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ResearchFormerly WizWand

Table Question Answering on WikiTable Questions (WTQ)

88.89AccuracyQwen3-VL-8B + TABQAWORLD
13.4933.06552.6472.215Feb 21, 2026Feb 27, 2026Mar 6, 2026Mar 13, 2026Mar 20, 2026Mar 27, 2026Apr 3, 2026
Updated 7mo ago

Evaluation results

MethodLinks
Qwen3-VL-8B + TABQAWORLDStrategy=Training-free Agent2026.0488.89
Qwen3-VL-8BModality=Image2026.0481.82
TabTrim-8BStrategy=Trained Trajectory Optimization2026.0479.4
TabTrim-4BStrategy=Trained Trajectory Optimization2026.0476.8
CIT-DPStrategy=Training-free Agent, Backbone=GPT3.52026.0476.4
TIDEStrategy=Training-free Agent, Backbone=GPT3.52026.0475
Mix-SCStrategy=Training-free Agent, Backbone=GPT3.52026.0473.7
TableDART (TG2-7B+Ovis2-8B)Strategy=Dynamic Adaptive Routing2026.0470.58
Qwen2.5-VL-7B + TABQAWORLDStrategy=Training-free Agent2026.0470.2
DS-Q14B + TATTOO (Qwen3-8B)Strategy=Trained Trajectory Optimization2026.0469.8
TableDART (TG2-7B+Qwen2.5-VL-7B)Strategy=Dynamic Adaptive Routing2026.0469.29
DS + Qwen2.5-Math-PRM-72BStrategy=Trained Trajectory Optimization2026.0469.2
InstructRAGtrained_on=Pop dataset2026.0268.57
CoRAG2026.0268.11
ReAcTableStrategy=Training-free Agent, Backbone=GPT3.52026.0468
DATERStrategy=Training-free Agent, Backbone=GPT3.52026.0465.9
Gemini 2.0 FlashModality=Multimodal2026.0463.56
TableGPT2-7B (Text-only Path)Strategy=Dynamic Adaptive Routing2026.0461.42
Ovis2-8B (Image-only Path)Strategy=Dynamic Adaptive Routing2026.0458.76
HIPPO-8BModality=Multimodal2026.0455.77
Qwen2.5-VL-7BModality=Image2026.0454.37
Llama32026.0249.1
MiniCPM-V-2.6-8BModality=Image2026.0447.97
SynTab-LLaVA-7BModality=Image2026.0439.59
TableLlama-7BModality=Text2026.0424.97
Llama3-Instruct-8BModality=Text2026.0421.24
Table-LLaVA-7BModality=Image2026.0418.43
Llama-2-7BModality=Text2026.0416.39