Explainable Fake News Detection on LIAR RAW
1.85MisleadingnessOracle
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Oracleground-truth labels=true2026.04 | 1.85 | — | 4.44 | 4.6 | 4.69 | |
| G-Defense2026.04 | 2.02 | 1.26 | 4.42 | 4.38 | 4.65 | |
| L-Defense_GPT-3.5backbone=GPT-3.52026.04 | 2.06 | 1.31 | 4.12 | 4.28 | 4.47 | |
| L-Defense_LLaMA2backbone=LLaMA22026.04 | 2.2 | 1.36 | 4.39 | 4.64 | 4.63 | |
| GPT-3.5_claiminput=claim2026.04 | 2.27 | 1.39 | 3.93 | 4.29 | 4.5 | |
| GPT-3.5_fullinput=full2026.04 | 2.29 | 1.39 | 3.71 | 4.04 | 3.99 | |
| CofCED2026.04 | 3.64 | 1.33 | 1.75 | 1.76 | 1.59 |