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Table Fact Verification on TabFact (test)

93.73Accuracy

TableMind++

Updated 15d ago

Evaluation Results

Method	Links
TableMind++ 2026.03		93.73
TableMind 2026.03		91.85
TableMaster 2025.01		91.16
TableMaster 2025.01		90.12
GPT-5 2026.03		90.05
Gemini-2.5-flash 2026.03		89.65
PASTA 2022.11		89.3
EnoTab 2025.09		89.2
PoTable 2026.03		88.93
PoTable 2025.01		88.93
H-Star 2025.09		88.4
Chain-of-Table 2026.03		87.78
Qwen2.5-72B-Instruct 2026.03		87.34
Table-R1 2026.03		87.17
PoTable 2025.01		87.06
TabLaP 2025.09		86.9
Deepseek-R1 2026.03		86.25
DeBERTaV3 2022.11		86.2
Chain-of-Table 2025.01		85.62
SaMoE 2022.11		85.1
REASTAP 2022.10		84.7
Binder 2025.01		84.63
Chain-of-Table 2025.01		84.24
TAPEX 2021.07		84.2
Tapex 2022.11		84.2
Chain-of-Table 2025.09		84.2
RePanda (Fact-Checking) 2025.03		84.09
TAPEX 2022.10		84
MM1.5-30B 2024.09		84
GPT-4.1 2026.03		83.94
T5 2022.10		83.7
TableMaster 2025.01		83.65
DecompTaPas 2022.10		82.7
TableLlama-7B 2026.03		82.53
MiniCPM-V-2.6 8B 2026.02		82.27
Salience-aware learning system 2021.09		82.1
Salience-aware learning system 2021.09		82.1
Tree-of-Table 2025.01		81.92
Salience-aware learning system 2021.09		81.9
TableFormer 2022.10		81.6
Dater 2025.01		81.57
MATE 2021.09		81.4
Gemini-2.0-flash 2026.03		81.03
TAPAS 2020.10		81
Eisenschlos et al. 2021.07		81
TaPas 2022.10		81
Tapas 2022.11		81
TAPAS 2021.09		81
TAPAS 2021.09		81
Dater 2025.01		80.98
BART 2021.07		80.8
BART 2022.10		80.5
mPLUG-DocOwl 1.5 2024.11		80.4
DocOwl-1.5-Chat 2024.09		80.2
Chain-of-Table 2025.01		80.2
Dater 2025.09		80.1
TabSQLify 2025.01		79.5
Binder 2025.01		79.17
Tab-CoT 2026.03		79.05
TableGPT2-7B 2026.03		78.87
TabSQLify 2025.09		78.8
TabSQLify 2025.01		78.75
TAPAS 2020.10		78.5
Binder 2025.01		78.16
Dater 2025.01		78.01
TAPAS 2020.10		77.9
Schlichtkrull et al. 2022.11		77.6
Chain-of-Thought 2025.09		77.2
Binder 2025.09		77.2
MATE 2021.09		77
TAPAS 2021.09		76.3
TAPAS 2021.09		76
MM1.5-7B 2024.09		75.9
Qwen3-VL-8B-DISCO 2026.02		75.41
TAPAS 2020.10		75.2
TAPAS 2020.10		74.6
Yang et al. 2021.07		74.4
ProgVGAT 2022.11		74.4
ProgVGAT 2021.09		74.4
ReAcTable 2025.01		74.4
End-to-End QA 2025.09		73.5
Qwen2-VL-7B-Table-R1 2026.02		73.4
Zhang et al. 2021.07		73.2
SAT 2022.10		73.2
SAT 2022.11		73.2
MM1.5-3B-MOE 2024.09		73.1
MM1.5-3B 2024.09		72.9
Shi et al. 2021.07		72.3
HeterTFV 2022.10		72.3
HeterTFV 2021.09		72.3
LOGICALFACTCHECKER (program from Seq2Action) 2020.10		71.7
Zhong et al. 2021.07		71.7
LFC 2022.10		71.7
LogicFactChecker 2022.11		71.7
LogicalFactChecker 2021.09		71.7
LOGICALFACTCHECKER (program from LPA) 2020.10		71.6
Few-Shot QA 2025.01		71.54
MM1.5-1B-MOE 2024.09		71.4
TabSQLify 2025.01		70.7
End-to-End QA 2025.01		70.45

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