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ResearchFormerly WizWand

Chart Understanding on ChartQA (Score)

88.4ScoreDeepEyesV2
5.09626.72348.3569.977Oct 27, 2025Nov 26, 2025Dec 26, 2025Jan 26, 2026Feb 25, 2026Mar 27, 2026Apr 27, 2026
Updated 6mo ago

Evaluation results

MethodLinks
DeepEyesV2Tool=General, Param Size=7B2025.1188.4
LLaDA-oModel Category=Unified Models2026.0487.9
InternVL3Tool=✗, Param Size=8B2025.1186.6
Qwen2.5-VLTool=✗, Param Size=7B2025.1186.2
ThymeTool=Code, Param Size=7B2025.1186.1
TunaSize=7B2026.0485.8
Tuna-RSize=7B2026.0485.6
Tuna-2Size=7B2026.0485.6
Qwen2.5-VL-7BModel Category=Specialist VLMs2026.0484.1
Qwen2.5-VLSize=7B2026.0483
X-OmniSize=7B2026.0481.5
OneCatSize=9B2026.0481.2
LLaVA-OV2026.0480.9
LLaDA2.0-UniModel Category=Unified Models2026.0480.1
LLaVA-OVTool=✗, Param Size=7B2025.1180
Pre-trainedTrainable Params=02026.0379.6
BAGELSize=14B2026.0478.5
LLaDA-VModel Category=Specialist VLMs2026.0478.3
LoRA-onlyTrainable Params=7.6M2026.0378
AttnRes+LoRATrainable Params=7.7M2026.0377.9
IADA +LoRATrainable Params=7.7M2026.0377.9
Ming-UniVisionSize=16B2026.0476.7
InternVL-UModel Category=Unified Models2026.0476.6
BAGELModel Category=Unified Models2026.0474.3
Emu3Size=8B2026.0469.4
MRoPE2025.1063.56
MHRoPE2025.1062.44
MRoPE-I2025.1062.12
Vanilla RoPE2025.1056.84
HoPE2025.1055.44
VideoRoPE2025.1054.88
CircleRoPE2025.1053.72
Show-o2Size=7B2026.0452.3
Qwen-VL-ChatSize=7B2026.0449.8
JanusFlowSize=1.3B2026.0442.4
MRoPE-IBackbone Model=Qwen3-VL-4B-Instruct, Positional Encoding Variant=MRoPE-I2025.1041.64
CircleRoPEBackbone Model=Qwen3-VL-4B-Instruct, Positional Encoding Variant=CircleRoPE2025.1040.68
MHRoPEBackbone Model=Qwen3-VL-4B-Instruct, Positional Encoding Variant=MHRoPE2025.1039.76
Vanilla RoPEBackbone Model=Qwen3-VL-4B-Instruct, Positional Encoding Variant=Vanilla RoPE2025.1039.64
HoPEBackbone Model=Qwen3-VL-4B-Instruct, Positional Encoding Variant=HoPE2025.1039.52
VideoRoPEBackbone Model=Qwen3-VL-4B-Instruct, Positional Encoding Variant=VideoRoPE2025.1039.37
MRoPEBackbone Model=Qwen3-VL-4B-Instruct, Positional Encoding Variant=MRoPE2025.1038.8
HarmonSize=1.5B2026.0429.8
Janus-ProSize=7B2026.0425.8
LLaVA-1.5Size=7B2026.0417.8
VILA-USize=7B2026.0411.4
Lumina-DiMOOModel Category=Unified Models2026.048.3