# Word Embedding on Fulani dataset (test)

Source: [Word Embedding on Fulani dataset (test)](<https://www.sota2.com/research/sota/word-embedding-on-fulani-dataset-test>)

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

Data updated: 2026-03-12T07:03:26.137Z

Evaluation of word embedding models using the Fulani dataset test split, measured by 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 | Word Embedding |
| Dataset (including any stated split) | Fulani dataset (test) |
| Metric | Accuracy |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| 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/word-embedding-on-fulani-dataset-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| QCSE-7L | 80.8 | Not recorded | 68fa7b2e1e209131cea87125 |
| QCSE-5L | 77 | Not recorded | 68fa7b2e1e209131cea87125 |
| CBOW-50 | 76.9 | Not recorded | 68fa7b2e1e209131cea87125 |
| QCSE-6L | 73.1 | Not recorded | 68fa7b2e1e209131cea87125 |
| QCSE-4L | 69.2 | Not recorded | 68fa7b2e1e209131cea87125 |
| CBOW-80 | 61.5 | Not recorded | 68fa7b2e1e209131cea87125 |
| CBOW-300 | 61.5 | Not recorded | 68fa7b2e1e209131cea87125 |
| QCSE-8L | 61.5 | Not recorded | 68fa7b2e1e209131cea87125 |
| CBOW-100 | 57.7 | Not recorded | 68fa7b2e1e209131cea87125 |
| SkipGram-200 | 55.1 | Not recorded | 68fa7b2e1e209131cea87125 |
| SkipGram-300 | 54.2 | Not recorded | 68fa7b2e1e209131cea87125 |
| CBOW-200 | 53.8 | Not recorded | 68fa7b2e1e209131cea87125 |
| SkipGram-100 | 51.3 | Not recorded | 68fa7b2e1e209131cea87125 |
| SkipGram-50 | 47.1 | Not recorded | 68fa7b2e1e209131cea87125 |
| SkipGram-80 | 46.5 | Not recorded | 68fa7b2e1e209131cea87125 |
| QCSE-1L | 46.2 | Not recorded | 68fa7b2e1e209131cea87125 |
| QCSE-3L | 46.2 | Not recorded | 68fa7b2e1e209131cea87125 |
| QCSE-2L | 34.7 | Not recorded | 68fa7b2e1e209131cea87125 |

### QCSE-7L

Accuracy: 80.8. Result ID: 69b263da6dbb7075b95c707b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b2e1e209131cea87125.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b2e1e209131cea87125.md>)

Recorded evaluation configuration: {"Parameters":"105","Encoding":"Exponential Decay Sinusoidal"}. This record does not assert independent reproduction.

### QCSE-5L

Accuracy: 77. Result ID: 69b263da6dbb7075b95c7079.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b2e1e209131cea87125.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b2e1e209131cea87125.md>)

Recorded evaluation configuration: {"Parameters":"75","Encoding":"Exponential Decay Sinusoidal"}. This record does not assert independent reproduction.

### CBOW-50

Accuracy: 76.9. Result ID: 69b263da6dbb7075b95c706b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b2e1e209131cea87125.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61151e209131ce9f2ac1.md>)

Recorded evaluation configuration: {"Parameters":"2,600"}. This record does not assert independent reproduction.

### QCSE-6L

Accuracy: 73.1. Result ID: 69b263da6dbb7075b95c707a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b2e1e209131cea87125.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b2e1e209131cea87125.md>)

Recorded evaluation configuration: {"Parameters":"90","Encoding":"Exponential Decay Sinusoidal"}. This record does not assert independent reproduction.

### QCSE-4L

Accuracy: 69.2. Result ID: 69b263da6dbb7075b95c7078.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b2e1e209131cea87125.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b2e1e209131cea87125.md>)

Recorded evaluation configuration: {"Parameters":"60","Encoding":"Exponential Decay Sinusoidal"}. This record does not assert independent reproduction.

### CBOW-80

Accuracy: 61.5. Result ID: 69b263da6dbb7075b95c706c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b2e1e209131cea87125.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61151e209131ce9f2ac1.md>)

Recorded evaluation configuration: {"Parameters":"4,160"}. This record does not assert independent reproduction.

### CBOW-300

Accuracy: 61.5. Result ID: 69b263da6dbb7075b95c706f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b2e1e209131cea87125.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61151e209131ce9f2ac1.md>)

Recorded evaluation configuration: {"Parameters":"15,600"}. This record does not assert independent reproduction.

### QCSE-8L

Accuracy: 61.5. Result ID: 69b263da6dbb7075b95c707c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b2e1e209131cea87125.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b2e1e209131cea87125.md>)

Recorded evaluation configuration: {"Parameters":"120","Encoding":"Exponential Decay Sinusoidal"}. This record does not assert independent reproduction.

### CBOW-100

Accuracy: 57.7. Result ID: 69b263da6dbb7075b95c706d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b2e1e209131cea87125.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61151e209131ce9f2ac1.md>)

Recorded evaluation configuration: {"Parameters":"5,200"}. This record does not assert independent reproduction.

### SkipGram-200

Accuracy: 55.1. Result ID: 69b263da6dbb7075b95c7073.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b2e1e209131cea87125.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61151e209131ce9f2ac1.md>)

Recorded evaluation configuration: {"Parameters":"10,400"}. This record does not assert independent reproduction.

### SkipGram-300

Accuracy: 54.2. Result ID: 69b263da6dbb7075b95c7074.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b2e1e209131cea87125.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61151e209131ce9f2ac1.md>)

Recorded evaluation configuration: {"Parameters":"15,600"}. This record does not assert independent reproduction.

### CBOW-200

Accuracy: 53.8. Result ID: 69b263da6dbb7075b95c706e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b2e1e209131cea87125.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61151e209131ce9f2ac1.md>)

Recorded evaluation configuration: {"Parameters":"10,400"}. This record does not assert independent reproduction.

### SkipGram-100

Accuracy: 51.3. Result ID: 69b263da6dbb7075b95c7072.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b2e1e209131cea87125.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61151e209131ce9f2ac1.md>)

Recorded evaluation configuration: {"Parameters":"5,200"}. This record does not assert independent reproduction.

### SkipGram-50

Accuracy: 47.1. Result ID: 69b263da6dbb7075b95c7070.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b2e1e209131cea87125.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61151e209131ce9f2ac1.md>)

Recorded evaluation configuration: {"Parameters":"2,600"}. This record does not assert independent reproduction.

### SkipGram-80

Accuracy: 46.5. Result ID: 69b263da6dbb7075b95c7071.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b2e1e209131cea87125.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa61151e209131ce9f2ac1.md>)

Recorded evaluation configuration: {"Parameters":"4,160"}. This record does not assert independent reproduction.

### QCSE-1L

Accuracy: 46.2. Result ID: 69b263da6dbb7075b95c7075.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b2e1e209131cea87125.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b2e1e209131cea87125.md>)

Recorded evaluation configuration: {"Parameters":"15","Encoding":"Exponential Decay Sinusoidal"}. This record does not assert independent reproduction.

### QCSE-3L

Accuracy: 46.2. Result ID: 69b263da6dbb7075b95c7077.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b2e1e209131cea87125.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b2e1e209131cea87125.md>)

Recorded evaluation configuration: {"Parameters":"45","Encoding":"Exponential Decay Sinusoidal"}. This record does not assert independent reproduction.

### QCSE-2L

Accuracy: 34.7. Result ID: 69b263da6dbb7075b95c7076.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7b2e1e209131cea87125.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7b2e1e209131cea87125.md>)

Recorded evaluation configuration: {"Parameters":"30","Encoding":"Exponential Decay Sinusoidal"}. This record does not assert independent reproduction.

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