# Noteworthy Thread Detection on Dark Web Hacking Forums (5-fold cross validation)

Source: [Noteworthy Thread Detection on Dark Web Hacking Forums (5-fold cross validation)](<https://www.sota2.com/research/sota/noteworthy-thread-detection-on-dark-web-hacking-forums-5-fold-cross-validation>)

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

Data updated: 2026-02-26T05:58:23.629Z

Evaluation of Noteworthy Thread Detection performance on the Dark Web Hacking Forums dataset using 5-fold cross-validation, 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 | Noteworthy Thread Detection |
| Dataset (including any stated split) | Dark Web Hacking Forums (5-fold cross validation) |
| 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/noteworthy-thread-detection-on-dark-web-hacking-forums-5-fold-cross-validation.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/noteworthy-thread-detection-on-dark-web-hacking-forums-5-fold-cross-validation.md?metric=Recall>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/noteworthy-thread-detection-on-dark-web-hacking-forums-5-fold-cross-validation.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Precision | Result date | Report paper |
| --- | --- | --- | --- |
| DarkBERT | 75.93 | Not recorded | 68fa6f741e209131cea45b44 |
| DarkBERT | 72.44 | Not recorded | 68fa6f741e209131cea45b44 |
| BERT cased | 61.43 | Not recorded | 68fa6f741e209131cea45b44 |
| BERT cased | 55.09 | Not recorded | 68fa6f741e209131cea45b44 |
| BERT uncased | 52.34 | Not recorded | 68fa6f741e209131cea45b44 |
| BERT uncased | 45.46 | Not recorded | 68fa6f741e209131cea45b44 |
| RoBERTa | 29.04 | Not recorded | 68fa6f741e209131cea45b44 |
| RoBERTa | 28.97 | Not recorded | 68fa6f741e209131cea45b44 |

### DarkBERT

Precision: 75.93. Result ID: 6990c0583a6c31484902ffbc.

[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.

### DarkBERT

Precision: 72.44. Result ID: 6990c0583a6c31484902ffc0.

[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.

### BERT cased

Precision: 61.43. Result ID: 6990c0583a6c31484902ffbd.

[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: 55.09. Result ID: 6990c0583a6c31484902ffb9.

[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: 52.34. Result ID: 6990c0583a6c31484902ffba.

[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: 45.46. Result ID: 6990c0583a6c31484902ffbe.

[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: 29.04. Result ID: 6990c0583a6c31484902ffbf.

[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: 28.97. Result ID: 6990c0583a6c31484902ffbb.

[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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