# Word Embedding Accuracy on English dataset

Source: [Word Embedding Accuracy on English dataset](<https://www.sota2.com/research/sota/word-embedding-accuracy-on-english-dataset>)

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

Data updated: 2026-03-12T07:03:26.098Z

Evaluation of word embedding models focusing on accuracy metrics when tested against the specified English 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 | Word Embedding Accuracy |
| Dataset (including any stated split) | English dataset |
| 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-accuracy-on-english-dataset.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| QCSE-8L | 85.8 | Not recorded | 68fa7b2e1e209131cea87125 |
| QCSE-7L | 84.1 | Not recorded | 68fa7b2e1e209131cea87125 |
| QCSE-4L | 70.8 | Not recorded | 68fa7b2e1e209131cea87125 |
| CBOW-80 | 70 | Not recorded | 68fa7b2e1e209131cea87125 |
| CBOW-100 | 68.1 | Not recorded | 68fa7b2e1e209131cea87125 |
| QCSE-3L | 67.3 | Not recorded | 68fa7b2e1e209131cea87125 |
| QCSE-5L | 67.3 | Not recorded | 68fa7b2e1e209131cea87125 |
| QCSE-6L | 66.4 | Not recorded | 68fa7b2e1e209131cea87125 |
| CBOW-50 | 65.5 | Not recorded | 68fa7b2e1e209131cea87125 |
| CBOW-200 | 64.6 | Not recorded | 68fa7b2e1e209131cea87125 |
| QCSE-2L | 64.6 | Not recorded | 68fa7b2e1e209131cea87125 |
| CBOW-300 | 63.7 | Not recorded | 68fa7b2e1e209131cea87125 |
| SkipGram-80 | 62.1 | Not recorded | 68fa7b2e1e209131cea87125 |
| SkipGram-100 | 58.8 | Not recorded | 68fa7b2e1e209131cea87125 |
| SkipGram-200 | 58.6 | Not recorded | 68fa7b2e1e209131cea87125 |
| SkipGram-300 | 58.2 | Not recorded | 68fa7b2e1e209131cea87125 |
| SkipGram-50 | 53.8 | Not recorded | 68fa7b2e1e209131cea87125 |
| QCSE-1L | 50.4 | Not recorded | 68fa7b2e1e209131cea87125 |

### QCSE-8L

Accuracy: 85.8. Result ID: 69b263da6dbb7075b95c706a.

[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":"168"}. This record does not assert independent reproduction.

### QCSE-7L

Accuracy: 84.1. Result ID: 69b263da6dbb7075b95c7069.

[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":"147"}. This record does not assert independent reproduction.

### QCSE-4L

Accuracy: 70.8. Result ID: 69b263da6dbb7075b95c7066.

[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":"84"}. This record does not assert independent reproduction.

### CBOW-80

Accuracy: 70. Result ID: 69b263da6dbb7075b95c705a.

[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":"12,800"}. This record does not assert independent reproduction.

### CBOW-100

Accuracy: 68.1. Result ID: 69b263da6dbb7075b95c705b.

[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":"16,000"}. This record does not assert independent reproduction.

### QCSE-3L

Accuracy: 67.3. Result ID: 69b263da6dbb7075b95c7065.

[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":"63"}. This record does not assert independent reproduction.

### QCSE-5L

Accuracy: 67.3. Result ID: 69b263da6dbb7075b95c7067.

[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"}. This record does not assert independent reproduction.

### QCSE-6L

Accuracy: 66.4. Result ID: 69b263da6dbb7075b95c7068.

[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":"126"}. This record does not assert independent reproduction.

### CBOW-50

Accuracy: 65.5. Result ID: 69b263da6dbb7075b95c7059.

[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":"8,000"}. This record does not assert independent reproduction.

### CBOW-200

Accuracy: 64.6. Result ID: 69b263da6dbb7075b95c705c.

[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":"32,000"}. This record does not assert independent reproduction.

### QCSE-2L

Accuracy: 64.6. Result ID: 69b263da6dbb7075b95c7064.

[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":"42"}. This record does not assert independent reproduction.

### CBOW-300

Accuracy: 63.7. Result ID: 69b263da6dbb7075b95c705d.

[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":"48,000"}. This record does not assert independent reproduction.

### SkipGram-80

Accuracy: 62.1. Result ID: 69b263da6dbb7075b95c705f.

[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":"12,800"}. This record does not assert independent reproduction.

### SkipGram-100

Accuracy: 58.8. Result ID: 69b263da6dbb7075b95c7060.

[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":"16,000"}. This record does not assert independent reproduction.

### SkipGram-200

Accuracy: 58.6. Result ID: 69b263da6dbb7075b95c7061.

[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":"32,000"}. This record does not assert independent reproduction.

### SkipGram-300

Accuracy: 58.2. Result ID: 69b263da6dbb7075b95c7062.

[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":"48,000"}. This record does not assert independent reproduction.

### SkipGram-50

Accuracy: 53.8. Result ID: 69b263da6dbb7075b95c705e.

[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":"8,000"}. This record does not assert independent reproduction.

### QCSE-1L

Accuracy: 50.4. Result ID: 69b263da6dbb7075b95c7063.

[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":"21"}. This record does not assert independent reproduction.

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