Qwen3VL-8B-InstructOpen-source=true, Architectural Paradigm=Baseline VLMs (Single-Model)2026.0383.1
GPT-4oOpen-source=false, Architectural Paradigm=General-Purpose VLMs2026.0382.1
Molmo-72BOpen-source=true, Architectural Paradigm=General-Purpose VLMs2026.0381.9
Qwen3VL-4B-InstructOpen-source=true, Architectural Paradigm=Baseline VLMs (Single-Model)2026.0380.3
VideoLLaMA3-7BOpen-source=true, Architectural Paradigm=Reasoning-Enhanced OS Models2026.0378.9
LLaVA-One-Vision-8BOpen-source=true, Architectural Paradigm=General-Purpose VLMs2026.0378.4
DeepSeek-VL2Open-source=true, Architectural Paradigm=General-Purpose VLMs2026.0378.1
Qwen2.5-VL-7B-InstructOpen-source=true, Architectural Paradigm=Baseline VLMs (Single-Model)2026.0377.7
Qwen-VL-Max (single)Open-source=false, Architectural Paradigm=General-Purpose VLMs2026.0373.4
Gemini Pro 1.5Open-source=false, Architectural Paradigm=General-Purpose VLMs2026.0372.7
GPT-4 Turbo + TextractOpen-source=false, Architectural Paradigm=General-Purpose VLMs2026.0371.9
Gemma-3-27B-ITOpen-source=true, Architectural Paradigm=Reasoning-Enhanced OS Models2026.0370.6
Claude-3.7 SonnetOpen-source=false, Architectural Paradigm=General-Purpose VLMs2026.0365.5
DocOwl-1.5Open-source=true, Architectural Paradigm=Document Understanding Models2026.0350.7
Text-MonkeyOpen-source=true, Architectural Paradigm=Document Understanding Models2026.0328.6
LayoutLMv2 LARGEOpen-source=true, Architectural Paradigm=Document Understanding Models2026.0328.3