Table Fact Verification on TabFact 1.0 (test)
65.3AccuracyLPA-Ranking w/ Discriminator (Caption)
Evaluation Results
| Method | Links | |
|---|---|---|
| LPA-Ranking w/ Discriminator (Caption)Input=Caption as sequence2019.09 | 65.3 | |
| Table-BERT-Horizontal-F+T-TemplateLinearization scan direction=Horizontal, Sequence order=Fact then Table, Linearization strategy=Template2019.09 | 65.1 | |
| Table-BERT-Horizontal-T+F-TemplateLinearization scan direction=Horizontal, Sequence order=Table then Fact, Linearization strategy=Template2019.09 | 65.1 | |
| LPA-Ranking w/ DiscriminatorDiscriminator usage=Ranking discriminator2019.09 | 65 | |
| NSM w/ LPA-guided ML + RLLearning strategy=LPA-guided ML + RL2019.09 | 63.5 | |
| LPA-Weighted-VotingDiscriminator usage=Confidence weights2019.09 | 63.1 | |
| LPA-Voting w/o DiscriminatorDiscriminator usage=None2019.09 | 58.2 | |
| Table-BERT-Vertical-T+F-TemplateLinearization scan direction=Vertical, Sequence order=Table then Fact, Linearization strategy=Template2019.09 | 57 | |
| Table-BERT-Vertical-F+T-TemplateLinearization scan direction=Vertical, Sequence order=Fact then Table, Linearization strategy=Template2019.09 | 56.2 | |
| NSM w/ RL (Binary Reward)Learning strategy=Reinforcement Learning2019.09 | 54.1 | |
| BERT classifier w/o TableInput=Fact only2019.09 | 50.5 | |
| Table-BERT-Horizontal-F+T-ConcatenateLinearization scan direction=Horizontal, Sequence order=Fact then Table, Linearization strategy=Concatenate2019.09 | 50.4 |