Fake News Detection on ANTiVax
95.1PrecisionHyphen-hyperbolic
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Hyphen-hyperbolicmanifold=Hyperbolic2022.09 | 95.1 | 92.7 | 94.5 | — | |
| RoBERTabaseline_type=Generic neural2022.09 | 94.8 | 96.1 | 93.9 | — | |
| BERTbaseline_type=Generic neural2022.09 | 94.3 | 94.1 | 94.2 | — | |
| Hyphen-euclideanmanifold=Euclidean2022.09 | 94.1 | 93.7 | 93.7 | — | |
| dEFENDbaseline_type=Generic neural2022.09 | 93.5 | 93.4 | 93.5 | — | |
| SOTA-3baseline_type=Data-specific2022.09 | 90.1 | 91.2 | 90.8 | — | |
| RAFTSbackbone=GPT-3.52024.06 | 88.6 | 90.8 | 89.7 | — | |
| SOTA-2baseline_type=Data-specific2022.09 | 86.5 | 86.4 | 86.5 | — | |
| RAFTSbackbone=Mistral 7B2024.06 | 83.9 | 87.3 | 85.4 | — | |
| SOTA-1baseline_type=Data-specific2022.09 | 82.9 | 82.5 | 87.2 | — | |
| HiSS2024.06 | 82.3 | 88.7 | 85.3 | — | |
| ReAct2024.06 | 82 | 86.4 | 84.1 | — | |
| CoT2024.06 | 81.6 | 87.7 | 84.5 | — | |
| HANbaseline_type=Generic neural2022.09 | 80.6 | 86.2 | 83.3 | — | |
| GPT 3.52024.06 | 77.1 | 85 | 80.8 | — | |
| SBERT-FC2024.06 | 73.6 | 95.1 | 83 | — | |
| CofCED2024.06 | 73.1 | 95.6 | 82.8 | — | |
| dEFEND2024.06 | 72.9 | 83.9 | 78.1 | — | |
| SentHAN2024.06 | 69.1 | 98.4 | 81.2 | — | |
| BERTevidence-enhanced=true2024.10 | — | — | — | 95 | |
| BERTevidence-enhanced=false2024.10 | — | — | — | 94.4 | |
| CHATGPTprompting-style=Vanilla (VAN)2024.10 | — | — | — | 69.7 | |
| CHATGPTevidence-enhanced=true2024.10 | — | — | — | 77.4 | |
| DEBERTAevidence-enhanced=true2024.10 | — | — | — | 95.8 | |
| DEBERTAevidence-enhanced=false2024.10 | — | — | — | 95.5 | |
| DEFENDevidence-enhanced=true2024.10 | — | — | — | 92.7 | |
| GETevidence-enhanced=true2024.10 | — | — | — | 93.6 | |
| HYPHENevidence-enhanced=true2024.10 | — | — | — | 93.1 | |
| MISTRALprompting-style=Vanilla (VaN)2024.10 | — | — | — | 58.4 | |
| MISTRALevidence-enhanced=true2024.10 | — | — | — | 36.7 |