Table-based Fact Verification on TabFact

Metric: Val (higher is better)

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#	Model↕	Val▼	Extra Data	Paper	Date↕	Code
1	PASTA	89.2	No	PASTA: Table-Operations Aware Fact Verification ...	2022-11-05	Code
2	ReasTAP-Large	84.6	No	ReasTAP: Injecting Table Reasoning Skills During...	2022-10-22	Code
3	TAPEX-Large	84.6	No	TAPEX: Table Pre-training via Learning a Neural ...	2021-07-16	Code
4	T5-3b(UnifiedSKG)	83.97	No	UnifiedSKG: Unifying and Multi-Tasking Structure...	2022-01-16	Code
5	Salience-aware TAPAS	82.7	No	Table-based Fact Verification with Salience-awar...	2021-09-09	Code
6	TAPAS-Large classifier with Counterfactual + Synthetic pre-training	81	No	Understanding tables with intermediate pre-train...	2020-10-01	Code
7	Table-BERT-Horizontal-T+F-Template	66.1	No	TabFact: A Large-scale Dataset for Table-based F...	2019-09-05	Code
8	BERT classifier w/o Table	50.9	No	TabFact: A Large-scale Dataset for Table-based F...	2019-09-05	Code

#1PASTASOTA
89.2
Val· 2022-11-05
PASTA: Table-Operations Aware Fact Verification via Sentence-Table Cloze Pre-training Code
#2ReasTAP-Large
84.6
Val· 2022-10-22
ReasTAP: Injecting Table Reasoning Skills During Pre-training via Synthetic Reasoning Examples Code
#3TAPEX-LargeSOTA
84.6
Val· 2021-07-16
TAPEX: Table Pre-training via Learning a Neural SQL Executor Code
#4T5-3b(UnifiedSKG)
83.97
Val· 2022-01-16
UnifiedSKG: Unifying and Multi-Tasking Structured Knowledge Grounding with Text-to-Text Language Models Code
#5Salience-aware TAPAS
82.7
Val· 2021-09-09
Table-based Fact Verification with Salience-aware Learning Code
#6TAPAS-Large classifier with Counterfactual + Synthetic pre-trainingSOTA
81
Val· 2020-10-01
Understanding tables with intermediate pre-training Code
#7Table-BERT-Horizontal-T+F-TemplateSOTA
66.1
Val· 2019-09-05
TabFact: A Large-scale Dataset for Table-based Fact Verification Code
#8BERT classifier w/o Table
50.9
Val· 2019-09-05
TabFact: A Large-scale Dataset for Table-based Fact Verification Code