# Word Sense Disambiguation on SemEval Task 12 2013

Source: [Word Sense Disambiguation on SemEval Task 12 2013](<https://www.sota2.com/research/sota/word-sense-disambiguation-on-semeval-task-12-2013>)

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

Data updated: 2026-02-26T05:42:58.393Z

Evaluation of Word Sense Disambiguation performance on the SemEval Task 12 2013 dataset, typically measured using F1-score.

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 Task 12 2013 |
| Metric | F1 Score |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 12 of 12 |
| 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

- [F1 Score](<https://www.sota2.com/research/sota/word-sense-disambiguation-on-semeval-task-12-2013.md?metric=F1%20Score>): Higher is better; unit: SCALAR.

## Recorded results

| Method | F1 Score | Result date | Report paper |
| --- | --- | --- | --- |
| GASext | 0.672 | Not recorded | 68fa649e1e209131cea05a04 |
| GASext | 0.671 | Not recorded | 68fa649e1e209131cea05a04 |
| GAS | 0.67 | Not recorded | 68fa649e1e209131cea05a04 |
| Bi-LSTM+att.+LEX+POS | 0.669 | Not recorded | 68fa649e1e209131cea05a04 |
| GAS | 0.667 | Not recorded | 68fa649e1e209131cea05a04 |
| Babelfy | 0.664 | Not recorded | 68fa649e1e209131cea05a04 |
| Bi-LSTM+att.+LEX | 0.664 | Not recorded | 68fa649e1e209131cea05a04 |
| Leskext+emb | 0.662 | Not recorded | 68fa649e1e209131cea05a04 |
| IMS+emb | 0.659 | Not recorded | 68fa649e1e209131cea05a04 |
| IMS | 0.653 | Not recorded | 68fa649e1e209131cea05a04 |
| Bi-LSTM | 0.648 | Not recorded | 68fa649e1e209131cea05a04 |
| MFS baseline | 0.638 | Not recorded | 68fa649e1e209131cea05a04 |

### GASext

F1 Score: 0.672. Result ID: 698c4f1b37894ef7d9cd6929.

[Reporting paper](<https://www.sota2.com/research/paper/68fa649e1e209131cea05a04.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa649e1e209131cea05a04.md>)

[Implementation](<https://github.com/jimiyulu/WSD_MemNN>)

Recorded evaluation configuration: {"Composition method":"Concatenation","External Knowledge":true}. This record does not assert independent reproduction.

### GASext

F1 Score: 0.671. Result ID: 698c4f1b37894ef7d9cd6928.

[Reporting paper](<https://www.sota2.com/research/paper/68fa649e1e209131cea05a04.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa649e1e209131cea05a04.md>)

[Implementation](<https://github.com/jimiyulu/WSD_MemNN>)

Recorded evaluation configuration: {"Composition method":"Linear","External Knowledge":true}. This record does not assert independent reproduction.

### GAS

F1 Score: 0.67. Result ID: 698c4f1b37894ef7d9cd6927.

[Reporting paper](<https://www.sota2.com/research/paper/68fa649e1e209131cea05a04.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa649e1e209131cea05a04.md>)

[Implementation](<https://github.com/jimiyulu/WSD_MemNN>)

Recorded evaluation configuration: {"Composition method":"Concatenation","External Knowledge":true}. This record does not assert independent reproduction.

### Bi-LSTM+att.+LEX+POS

F1 Score: 0.669. Result ID: 698c4f1b37894ef7d9cd6925.

[Reporting paper](<https://www.sota2.com/research/paper/68fa649e1e209131cea05a04.md>)

Recorded evaluation configuration: {"External Knowledge":true}. This record does not assert independent reproduction.

### GAS

F1 Score: 0.667. Result ID: 698c4f1b37894ef7d9cd6926.

[Reporting paper](<https://www.sota2.com/research/paper/68fa649e1e209131cea05a04.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa649e1e209131cea05a04.md>)

[Implementation](<https://github.com/jimiyulu/WSD_MemNN>)

Recorded evaluation configuration: {"Composition method":"Linear","External Knowledge":true}. This record does not assert independent reproduction.

### Babelfy

F1 Score: 0.664. Result ID: 698c4f1b37894ef7d9cd6920.

[Reporting paper](<https://www.sota2.com/research/paper/68fa649e1e209131cea05a04.md>)

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

### Bi-LSTM+att.+LEX

F1 Score: 0.664. Result ID: 698c4f1b37894ef7d9cd6924.

[Reporting paper](<https://www.sota2.com/research/paper/68fa649e1e209131cea05a04.md>)

Recorded evaluation configuration: {"External Knowledge":true}. This record does not assert independent reproduction.

### Leskext+emb

F1 Score: 0.662. Result ID: 698c4f1b37894ef7d9cd691f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa649e1e209131cea05a04.md>)

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

### IMS+emb

F1 Score: 0.659. Result ID: 698c4f1b37894ef7d9cd6922.

[Reporting paper](<https://www.sota2.com/research/paper/68fa649e1e209131cea05a04.md>)

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

### IMS

F1 Score: 0.653. Result ID: 698c4f1b37894ef7d9cd6921.

[Reporting paper](<https://www.sota2.com/research/paper/68fa649e1e209131cea05a04.md>)

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

### Bi-LSTM

F1 Score: 0.648. Result ID: 698c4f1b37894ef7d9cd6923.

[Reporting paper](<https://www.sota2.com/research/paper/68fa649e1e209131cea05a04.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa62ee1e209131ce9fbee3.md>)

[Implementation](<https://bitbucket.org/salomons/wsd>)

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

### MFS baseline

F1 Score: 0.638. Result ID: 698c4f1b37894ef7d9cd691e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa649e1e209131cea05a04.md>)

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

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