# Semantic Textual Similarity on MedSTS

Source: [Semantic Textual Similarity on MedSTS](<https://www.sota2.com/research/sota/semantic-textual-similarity-on-medsts>)

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

Data updated: 2026-02-26T05:57:40.536Z

Evaluation of Semantic Textual Similarity performance using Pearson correlation on the MedSTS 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) | MedSTS |
| Metric | Pearson Correlation |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 17 of 17 |
| 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](<https://www.sota2.com/research/sota/semantic-textual-similarity-on-medsts.md?metric=Pearson%20Correlation>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Pearson Correlation | Result date | Report paper |
| --- | --- | --- | --- |
| Original | 0.7598 | Not recorded | 68fa70731e209131cea4b188 |
| CusText+ | 0.6316 | Not recorded | 68fa70731e209131cea4b188 |
| CusText+ | 0.6213 | Not recorded | 68fa70731e209131cea4b188 |
| CusText+ | 0.6172 | Not recorded | 68fa70731e209131cea4b188 |
| SANTEXT+ | 0.5423 | Not recorded | 68fa70731e209131cea4b188 |
| CusText | 0.5242 | Not recorded | 68fa70731e209131cea4b188 |
| CusText | 0.5112 | Not recorded | 68fa70731e209131cea4b188 |
| CusText | 0.4957 | Not recorded | 68fa70731e209131cea4b188 |
| SANTEXT+ | 0.4271 | Not recorded | 68fa70731e209131cea4b188 |
| SANTEXT+ | 0.4143 | Not recorded | 68fa70731e209131cea4b188 |
| SANTEXT | 0.1673 | Not recorded | 68fa70731e209131cea4b188 |
| SANTEXT | 0.1124 | Not recorded | 68fa70731e209131cea4b188 |
| SANTEXT | 0.085 | Not recorded | 68fa70731e209131cea4b188 |
| FBDD | 0.0411 | Not recorded | 68fa70731e209131cea4b188 |
| Random | 0.0382 | Not recorded | 68fa70731e209131cea4b188 |
| FBDD | 0.0368 | Not recorded | 68fa70731e209131cea4b188 |
| FBDD | 0.0321 | Not recorded | 68fa70731e209131cea4b188 |

### Original

Pearson Correlation: 0.7598. Result ID: 69911d7e3a6c31484905ced6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70731e209131cea4b188.md>)

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

### CusText+

Pearson Correlation: 0.6316. Result ID: 69911d7e3a6c31484905ced4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70731e209131cea4b188.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70731e209131cea4b188.md>)

[Implementation](<https://github.com/sai4july/CusText>)

Recorded evaluation configuration: {"epsilon":"2"}. This record does not assert independent reproduction.

### CusText+

Pearson Correlation: 0.6213. Result ID: 69911d7e3a6c31484905ced5.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70731e209131cea4b188.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70731e209131cea4b188.md>)

[Implementation](<https://github.com/sai4july/CusText>)

Recorded evaluation configuration: {"epsilon":"3"}. This record does not assert independent reproduction.

### CusText+

Pearson Correlation: 0.6172. Result ID: 69911d7e3a6c31484905ced3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70731e209131cea4b188.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70731e209131cea4b188.md>)

[Implementation](<https://github.com/sai4july/CusText>)

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

### SANTEXT+

Pearson Correlation: 0.5423. Result ID: 69911d7e3a6c31484905ced2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70731e209131cea4b188.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0a1e209131cea25ac6.md>)

Recorded evaluation configuration: {"epsilon":"3"}. This record does not assert independent reproduction.

### CusText

Pearson Correlation: 0.5242. Result ID: 69911d7e3a6c31484905cecf.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70731e209131cea4b188.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70731e209131cea4b188.md>)

[Implementation](<https://github.com/sai4july/CusText>)

Recorded evaluation configuration: {"epsilon":"3"}. This record does not assert independent reproduction.

### CusText

Pearson Correlation: 0.5112. Result ID: 69911d7e3a6c31484905cece.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70731e209131cea4b188.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70731e209131cea4b188.md>)

[Implementation](<https://github.com/sai4july/CusText>)

Recorded evaluation configuration: {"epsilon":"2"}. This record does not assert independent reproduction.

### CusText

Pearson Correlation: 0.4957. Result ID: 69911d7e3a6c31484905cecd.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70731e209131cea4b188.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa70731e209131cea4b188.md>)

[Implementation](<https://github.com/sai4july/CusText>)

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

### SANTEXT+

Pearson Correlation: 0.4271. Result ID: 69911d7e3a6c31484905ced1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70731e209131cea4b188.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0a1e209131cea25ac6.md>)

Recorded evaluation configuration: {"epsilon":"2"}. This record does not assert independent reproduction.

### SANTEXT+

Pearson Correlation: 0.4143. Result ID: 69911d7e3a6c31484905ced0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70731e209131cea4b188.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0a1e209131cea25ac6.md>)

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

### SANTEXT

Pearson Correlation: 0.1673. Result ID: 69911d7e3a6c31484905cecb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70731e209131cea4b188.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0a1e209131cea25ac6.md>)

Recorded evaluation configuration: {"epsilon":"2"}. This record does not assert independent reproduction.

### SANTEXT

Pearson Correlation: 0.1124. Result ID: 69911d7e3a6c31484905cecc.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70731e209131cea4b188.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0a1e209131cea25ac6.md>)

Recorded evaluation configuration: {"epsilon":"3"}. This record does not assert independent reproduction.

### SANTEXT

Pearson Correlation: 0.085. Result ID: 69911d7e3a6c31484905ceca.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70731e209131cea4b188.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa6a0a1e209131cea25ac6.md>)

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

### FBDD

Pearson Correlation: 0.0411. Result ID: 69911d7e3a6c31484905cec9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70731e209131cea4b188.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66931e209131cea1108e.md>)

Recorded evaluation configuration: {"epsilon":"3"}. This record does not assert independent reproduction.

### Random

Pearson Correlation: 0.0382. Result ID: 69911d7e3a6c31484905cec6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70731e209131cea4b188.md>)

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

### FBDD

Pearson Correlation: 0.0368. Result ID: 69911d7e3a6c31484905cec8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70731e209131cea4b188.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66931e209131cea1108e.md>)

Recorded evaluation configuration: {"epsilon":"2"}. This record does not assert independent reproduction.

### FBDD

Pearson Correlation: 0.0321. Result ID: 69911d7e3a6c31484905cec7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa70731e209131cea4b188.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa66931e209131cea1108e.md>)

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

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