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Table Fact Verification on TabFact

0.9506Accuracy

Formula-R1-Plus

Updated 11d ago

Evaluation Results

Method
Formula-R1-Plus 2025.05	0.9506	-	-	-
Qwen2-72B-Instruct 2025.02	0.9168	0.5711	-	-
Qwen3-VL-8B + TABQAWORLD 2026.04	0.9145	-	-	-
CIT-DP 2026.04	0.913	-	-	-
TabTrim-8B 2026.04	0.912	-	-	-
TableMaster 2025.05	0.9012	-	-	-
TIDE DP&Agent 2025.05	0.8982	-	-	-
TIDE 2026.04	0.8982	-	-	-
DataFactory 2026.03	0.896	-	0.84	9.26
TabTrim-4B 2026.04	0.894	-	-	-
Norm-DP&Agent 2025.05	0.885	-	-	-
Mix-SC 2026.04	0.885	-	-	-
GPT-4o 2025.02	0.8762	0.5558	-	-
Chain-of-Table 2025.05	0.8661	-	-	-
ReAcTable 2025.05	0.861	-	-	-
ReAcTable 2026.04	0.861	-	-	-
Dater 2025.05	0.856	-	-	-
DATER 2026.04	0.856	-	-	-
Binder 2025.05	0.851	-	-	-
Formula-R1 2025.05	0.8508	-	-	-
Qwen2.5-VL-7B + TABQAWORLD 2026.04	0.8442	-	-	-
TAPEX-Large 2025.05	0.842	-	-	-
TabAF 2025.05	0.8399	-	-	-
GPT-4o (Image Only) 2025.02	0.8345	0.5426	-	-
Qwen2.5-VL-Instruct 2025.02	0.8343	0.5858	-	-
Qwen2.5-Instruct 2025.02	0.8308	0.6154	-	-
TableLlama + Oracle 2025.02	0.8255	0.5533	-	-
TableLlama 2025.05	0.8255	-	-	-
MiniCPM-V-2.6 + Vanilla SFT 2025.02	0.8254	0.6193	-	-
Qwen2.5-VL-Instruct + HIPPO 2025.02	0.8251	0.629	-	-
Qwen3-VL-8B 2026.04	0.8241	-	-	-
MiniCPM-V-2.6 + HIPPO 2025.02	0.8227	0.6546	-	-
HIPPO-8B 2026.04	0.8227	-	-	-
DataFactory 2026.03	0.822	-	0.84	9.26
TAPEX-large 2026.03	0.82	-	0.82	1.33
Qwen2.5-VL-Instruct (Image Only) 2025.02	0.8144	0.5685	-	-
TableDART (TG2-7B+Ovis2-8B) 2026.04	0.8137	-	-	-
Gemini 2.0 Flash 2026.04	0.8133	-	-	-
Ovis2-8B (Image-only Path) 2026.04	0.808	-	-	-
AutoPrep 2026.03	0.807	-	0.773	2.96
DocOwl-1.5 2026.02	0.804	-	-	-
TAPAS-large 2026.03	0.801	-	0.801	3.25
DataFactory 2026.03	0.801	-	0.84	9.26
Qwen2.5-VL-Instruct + Vanilla SFT 2025.02	0.8008	0.6215	-	-
TableCoT 2026.03	0.798	-	0.605	16.99
TableLlama + Markdown 2025.02	0.7937	0.3786	-	-
TableLlama-7B 2026.04	0.7937	-	-	-
MiniCPM-V-2.6 2025.02	0.7931	0.6212	-	-
Few-Shot 2026.03	0.792	-	0.69	16.03
MiniCPM-V-2.6 (Image Only) 2025.02	0.7848	0.6042	-	-
MiniCPM-V-2.6-8B 2026.04	0.7848	-	-	-
TabSQLify 2026.03	0.783	-	0.756	6.9
TableDART (TG2-7B+Qwen2.5-VL-7B) 2026.04	0.7794	-	-	-
TableGPT2 2025.05	0.778	-	-	-
TableGPT2-7B (Text-only Path) 2026.04	0.778	-	-	-
Llama3.1-Instruct 2025.02	0.7757	0.3542	-	-
AutoPrep 2026.03	0.766	-	0.773	2.96
End-to-End 2026.03	0.76	-	0.736	7.27
Qwen2.5-VL-7B 2026.04	0.7581	-	-	-
End-to-End 2026.03	0.753	-	0.736	7.27
Table-LLaVA + HIPPO 2025.02	0.7466	0.5552	-	-
AutoPrep 2026.03	0.746	-	0.773	2.96
TabSQLify 2026.03	0.745	-	0.756	6.9
ReAcTable 2026.03	0.74	-	0.705	9.9
TabSQLify 2026.03	0.739	-	0.756	6.9
Llama3-Instruct 2025.02	0.7389	0.3198	-	-
Llama3-Instruct-8B 2026.04	0.7389	-	-	-
MACT 2026.03	0.729	-	0.597	14.47
HRVDA 2026.02	0.723	-	-	-
SynTab-LLaVA-7B 2026.04	0.7078	-	-	-
TableLLM 2025.05	0.6981	-	-	-
Table-LLaVA 2025.02	0.6942	0.5098	-	-
End-to-End 2026.03	0.694	-	0.736	7.27
ReAcTable 2026.03	0.694	-	0.705	9.9
ReAcTable 2026.03	0.681	-	0.705	9.9
DocOwl 2026.02	0.676	-	-	-
UReader 2026.02	0.676	-	-	-
Table-LLaVA (Image Only) 2025.02	0.65	0.3809	-	-
StructGPT 2026.03	0.644	-	0.594	13.53
Few-Shot 2026.03	0.642	-	0.69	16.03
Few-Shot 2026.03	0.636	-	0.69	16.03
PositionOCR 2026.02	0.628	-	-	-
Table-LLaVA (Image Only) 2025.02	0.5985	0.3569	-	-
Table-LLaVA-7B 2026.04	0.5985	-	-	-
MACT 2026.03	0.589	-	0.597	14.47
DS-Q14B + TATTOO (Qwen3-8B) 2026.04	0.5879	-	-	-
StructGPT 2026.03	0.584	-	0.594	13.53
DS + Qwen2.5-Math-PRM-72B 2026.04	0.579	-	-	-
StructGPT 2026.03	0.556	-	0.594	13.53
Donut 2026.02	0.546	-	-	-
TableCoT 2026.03	0.51	-	0.605	16.99
TableCoT 2026.03	0.506	-	0.605	16.99
TabPedia 2025.02	0.5053	0.2084	-	-
MACT 2026.03	0.474	-	0.597	14.47
Monkey 2025.02	0.2256	0.1416	-	-
LLaVA v1.5 2025.02	0.189	0.0982	-	-
Llama2 2025.02	0.092	0.1753	-	-
Llama-2-7B 2026.04	0.092	-	-	-
mPLUG-Owl2 2025.02	0.0821	0.0776	-	-
mPLUG-Owl 2025.02	0.0746	0.0316	-	-

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