# Semantic Textual Similarity on MS-COCO CxC annotations 5k (test)

Source: [Semantic Textual Similarity on MS-COCO CxC annotations 5k (test)](<https://www.sota2.com/research/sota/semantic-textual-similarity-on-ms-coco-cxc-annotations-5k-test>)

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

Data updated: 2026-02-26T06:04:37.932Z

Evaluation of Semantic Textual Similarity performance using the 5k test split of the MS-COCO CxC annotations dataset, reporting Spearman's R correlation statistics.

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) | MS-COCO CxC annotations 5k (test) |
| Metric | Spearman's R (Avg) |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 11 of 11 |
| 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

- [Spearman's R (Avg)](<https://www.sota2.com/research/sota/semantic-textual-similarity-on-ms-coco-cxc-annotations-5k-test.md?metric=Spearman%27s%20R%20(Avg)>): Higher is better; unit: SCALAR.

- [Spearman's R (Std Dev)](<https://www.sota2.com/research/sota/semantic-textual-similarity-on-ms-coco-cxc-annotations-5k-test.md?metric=Spearman%27s%20R%20(Std%20Dev)>): Lower is better; unit: SCALAR.

## Recorded results

| Method | Spearman's R (Avg) | Result date | Report paper |
| --- | --- | --- | --- |
| PromCSE | 0.74 | Not recorded | 68fa6da21e209131cea3b058 |
| MURAL | 0.739 | Not recorded | 68fa6da21e209131cea3b058 |
| PromCSE | 0.736 | Not recorded | 68fa6da21e209131cea3b058 |
| SimCSE | 0.732 | Not recorded | 68fa6da21e209131cea3b058 |
| SimCSE | 0.73 | Not recorded | 68fa6da21e209131cea3b058 |
| ALIGN | 0.727 | Not recorded | 68fa6da21e209131cea3b058 |
| PromCSE | 0.712 | Not recorded | 68fa6da21e209131cea3b058 |
| DiffCSE | 0.701 | Not recorded | 68fa6da21e209131cea3b058 |
| PromptBERT | 0.7 | Not recorded | 68fa6da21e209131cea3b058 |
| SimCSE | 0.675 | Not recorded | 68fa6da21e209131cea3b058 |
| GloVe embeddings (avg.) | 0.551 | Not recorded | 68fa6da21e209131cea3b058 |

### PromCSE

Spearman's R (Avg): 0.74. Result ID: 698fb13c3a6c314849fb28e1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da21e209131cea3b058.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da21e209131cea3b058.md>)

[Implementation](<https://github.com/YJiangcm/PromCSE>)

Recorded evaluation configuration: {"Supervision":"supervised","Backbone":"BERTbase","Extension":"EH"}. This record does not assert independent reproduction.

### MURAL

Spearman's R (Avg): 0.739. Result ID: 698fb13c3a6c314849fb28e3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da21e209131cea3b058.md>)

Recorded evaluation configuration: {"Backbone":"BERTbase"}. This record does not assert independent reproduction.

### PromCSE

Spearman's R (Avg): 0.736. Result ID: 698fb13c3a6c314849fb28e0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da21e209131cea3b058.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da21e209131cea3b058.md>)

[Implementation](<https://github.com/YJiangcm/PromCSE>)

Recorded evaluation configuration: {"Supervision":"supervised","Backbone":"BERTbase"}. This record does not assert independent reproduction.

### SimCSE

Spearman's R (Avg): 0.732. Result ID: 698fb13c3a6c314849fb28df.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da21e209131cea3b058.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c9c1e209131cea34e2c.md>)

[Implementation](<https://github.com/princeton-nlp/SimCSE>)

Recorded evaluation configuration: {"Supervision":"supervised","Backbone":"BERTbase","Extension":"EH"}. This record does not assert independent reproduction.

### SimCSE

Spearman's R (Avg): 0.73. Result ID: 698fb13c3a6c314849fb28de.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da21e209131cea3b058.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c9c1e209131cea34e2c.md>)

[Implementation](<https://github.com/princeton-nlp/SimCSE>)

Recorded evaluation configuration: {"Supervision":"supervised","Backbone":"BERTbase"}. This record does not assert independent reproduction.

### ALIGN

Spearman's R (Avg): 0.727. Result ID: 698fb13c3a6c314849fb28e2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da21e209131cea3b058.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a201e209131cea261e7.md>)

Recorded evaluation configuration: {"Backbone":"BERTbase"}. This record does not assert independent reproduction.

### PromCSE

Spearman's R (Avg): 0.712. Result ID: 698fb13c3a6c314849fb28dd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da21e209131cea3b058.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6da21e209131cea3b058.md>)

[Implementation](<https://github.com/YJiangcm/PromCSE>)

Recorded evaluation configuration: {"Supervision":"unsupervised","Backbone":"BERTbase"}. This record does not assert independent reproduction.

### DiffCSE

Spearman's R (Avg): 0.701. Result ID: 698fb13c3a6c314849fb28db.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da21e209131cea3b058.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c561e209131cea33617.md>)

[Implementation](<https://github.com/voidism/DiffCSE>)

Recorded evaluation configuration: {"Supervision":"unsupervised","Backbone":"BERTbase"}. This record does not assert independent reproduction.

### PromptBERT

Spearman's R (Avg): 0.7. Result ID: 698fb13c3a6c314849fb28dc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da21e209131cea3b058.md>)

Recorded evaluation configuration: {"Supervision":"unsupervised","Backbone":"BERTbase"}. This record does not assert independent reproduction.

### SimCSE

Spearman's R (Avg): 0.675. Result ID: 698fb13c3a6c314849fb28da.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da21e209131cea3b058.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6c9c1e209131cea34e2c.md>)

[Implementation](<https://github.com/princeton-nlp/SimCSE>)

Recorded evaluation configuration: {"Supervision":"unsupervised","Backbone":"BERTbase"}. This record does not assert independent reproduction.

### GloVe embeddings (avg.)

Spearman's R (Avg): 0.551. Result ID: 698fb13c3a6c314849fb28d9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa6da21e209131cea3b058.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66441e209131cea0f5ab.md>)

[Implementation](<https://github.com/UKPLab/sentence-transformers>)

Recorded evaluation configuration: {"Backbone":"GloVe"}. This record does not assert independent reproduction.

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