Claim Verification on LIAR (test)
46.8PrecisionHiSS
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| HiSSLearning Paradigm=Few-shot, Backbone=GPT3.5, Use Search Engines=true2023.09 | 46.8 | 31.3 | 37.5 | |
| ReActLearning Paradigm=Few-shot, Backbone=GPT3.52023.09 | 33.2 | 29 | 31 | |
| CofCEDLearning Paradigm=Fully Supervised2023.09 | 29.5 | 29.6 | 29.5 | |
| Standard PromptLearning Paradigm=Few-shot, Backbone=GPT3.52023.09 | 29.1 | 25.1 | 27 | |
| GenFELearning Paradigm=Fully Supervised, Use Gold Evidence=true2023.09 | 28 | 26.2 | 27.1 | |
| Search-Augmented CoTLearning Paradigm=Few-shot, Backbone=GPT3.5, Use Search Engines=true2023.09 | 27.5 | 23.6 | 25.4 | |
| RNNLearning Paradigm=Fully Supervised2023.09 | 24.4 | 21.2 | 22.7 | |
| SBERTLearning Paradigm=Fully Supervised, Use Search Engines=true2023.09 | 24.1 | 22.1 | 23.1 | |
| DeClarELearning Paradigm=Fully Supervised, Use Search Engines=true2023.09 | 22.9 | 20.6 | 21.7 | |
| CNNLearning Paradigm=Fully Supervised2023.09 | 22.6 | 22.4 | 22.5 | |
| SentHANLearning Paradigm=Fully Supervised, Use Search Engines=true2023.09 | 22.6 | 20 | 21.2 | |
| Vanilla CoTLearning Paradigm=Few-shot, Backbone=GPT3.52023.09 | 22.6 | 24.2 | 23.7 |