# Semantic Textual Similarity on SemEval Task 1 English Track 5 2017

Source: [Semantic Textual Similarity on SemEval Task 1 English Track 5 2017](<https://www.sota2.com/research/sota/semantic-textual-similarity-on-semeval-task-1-english-track-5-2017>)

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

Data updated: 2026-02-26T05:57:41.767Z

Evaluation of Semantic Textual Similarity performance on the English Track 5 subset of the SemEval 2017 Task 1 dataset, typically measured using scaled Pearson correlation.

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 1 English Track 5 2017 |
| Metric | Pearson Correlation (R) |
| Unit | SCALAR |
| 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

- [Pearson Correlation (R)](<https://www.sota2.com/research/sota/semantic-textual-similarity-on-semeval-task-1-english-track-5-2017.md?metric=Pearson%20Correlation%20(R)>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Pearson Correlation (R) | Result date | Report paper |
| --- | --- | --- | --- |
| ENCU | 0.8518 | Not recorded | 68fa6a2a1e209131cea2686a |
| MBERT | 0.7824 | Not recorded | 68fa6a2a1e209131cea2686a |
| MBERT | 0.7803 | Not recorded | 68fa6a2a1e209131cea2686a |
| MBERT | 0.7389 | Not recorded | 68fa6a2a1e209131cea2686a |
| Cosine baseline | 0.7278 | Not recorded | 68fa6a2a1e209131cea2686a |
| MBERT | 0.5487 | Not recorded | 68fa6a2a1e209131cea2686a |
| MBERT | 0.5486 | Not recorded | 68fa6a2a1e209131cea2686a |
| MBERT | 0.2497 | Not recorded | 68fa6a2a1e209131cea2686a |

### ENCU

Pearson Correlation (R): 0.8518. Result ID: 698e1c68ffc3901de09ade22.

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

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

### MBERT

Pearson Correlation (R): 0.7824. Result ID: 698e1c68ffc3901de09ade27.

[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":"Contrastive (SG)"}. This record does not assert independent reproduction.

### MBERT

Pearson Correlation (R): 0.7803. Result ID: 698e1c68ffc3901de09ade28.

[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":"Contrastive (SG-OPT)"}. This record does not assert independent reproduction.

### MBERT

Pearson Correlation (R): 0.7389. Result ID: 698e1c68ffc3901de09ade26.

[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":"Contrastive (BT)"}. This record does not assert independent reproduction.

### Cosine baseline

Pearson Correlation (R): 0.7278. Result ID: 698e1c68ffc3901de09ade21.

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

[Method origin paper](<https://www.sota2.com/research/paper/68fa638a1e209131ce9ff629.md>)

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

### MBERT

Pearson Correlation (R): 0.5487. Result ID: 698e1c68ffc3901de09ade25.

[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 strategy":"WK pooling"}. This record does not assert independent reproduction.

### MBERT

Pearson Correlation (R): 0.5486. Result ID: 698e1c68ffc3901de09ade24.

[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 strategy":"Mean pooling"}. This record does not assert independent reproduction.

### MBERT

Pearson Correlation (R): 0.2497. Result ID: 698e1c68ffc3901de09ade23.

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

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