# Word Sense Disambiguation on SemEval-SS standardized (test)

Source: [Word Sense Disambiguation on SemEval-SS standardized (test)](<https://www.sota2.com/research/sota/word-sense-disambiguation-on-semeval-ss-standardized-test>)

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

Data updated: 2026-02-26T05:27:38.226Z

Evaluation of Word Sense Disambiguation performance on the standardized test set derived from SemEval data, measured using 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 Sense Disambiguation |
| Dataset (including any stated split) | SemEval-SS standardized (test) |
| Metric | 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

- [Accuracy](<https://www.sota2.com/research/sota/word-sense-disambiguation-on-semeval-ss-standardized-test.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| SenseBERT\_LARGE | 83.7 | Not recorded | 68fa67891e209131cea16c24 |
| SenseBERT\_BASE | 83 | Not recorded | 68fa67891e209131cea16c24 |
| BERT\_LARGE | 81.1 | Not recorded | 68fa67891e209131cea16c24 |
| SenseBERT\_LARGE | 79.5 | Not recorded | 68fa67891e209131cea16c24 |
| BERT\_BASE | 79.2 | Not recorded | 68fa67891e209131cea16c24 |
| SenseBERT\_BASE | 75.6 | Not recorded | 68fa67891e209131cea16c24 |
| BERT\_LARGE | 67.3 | Not recorded | 68fa67891e209131cea16c24 |
| BERT\_BASE | 65.1 | Not recorded | 68fa67891e209131cea16c24 |

### SenseBERT\_LARGE

Accuracy: 83.7. Result ID: 698d39778b517eb4331fe774.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67891e209131cea16c24.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67891e209131cea16c24.md>)

Recorded evaluation configuration: {"Training scheme":"Fine-tuned"}. This record does not assert independent reproduction.

### SenseBERT\_BASE

Accuracy: 83. Result ID: 698d39778b517eb4331fe772.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67891e209131cea16c24.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67891e209131cea16c24.md>)

Recorded evaluation configuration: {"Training scheme":"Fine-tuned"}. This record does not assert independent reproduction.

### BERT\_LARGE

Accuracy: 81.1. Result ID: 698d39778b517eb4331fe770.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67891e209131cea16c24.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67081e209131cea13f98.md>)

Recorded evaluation configuration: {"Training scheme":"Fine-tuned"}. This record does not assert independent reproduction.

### SenseBERT\_LARGE

Accuracy: 79.5. Result ID: 698d39778b517eb4331fe773.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67891e209131cea16c24.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67891e209131cea16c24.md>)

Recorded evaluation configuration: {"Training scheme":"Frozen"}. This record does not assert independent reproduction.

### BERT\_BASE

Accuracy: 79.2. Result ID: 698d39778b517eb4331fe76e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67891e209131cea16c24.md>)

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

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

Recorded evaluation configuration: {"Training scheme":"Fine-tuned"}. This record does not assert independent reproduction.

### SenseBERT\_BASE

Accuracy: 75.6. Result ID: 698d39778b517eb4331fe771.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67891e209131cea16c24.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67891e209131cea16c24.md>)

Recorded evaluation configuration: {"Training scheme":"Frozen"}. This record does not assert independent reproduction.

### BERT\_LARGE

Accuracy: 67.3. Result ID: 698d39778b517eb4331fe76f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67891e209131cea16c24.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67081e209131cea13f98.md>)

Recorded evaluation configuration: {"Training scheme":"Frozen"}. This record does not assert independent reproduction.

### BERT\_BASE

Accuracy: 65.1. Result ID: 698d39778b517eb4331fe76d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa67891e209131cea16c24.md>)

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

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

Recorded evaluation configuration: {"Training scheme":"Frozen"}. This record does not assert independent reproduction.

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