Table-based Fact Verification on TabFact

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#	Model↕	Test▼	Extra Data	Paper	Date↕	Code
1	ARTEMIS-DA	93.1	No	ARTEMIS-DA: An Advanced Reasoning and Transforma...	2024-12-18	-
2	Dater	93	No	Large Language Models are Versatile Decomposers:...	2023-01-31	Code
3	PASTA	89.3	No	PASTA: Table-Operations Aware Fact Verification ...	2022-11-05	Code
4	Chain-of-Table	86.61	No	Chain-of-Table: Evolving Tables in the Reasoning...	2024-01-09	Code
5	Binder	86	No	Binding Language Models in Symbolic Languages	2022-10-06	Code
6	Tab-PoT	85.77	No	Efficient Prompting for LLM-based Generative Int...	2024-06-14	-
7	ReasTAP-Large	84.9	No	ReasTAP: Injecting Table Reasoning Skills During...	2022-10-22	Code
8	TAPEX-Large	84.2	No	TAPEX: Table Pre-training via Learning a Neural ...	2021-07-16	Code
9	T5-3b(UnifiedSKG)	83.68	No	UnifiedSKG: Unifying and Multi-Tasking Structure...	2022-01-16	Code
10	Salience-aware TAPAS	82.1	No	Table-based Fact Verification with Salience-awar...	2021-09-09	Code
11	TAPAS-Large classifier with Counterfactual + Synthetic pre-training	81	No	Understanding tables with intermediate pre-train...	2020-10-01	Code
12	TabSQLify (col+row)	79.5	No	TabSQLify: Enhancing Reasoning Capabilities of L...	2024-04-15	Code
13	NormTab (Targeted) + SQL	68.9	No	NormTab: Improving Symbolic Reasoning in LLMs Th...	2024-06-25	Code
14	Table-BERT-Horizontal-T+F-Template	65.12	No	TabFact: A Large-scale Dataset for Table-based F...	2019-09-05	Code
15	BERT classifier w/o Table	50.5	No	TabFact: A Large-scale Dataset for Table-based F...	2019-09-05	Code