# Semantic Textual Similarity on SemEval Task 10 Spanish 2014

Source: [Semantic Textual Similarity on SemEval Task 10 Spanish 2014](<https://www.sota2.com/research/sota/semantic-textual-similarity-on-semeval-task-10-spanish-2014>)

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

Data updated: 2026-02-26T06:03:33.392Z

Evaluation of Semantic Textual Similarity performance on the SemEval Task 10 Spanish 2014 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 | Semantic Textual Similarity |
| Dataset (including any stated split) | SemEval Task 10 Spanish 2014 |
| Metric | STS Score (Spanish) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 7 of 7 |
| 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

- [STS Score (Spanish)](<https://www.sota2.com/research/sota/semantic-textual-similarity-on-semeval-task-10-spanish-2014.md?metric=STS%20Score%20(Spanish)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | STS Score (Spanish) | Result date | Report paper |
| --- | --- | --- | --- |
| Contrastive (SG-OPT) | 82.74 | Not recorded | 68fa6a2a1e209131cea2686a |
| Contrastive (SG) | 82.09 | Not recorded | 68fa6a2a1e209131cea2686a |
| MBERT | 81.14 | Not recorded | 68fa6a2a1e209131cea2686a |
| UMCC-DLSI-run2 | 80.69 | Not recorded | 68fa6a2a1e209131cea2686a |
| MBERT | 79.78 | Not recorded | 68fa6a2a1e209131cea2686a |
| Contrastive (BT) | 78.04 | Not recorded | 68fa6a2a1e209131cea2686a |
| MBERT | 12.6 | Not recorded | 68fa6a2a1e209131cea2686a |

### Contrastive (SG-OPT)

STS Score (Spanish): 82.74. Result ID: 698e1c68ffc3901de09ade2f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a2a1e209131cea2686a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a2a1e209131cea2686a.md>)

[Implementation](<https://github.com/galsang/SG-BERT>)

Recorded evaluation configuration: {"Backbone":"mBERT","Training Objective":"Self-guidance (Optimized)"}. This record does not assert independent reproduction.

### Contrastive (SG)

STS Score (Spanish): 82.09. Result ID: 698e1c68ffc3901de09ade2e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a2a1e209131cea2686a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a2a1e209131cea2686a.md>)

[Implementation](<https://github.com/galsang/SG-BERT>)

Recorded evaluation configuration: {"Backbone":"mBERT","Training Objective":"Self-guidance"}. This record does not assert independent reproduction.

### MBERT

STS Score (Spanish): 81.14. Result ID: 698e1c68ffc3901de09ade2b.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a2a1e209131cea2686a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a2a1e209131cea2686a.md>)

[Implementation](<https://github.com/galsang/SG-BERT>)

Recorded evaluation configuration: {"Backbone":"mBERT","Pooling":"Mean pooling"}. This record does not assert independent reproduction.

### UMCC-DLSI-run2

STS Score (Spanish): 80.69. Result ID: 698e1c68ffc3901de09ade29.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a2a1e209131cea2686a.md>)

Recorded evaluation configuration: {"Evaluation Protocol":"Rank #1"}. This record does not assert independent reproduction.

### MBERT

STS Score (Spanish): 79.78. Result ID: 698e1c68ffc3901de09ade2c.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a2a1e209131cea2686a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a2a1e209131cea2686a.md>)

[Implementation](<https://github.com/galsang/SG-BERT>)

Recorded evaluation configuration: {"Backbone":"mBERT","Pooling":"WK pooling"}. This record does not assert independent reproduction.

### Contrastive (BT)

STS Score (Spanish): 78.04. Result ID: 698e1c68ffc3901de09ade2d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a2a1e209131cea2686a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa67cb1e209131cea1872c.md>)

Recorded evaluation configuration: {"Backbone":"mBERT","Training Objective":"Back-translation"}. This record does not assert independent reproduction.

### MBERT

STS Score (Spanish): 12.6. Result ID: 698e1c68ffc3901de09ade2a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6a2a1e209131cea2686a.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a2a1e209131cea2686a.md>)

[Implementation](<https://github.com/galsang/SG-BERT>)

Recorded evaluation configuration: {"Backbone":"mBERT","Pooling":"CLS"}. This record does not assert independent reproduction.

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