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Table Question Answering on WikiTQ (F1)

79.8F1 ScoreQUIETT
41.52851.46461.471.336Feb 23, 2026
Updated 8mo ago

Evaluation results

MethodLinks
QUIETTCategory=Agentic, Model=Gemini 2.52026.0279.8
QUIETTCategory=Agentic, Model=GPT-OSS2026.0276.21
QUIETTCategory=Agentic, Model=DeepSeek V3.12026.0274.56
E5Category=Direct, Model=Gemini 2.52026.0274.35
CoTCategory=Direct, Model=Gemini 2.52026.0274.31
Chain of TablesCategory=Agentic, Model=Gemini 2.52026.0274.3
TableSQLifyCategory=Direct, Model=GPT-OSS2026.0273.9
E5Category=Direct, Model=DeepSeek V3.12026.0273
TableSQLifyCategory=Direct, Model=DeepSeek V3.12026.0273
POTCategory=Agentic, Model=GPT-OSS2026.0269.9
CoTCategory=Direct, Model=GPT-OSS2026.0269.4
QUIETTCategory=Agentic, Model=Gemini 2.02026.0267.6
E5Category=Direct, Model=Gemini 2.02026.0266.6
NormTabCategory=Direct, Model=GPT-OSS2026.0265.91
EEDPCategory=Direct, Model=Gemini 2.52026.0265
TableSQLifyCategory=Direct, Model=Gemini 2.02026.0264.5
QUIETTCategory=Agentic, Model=Qwen 32026.0264.2
Chain of TablesCategory=Agentic, Model=DeepSeek V3.12026.0263.67
Chain of TablesCategory=Agentic, Model=Gemini 2.02026.0263.27
EEDPCategory=Direct, Model=Qwen 32026.0262.4
E5Category=Direct, Model=Qwen 32026.0262.3
EEDPCategory=Direct, Model=DeepSeek V3.12026.0262.2
Chain of TablesCategory=Agentic, Model=GPT-OSS2026.0262.11
EEDPCategory=Direct, Model=Gemini 2.02026.0261.8
CoTCategory=Direct, Model=Gemini 2.02026.0261.76
BinderCategory=Direct, Model=Qwen 32026.0261.68
BinderCategory=Direct, Model=GPT-OSS2026.0261.5
Chain of TablesCategory=Agentic, Model=Qwen 32026.0261.39
CoTCategory=Direct, Model=DeepSeek V3.12026.0260.92
BinderCategory=Direct, Model=Gemini 2.02026.0260.81
POTCategory=Agentic, Model=Gemini 2.52026.0260.21
EEDPCategory=Direct, Model=GPT-OSS2026.0260.1
CoTCategory=Direct, Model=Qwen 32026.0258.95
NormTabCategory=Direct, Model=Gemini 2.52026.0258.7
E5Category=Direct, Model=GPT-OSS2026.0256.9
NormTabCategory=Direct, Model=Gemini 2.02026.0255.95
CoT + SQLCategory=Direct, Model=Gemini 2.52026.0254.66
NormTabCategory=Direct, Model=DeepSeek V3.12026.0253.19
TableSQLifyCategory=Direct, Model=Gemini 2.52026.0253.02
POTCategory=Agentic, Model=Gemini 2.02026.0252.11
BinderCategory=Direct, Model=Gemini 2.52026.0251.89
CoT + SQLCategory=Direct, Model=Qwen 32026.0251.55
CoT + SQLCategory=Direct, Model=DeepSeek V3.12026.0251.21
NormTabCategory=Direct, Model=Qwen 32026.0251.12
BinderCategory=Direct, Model=DeepSeek V3.12026.0250.62
TableSQLifyCategory=Direct, Model=Qwen 32026.0248.4
POTCategory=Agentic, Model=DeepSeek V3.12026.0248.39
POTCategory=Agentic, Model=Qwen 32026.0246.56
CoT + SQLCategory=Direct, Model=Gemini 2.02026.0244.43
CoT + SQLCategory=Direct, Model=GPT-OSS2026.0243