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ResearchFormerly WizWand

Table-based Fact Verification on TabFact complex official (test)

76.7Verification AccuracySalience-aware learning system
57.4662.45567.4572.445Sep 9, 2021
Updated 8mo ago

Evaluation results

MethodLinks
Salience-aware learning systemMethod Type=Non-logical program-driven, Configuration=Full system2021.0976.7
Salience-aware learning systemMethod Type=Non-logical program-driven, Configuration=w/o augmented data2021.0976.6
Salience-aware learning systemMethod Type=Non-logical program-driven, Configuration=w/o auxiliary task2021.0976.3
TAPASMethod Type=Non-logical program-driven, Reference=Eisenschlos et al., 20202021.0975.6
TAPASMethod Type=Non-logical program-driven, Reference=Dong and Smith, 20212021.0969.8
ProgVGATMethod Type=Logical program-driven2021.0967.6
HeterTFVMethod Type=Logical program-driven2021.0965.7
LogicalFactCheckerMethod Type=Logical program-driven2021.0965.1
LPAMethod Type=Logical program-driven2021.0958.5
Table-BERTMethod Type=Non-logical program-driven2021.0958.2