Table-based Fact Verification on TabFact simple 1.0 (test)
93.6AccuracySalience-aware learning system
Evaluation results
| Method | Links | |
|---|---|---|
| Salience-aware learning systemMethod Type=Non-logical program-driven, Configuration=w/o auxiliary task2021.09 | 93.6 | |
| Salience-aware learning systemMethod Type=Non-logical program-driven, Configuration=w/o augmented data2021.09 | 93.4 | |
| Salience-aware learning systemMethod Type=Non-logical program-driven, Configuration=Full system2021.09 | 93.3 | |
| TAPASMethod Type=Non-logical program-driven, Reference=Eisenschlos et al., 20202021.09 | 92.3 | |
| TAPASMethod Type=Non-logical program-driven, Reference=Dong and Smith, 20212021.09 | 89 | |
| ProgVGATMethod Type=Logical program-driven2021.09 | 88.3 | |
| HeterTFVMethod Type=Logical program-driven2021.09 | 85.9 | |
| LogicalFactCheckerMethod Type=Logical program-driven2021.09 | 85.4 | |
| Table-BERTMethod Type=Non-logical program-driven2021.09 | 79.1 | |
| Table-BERT-Horizontal-F+T-TemplateLinearization scan direction=Horizontal, Linearization strategy=Template2019.09 | 79 | |
| LPA-Ranking w/ Discriminator (Caption)Discriminator usage=Ranking discriminator2019.09 | 78.7 | |
| LPAMethod Type=Logical program-driven2021.09 | 78.4 |