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Table Fact Verification on TabFact (test)

89.3Accuracy

PASTA

Updated 4d ago

Evaluation Results

Method	Links
PASTA 2022.11		89.3
DeBERTaV3 2022.11		86.2
SaMoE 2022.11		85.1
REASTAP 2022.10		84.7
TAPEX 2021.07		84.2
Tapex 2022.11		84.2
RePanda (Fact-Checking) 2025.03		84.09
TAPEX 2022.10		84
MM1.5-30B 2024.09		84
T5 2022.10		83.7
DecompTaPas 2022.10		82.7
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
Salience-aware learning system 2021.09		81.9
TableFormer 2022.10		81.6
MATE 2021.09		81.4
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
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
TAPAS 2020.10		78.5
TAPAS 2020.10		77.9
Schlichtkrull et al. 2022.11		77.6
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
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
MM1.5-1B-MOE 2024.09		71.4
Qwen3-VL-8B 2026.02		70.21
TAPAS 2020.10		69.9
Qwen3-VL-8B-DISCO 2026.02		69.28
HVFA 2024.11		68.2
mPLUG-Owl-7B + Ours 2024.11		68.2
Finetuned-Direct 2025.03		67.85
Phi-3-Vision-4B 2024.09		67.8
mPLUG-Owl-7B + UReader 2024.11		67.6
GPT-4 2025.01		67.1
MM1.5-1B 2024.09		66.1
LPA-Ranking w/ Discriminator (Caption) 2020.10		65.3
LPA-Ranking 2022.10		65.3
TABLE-BERT-Horizontal-T+F-Template 2020.10		65.1
Chen et al. 2021.07		65.1
Table-BERT 2022.11		65.1
Table-BERT 2021.09		65.1
TAMA 2025.01		65.09
Table-LLaVA 13B 2026.02		65
LPA 2021.09		65
Cambrian-34B 2024.09		60
BLIP-2-OPT-2.7B + Ours 2024.11		59.9
Table-LLaVA 7B 2026.02		59.85
MM1-30B 2024.09		58.9
BLIP-2-OPT-2.7B + UReader 2024.11		58.5
MiniCPM-V 2.0-3B 2024.09		58.2
InternVL2-2B 2024.09		56.7
Gemma3n-E4B-DISCO 2026.02		55.81
MM1-7B 2024.09		55.5
Donut 2024.11		54.6
MM1-3B 2024.09		52.9
ZeroShot-Pandas 2025.03		51.82
SPHINX-Tiny 2024.09		51.1
ZeroShot-Direct 2025.03		50.76
BERT classifier w/o Table 2020.10		50.5
MM1-1B 2024.09		49.8
GPT-4o-mini 2026.02		46.54
GPT-3.5 2025.01		46.3
Gemma3n-E4B-DISCO 2026.02		42.83
Gemma3n-E4B 2026.02		41.33
LLaMA 3.1 8B Instruct 2025.01		39.97
Monkey 2024.11		25.3
Qwen-VL 2024.11		21.6