|
|
--- |
|
|
license: mit |
|
|
language: |
|
|
- en |
|
|
base_model: |
|
|
- FacebookAI/roberta-base |
|
|
pipeline_tag: feature-extraction |
|
|
--- |
|
|
|
|
|
Consider this to be an alpha version of the LUSR model. |
|
|
|
|
|
This checkpoint outperforms LUAR in machine-text detection and a task probes for stylistic features (mSTEL). |
|
|
|
|
|
### Contrastive Probing for Stylistic Features |
|
|
|
|
|
| Model Name | Accuracy | |
|
|
|--------------------------------|----------| |
|
|
| LUAR-MUD | 3 | |
|
|
| AnnaWegmann/Style-Embedding | 22.4 | |
|
|
| LUSR | 22.2 | |
|
|
|
|
|
|
|
|
### Few-Shot Machine-text Detection, Query Size = 1 |
|
|
|
|
|
| Model Name | pAUC(0.01) N=1 | N=2 | N=5 | |
|
|
|----------------|----------------|------|------| |
|
|
| Support Size | N=1 | N=2 | N=5 | |
|
|
| LUAR-MUD | 0.63 | 0.74 | 0.89 | |
|
|
| Anna Wegmann | 0.58 | 0.69 | 0.84 | |
|
|
| LUSR | **0.70** | **0.83** | **0.97** | |
|
|
|
|
|
|