# Phishing Prompt Classification on Phishing Prompt Dataset

Source: [Phishing Prompt Classification on Phishing Prompt Dataset](<https://www.sota2.com/research/sota/phishing-prompt-classification-on-phishing-prompt-dataset>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-04-02T09:17:19.086Z

Evaluation of the model's ability to classify prompts as phishing or non-phishing using the Phishing Prompt Dataset, measured by Accuracy.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Phishing Prompt Classification |
| Dataset (including any stated split) | Phishing Prompt Dataset |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 1 of 1 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Accuracy](<https://www.sota2.com/research/sota/phishing-prompt-classification-on-phishing-prompt-dataset.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Roy et al. | 96 | Not recorded | 68fa7a081e209131cea80a81 |

### Roy et al.

Accuracy: 96. Result ID: 69ce341b47f34ce924b79c67.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a081e209131cea80a81.md>)

Recorded evaluation configuration: {"Attack Vectors":"Web, Email","Models":"BERT-base, DistilBERT, RoBERTa, XLNET, ELECTRA","Best Model":"RoBERTa"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
