# Category Classification on HOWS-CL-25 long category

Source: [Category Classification on HOWS-CL-25 long category](<https://www.sota2.com/research/sota/category-classification-on-hows-cl-25-long-category>)

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

Data updated: 2026-02-26T05:35:12.406Z

Evaluation of Category Classification performance on the HOWS-CL-25 long category dataset, measured by Average 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 | Category Classification |
| Dataset (including any stated split) | HOWS-CL-25 long category |
| Metric | Average Accuracy |
| 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

- [Average Accuracy](<https://www.sota2.com/research/sota/category-classification-on-hows-cl-25-long-category.md?metric=Average%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Average Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| RECALL var. reg. | 40.65 | Not recorded | 68fa6d831e209131cea3a3c2 |
| RECALL reg. | 39.19 | Not recorded | 68fa6d831e209131cea3a3c2 |
| RECALL | 36.85 | Not recorded | 68fa6d831e209131cea3a3c2 |
| RECALL var. | 36.48 | Not recorded | 68fa6d831e209131cea3a3c2 |
| LwF | 10.29 | Not recorded | 68fa6d831e209131cea3a3c2 |
| AR1 | 8.41 | Not recorded | 68fa6d831e209131cea3a3c2 |
| EWC | 7.01 | Not recorded | 68fa6d831e209131cea3a3c2 |
| SI | 6.96 | Not recorded | 68fa6d831e209131cea3a3c2 |

### RECALL var. reg.

Average Accuracy: 40.65. Result ID: 698fb6973a6c314849fb537c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d831e209131cea3a3c2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d831e209131cea3a3c2.md>)

[Implementation](<https://github.com/DLR-RM/RECALL>)

Recorded evaluation configuration: {"variance normalization":true,"regression":true}. This record does not assert independent reproduction.

### RECALL reg.

Average Accuracy: 39.19. Result ID: 698fb6973a6c314849fb537b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d831e209131cea3a3c2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d831e209131cea3a3c2.md>)

[Implementation](<https://github.com/DLR-RM/RECALL>)

Recorded evaluation configuration: {"variance normalization":false,"regression":true}. This record does not assert independent reproduction.

### RECALL

Average Accuracy: 36.85. Result ID: 698fb6973a6c314849fb5379.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d831e209131cea3a3c2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d831e209131cea3a3c2.md>)

[Implementation](<https://github.com/DLR-RM/RECALL>)

Recorded evaluation configuration: {"variance normalization":false,"regression":false}. This record does not assert independent reproduction.

### RECALL var.

Average Accuracy: 36.48. Result ID: 698fb6973a6c314849fb537a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d831e209131cea3a3c2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6d831e209131cea3a3c2.md>)

[Implementation](<https://github.com/DLR-RM/RECALL>)

Recorded evaluation configuration: {"variance normalization":true,"regression":false}. This record does not assert independent reproduction.

### LwF

Average Accuracy: 10.29. Result ID: 698fb6973a6c314849fb5375.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d831e209131cea3a3c2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa63201e209131ce9fd0b3.md>)

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

### AR1

Average Accuracy: 8.41. Result ID: 698fb6973a6c314849fb5378.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d831e209131cea3a3c2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa654a1e209131cea09463.md>)

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

### EWC

Average Accuracy: 7.01. Result ID: 698fb6973a6c314849fb5376.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d831e209131cea3a3c2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6cb31e209131cea3555e.md>)

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

### SI

Average Accuracy: 6.96. Result ID: 698fb6973a6c314849fb5377.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6d831e209131cea3a3c2.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa5ed01e209131ce9e565c.md>)

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

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