# Multi-class Classification on CSLDCP

Source: [Multi-class Classification on CSLDCP](<https://www.sota2.com/research/sota/multi-class-classification-on-csldcp>)

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

Data updated: 2026-02-26T05:28:51.924Z

Evaluation of Multi-class classification performance on the CSLDCP dataset, reporting overall 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 | Multi-class Classification |
| Dataset (including any stated split) | CSLDCP |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| 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/multi-class-classification-on-csldcp.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| NSP-BERT | 48.43 | Not recorded | 68fa6f591e209131cea452a3 |
| Perplection | 36.75 | Not recorded | 68fa6f591e209131cea452a3 |
| Zero-PET | 32.19 | Not recorded | 68fa6f591e209131cea452a3 |

### NSP-BERT

Accuracy: 48.43. Result ID: 6990a9dd3a6c314849023fcf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f591e209131cea452a3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da71e209131cea3b2e0.md>)

Recorded evaluation configuration: {"Backbone":"BERT"}. This record does not assert independent reproduction.

### Perplection

Accuracy: 36.75. Result ID: 6990a9dd3a6c314849023fd0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f591e209131cea452a3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6f591e209131cea452a3.md>)

[Implementation](<https://github.com/GeorgeLuImmortal/Perplection_ACL2023>)

Recorded evaluation configuration: {"Backbone":"RoBERTa","Template":"Manual"}. This record does not assert independent reproduction.

### Zero-PET

Accuracy: 32.19. Result ID: 6990a9dd3a6c314849023fce.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6f591e209131cea452a3.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa69291e209131cea20728.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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