Semantic Parsing on WikiSQL

Metric: Denotation accuracy (test) (higher is better)

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#	Model↕	Denotation accuracy (test)▼	Extra Data	Paper	Date↕	Code
1	TAPEX-Large (weak supervision)	89.5	No	TAPEX: Table Pre-training via Learning a Neural ...	2021-07-16	Code
2	CABINET	89.5	No	CABINET: Content Relevance based Noise Reduction...	2024-02-02	Code
3	ReasTAP-Large (weak supervision)	89.2	No	ReasTAP: Injecting Table Reasoning Skills During...	2022-10-22	Code
4	TAPAS-Large (weak supervision)	83.6	Yes	TAPAS: Weakly Supervised Table Parsing via Pre-t...	2020-04-05	Code

#1TAPEX-Large (weak supervision)SOTA
89.5
Denotation accuracy (test)· 2021-07-16
TAPEX: Table Pre-training via Learning a Neural SQL Executor Code
#2CABINET
89.5
Denotation accuracy (test)· 2024-02-02
CABINET: Content Relevance based Noise Reduction for Table Question Answering Code
#3ReasTAP-Large (weak supervision)
89.2
Denotation accuracy (test)· 2022-10-22
ReasTAP: Injecting Table Reasoning Skills During Pre-training via Synthetic Reasoning Examples Code
#4TAPAS-Large (weak supervision)SOTA
83.6
Denotation accuracy (test)· Extra Data· 2020-04-05
TAPAS: Weakly Supervised Table Parsing via Pre-training Code