# Dark Web activity classification on DUTA cased

Source: [Dark Web activity classification on DUTA cased](<https://www.sota2.com/research/sota/dark-web-activity-classification-on-duta-cased>)

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

Data updated: 2026-02-26T05:58:23.569Z

Evaluation of Dark Web activity classification performance using the DUTA cased dataset, measured by 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 | Dark Web activity classification |
| Dataset (including any stated split) | DUTA cased |
| Metric | Precision |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 5 of 5 |
| 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/dark-web-activity-classification-on-duta-cased.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/dark-web-activity-classification-on-duta-cased.md?metric=Recall>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/dark-web-activity-classification-on-duta-cased.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Precision | Result date | Report paper |
| --- | --- | --- | --- |
| DarkBERT | 80.11 | Not recorded | 68fa6f741e209131cea45b44 |
| DarkBERT | 79.9 | Not recorded | 68fa6f741e209131cea45b44 |
| RoBERTa | 78.54 | Not recorded | 68fa6f741e209131cea45b44 |
| BERT | 78.21 | Not recorded | 68fa6f741e209131cea45b44 |
| BERT | 77.31 | Not recorded | 68fa6f741e209131cea45b44 |

### DarkBERT

Precision: 80.11. Result ID: 6990c0583a6c31484902ffa0.

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

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

Recorded evaluation configuration: {"variant":"raw"}. This record does not assert independent reproduction.

### DarkBERT

Precision: 79.9. Result ID: 6990c0583a6c31484902ffa1.

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

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

Recorded evaluation configuration: {"variant":"preproc"}. This record does not assert independent reproduction.

### RoBERTa

Precision: 78.54. Result ID: 6990c0583a6c31484902ff9f.

[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: Not recorded. This record does not assert independent reproduction.

### BERT

Precision: 78.21. Result ID: 6990c0583a6c31484902ff9e.

[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: {"variant":"uncased"}. This record does not assert independent reproduction.

### BERT

Precision: 77.31. Result ID: 6990c0583a6c31484902ff9d.

[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: {"variant":"cased"}. This record does not assert independent reproduction.

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