# Subjectivity Detection on WNC (test)

Source: [Subjectivity Detection on WNC (test)](<https://www.sota2.com/research/sota/subjectivity-detection-on-wnc-test>)

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

Data updated: 2026-02-26T05:58:16.022Z

Evaluation of Subjectivity Detection performance on the test split of the WNC dataset.

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 | Subjectivity Detection |
| Dataset (including any stated split) | WNC (test) |
| Metric | Precision |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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/subjectivity-detection-on-wnc-test.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/subjectivity-detection-on-wnc-test.md?metric=Recall>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/subjectivity-detection-on-wnc-test.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

- [Accuracy](<https://www.sota2.com/research/sota/subjectivity-detection-on-wnc-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Precision | Result date | Report paper |
| --- | --- | --- | --- |
| RoBERTa+ALBERT+DistillRoBERTA+BERT | 73.3 | Not recorded | 68fa67ba1e209131cea18294 |
| RoBERTa\_Ensemble | 73.2 | Not recorded | 68fa67ba1e209131cea18294 |
| DistillBERT | 73.1 | Not recorded | 68fa67ba1e209131cea18294 |
| BERT\_Ensemble+DistillBERT | 73.1 | Not recorded | 68fa67ba1e209131cea18294 |
| DistillROBERTa | 73 | Not recorded | 68fa67ba1e209131cea18294 |
| RoBERTa\_large | 72.3 | Not recorded | 68fa67ba1e209131cea18294 |
| BERT\_large | 68.1 | Not recorded | 68fa67ba1e209131cea18294 |
| ALBERT\_xxlarge.v2 | 66.7 | Not recorded | 68fa67ba1e209131cea18294 |
| BiLSTM+GloVe | 64.8 | Not recorded | 68fa67ba1e209131cea18294 |
| FastText | 61.3 | Not recorded | 68fa67ba1e209131cea18294 |

### RoBERTa+ALBERT+DistillRoBERTA+BERT

Precision: 73.3. Result ID: 698d42838b517eb433202dd5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67ba1e209131cea18294.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67ba1e209131cea18294.md>)

[Implementation](<https://github.com/tanvidadu/Subjective-Bias-Detection>)

Recorded evaluation configuration: {"Model Category":"Ensemble model"}. This record does not assert independent reproduction.

### RoBERTa\_Ensemble

Precision: 73.2. Result ID: 698d42838b517eb433202dd4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67ba1e209131cea18294.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67ba1e209131cea18294.md>)

[Implementation](<https://github.com/tanvidadu/Subjective-Bias-Detection>)

Recorded evaluation configuration: {"Model Category":"Ensemble model"}. This record does not assert independent reproduction.

### DistillBERT

Precision: 73.1. Result ID: 698d42838b517eb433202dd0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67ba1e209131cea18294.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67221e209131cea14884.md>)

[Implementation](<https://github.com/huggingface/transformers>)

Recorded evaluation configuration: {"Model Category":"Single Model"}. This record does not assert independent reproduction.

### BERT\_Ensemble+DistillBERT

Precision: 73.1. Result ID: 698d42838b517eb433202dd3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67ba1e209131cea18294.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67ba1e209131cea18294.md>)

[Implementation](<https://github.com/tanvidadu/Subjective-Bias-Detection>)

Recorded evaluation configuration: {"Model Category":"Ensemble model"}. This record does not assert independent reproduction.

### DistillROBERTa

Precision: 73. Result ID: 698d42838b517eb433202dd1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67ba1e209131cea18294.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67221e209131cea14884.md>)

[Implementation](<https://github.com/huggingface/transformers>)

Recorded evaluation configuration: {"Model Category":"Single Model"}. This record does not assert independent reproduction.

### RoBERTa\_large

Precision: 72.3. Result ID: 698d42838b517eb433202dd2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67ba1e209131cea18294.md>)

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

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

Recorded evaluation configuration: {"Model Category":"Single Model"}. This record does not assert independent reproduction.

### BERT\_large

Precision: 68.1. Result ID: 698d42838b517eb433202dce.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67ba1e209131cea18294.md>)

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

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

Recorded evaluation configuration: {"Model Category":"Single Model"}. This record does not assert independent reproduction.

### ALBERT\_xxlarge.v2

Precision: 66.7. Result ID: 698d42838b517eb433202dcf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67ba1e209131cea18294.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67061e209131cea13e88.md>)

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

Recorded evaluation configuration: {"Model Category":"Single Model"}. This record does not assert independent reproduction.

### BiLSTM+GloVe

Precision: 64.8. Result ID: 698d42838b517eb433202dcd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67ba1e209131cea18294.md>)

Recorded evaluation configuration: {"Model Category":"Baseline"}. This record does not assert independent reproduction.

### FastText

Precision: 61.3. Result ID: 698d42838b517eb433202dcc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67ba1e209131cea18294.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62a21e209131ce9fa626.md>)

[Implementation](<https://github.com/facebookresearch/fastText>)

Recorded evaluation configuration: {"Model Category":"Baseline"}. This record does not assert independent reproduction.

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