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ResearchFormerly WizWand

Document OCR on ChartQA

0.917AccuracyCoT
0.845240.863870.88250.90113Jul 1, 2026
Updated 4mo ago

Evaluation results

MethodLinks
CoTBackbone=Qwen3-VL-8B-Instruct, Evolving Mode=Self-Evolving2026.070.917
CoT+M2NoteBackbone=Qwen3-VL-8B-Instruct, Evolving Mode=Self-Evolving, Mem=32, Len=3152026.070.917
M2NoteBackbone (Tuning)=Qwen3-VL-8B-Instruct, Backbone (Tuner)=Qwen3-VL-Plus, Evolving Mode=Cross-Model Evolving, Mem=43, Len=4452026.070.901
M2NoteBackbone=Qwen3-VL-8B-Instruct, Evolving Mode=Self-Evolving, Mem=50, Len=2612026.070.899
VanillaBackbone=Qwen3-VL-8B-Instruct, Evolving Mode=Self-Evolving2026.070.896
VanillaBackbone (Tuning)=Qwen3-VL-8B-Instruct, Backbone (Tuner)=Qwen3-VL-Plus, Evolving Mode=Cross-Model Evolving2026.070.896
M2NoteBackbone=Qwen3-VL-Plus, Evolving Mode=Self-Evolving, Mem=28, Len=4622026.070.895
VanillaBackbone=Qwen3-VL-Plus, Evolving Mode=Self-Evolving2026.070.885
EvoLMMEvolving Mode=Self-Evolving2026.070.867
Vision-ZeroEvolving Mode=Self-Evolving2026.070.863
VisPlayEvolving Mode=Self-Evolving2026.070.862
iReasonerEvolving Mode=Self-Evolving2026.070.858
M2NoteBackbone=GPT-5.4, Evolving Mode=Self-Evolving, Mem=28, Len=4622026.070.858
VanillaBackbone=GPT-5.4, Evolving Mode=Self-Evolving2026.070.856
DPEBackbone=Qwen3-VL-8B-Instruct, Evolving Mode=Self-Evolving2026.070.848