# Ransomware Leak Site Detection on Dark Web Ransomware Leak Site Dataset (5-fold cross val)

Source: [Ransomware Leak Site Detection on Dark Web Ransomware Leak Site Dataset (5-fold cross val)](<https://www.sota2.com/research/sota/ransomware-leak-site-detection-on-dark-web-ransomware-leak-site-dataset-5-fold-cross-val>)

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

Data updated: 2026-02-26T05:58:23.616Z

Evaluation of ransomware leak site detection performance using 5-fold cross-validation on the dedicated Dark Web Ransomware Leak Site Dataset. Metrics reported include Precision, Recall, and F1 score.

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 | Ransomware Leak Site Detection |
| Dataset (including any stated split) | Dark Web Ransomware Leak Site Dataset (5-fold cross val) |
| Metric | Precision |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 8 of 8 |
| 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

- [Precision](<https://www.sota2.com/research/sota/ransomware-leak-site-detection-on-dark-web-ransomware-leak-site-dataset-5-fold-cross-val.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/ransomware-leak-site-detection-on-dark-web-ransomware-leak-site-dataset-5-fold-cross-val.md?metric=Recall>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/ransomware-leak-site-detection-on-dark-web-ransomware-leak-site-dataset-5-fold-cross-val.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Precision | Result date | Report paper |
| --- | --- | --- | --- |
| DarkBERT | 85.16 | Not recorded | 68fa6f741e209131cea45b44 |
| DarkBERT | 78.81 | Not recorded | 68fa6f741e209131cea45b44 |
| BERT uncased | 77.18 | Not recorded | 68fa6f741e209131cea45b44 |
| BERT cased | 76.81 | Not recorded | 68fa6f741e209131cea45b44 |
| BERT cased | 75.83 | Not recorded | 68fa6f741e209131cea45b44 |
| BERT uncased | 71.97 | Not recorded | 68fa6f741e209131cea45b44 |
| RoBERTa | 48.36 | Not recorded | 68fa6f741e209131cea45b44 |
| RoBERTa | 39.83 | Not recorded | 68fa6f741e209131cea45b44 |

### DarkBERT

Precision: 85.16. Result ID: 6990c0583a6c31484902ffb8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f741e209131cea45b44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f741e209131cea45b44.md>)

Recorded evaluation configuration: {"Input":"Preprocessed"}. This record does not assert independent reproduction.

### DarkBERT

Precision: 78.81. Result ID: 6990c0583a6c31484902ffb4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f741e209131cea45b44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f741e209131cea45b44.md>)

Recorded evaluation configuration: {"Input":"Raw"}. This record does not assert independent reproduction.

### BERT uncased

Precision: 77.18. Result ID: 6990c0583a6c31484902ffb2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f741e209131cea45b44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c31e209131cea0c4ed.md>)

[Implementation](<https://github.com/google-research/bert>)

Recorded evaluation configuration: {"Input":"Raw"}. This record does not assert independent reproduction.

### BERT cased

Precision: 76.81. Result ID: 6990c0583a6c31484902ffb5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f741e209131cea45b44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c31e209131cea0c4ed.md>)

[Implementation](<https://github.com/google-research/bert>)

Recorded evaluation configuration: {"Input":"Preprocessed"}. This record does not assert independent reproduction.

### BERT cased

Precision: 75.83. Result ID: 6990c0583a6c31484902ffb1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f741e209131cea45b44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c31e209131cea0c4ed.md>)

[Implementation](<https://github.com/google-research/bert>)

Recorded evaluation configuration: {"Input":"Raw"}. This record does not assert independent reproduction.

### BERT uncased

Precision: 71.97. Result ID: 6990c0583a6c31484902ffb6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f741e209131cea45b44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa65c31e209131cea0c4ed.md>)

[Implementation](<https://github.com/google-research/bert>)

Recorded evaluation configuration: {"Input":"Preprocessed"}. This record does not assert independent reproduction.

### RoBERTa

Precision: 48.36. Result ID: 6990c0583a6c31484902ffb7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f741e209131cea45b44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66131e209131cea0e18b.md>)

[Implementation](<https://github.com/pytorch/fairseq>)

Recorded evaluation configuration: {"Input":"Preprocessed"}. This record does not assert independent reproduction.

### RoBERTa

Precision: 39.83. Result ID: 6990c0583a6c31484902ffb3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f741e209131cea45b44.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66131e209131cea0e18b.md>)

[Implementation](<https://github.com/pytorch/fairseq>)

Recorded evaluation configuration: {"Input":"Raw"}. This record does not assert independent reproduction.

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