# Sign Language Translation on SP-10 1.0 (test)

Source: [Sign Language Translation on SP-10 1.0 (test)](<https://www.sota2.com/research/sota/sign-language-translation-on-sp-10-1-0-test>)

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

Data updated: 2026-02-26T05:37:00.007Z

Evaluation of Sign Language Translation performance using the test split of the SP-10 version 1.0 dataset, measured using sequence generation metrics like BLEU and ROUGE.

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 | Sign Language Translation |
| Dataset (including any stated split) | SP-10 1.0 (test) |
| Metric | BLEU |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 10 of 10 |
| 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

- [BLEU](<https://www.sota2.com/research/sota/sign-language-translation-on-sp-10-1-0-test.md?metric=BLEU>): Higher is better; unit: SCALAR.

- [ROUGE](<https://www.sota2.com/research/sota/sign-language-translation-on-sp-10-1-0-test.md?metric=ROUGE>): Higher is better; unit: SCALAR.

## Recorded results

| Method | BLEU | Result date | Report paper |
| --- | --- | --- | --- |
| One-to-one SLT | 7.32 | Not recorded | 68fa78e81e209131cea7b21d |
| One-to-one SLT | 7.23 | Not recorded | 68fa78e81e209131cea7b21d |
| One-to-one SLT | 6.84 | Not recorded | 68fa78e81e209131cea7b21d |
| One-to-one SLT | 6.23 | Not recorded | 68fa78e81e209131cea7b21d |
| One-to-one SLT | 5.77 | Not recorded | 68fa78e81e209131cea7b21d |
| One-to-one SLT | 4.76 | Not recorded | 68fa78e81e209131cea7b21d |
| One-to-one SLT | 4.25 | Not recorded | 68fa78e81e209131cea7b21d |
| One-to-one SLT | 4.23 | Not recorded | 68fa78e81e209131cea7b21d |
| One-to-one SLT | 2.59 | Not recorded | 68fa78e81e209131cea7b21d |
| One-to-one SLT | 2.42 | Not recorded | 68fa78e81e209131cea7b21d |

### One-to-one SLT

BLEU: 7.32. Result ID: 6995acb63badfaffe6ab6e6d.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78e81e209131cea7b21d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78e81e209131cea7b21d.md>)

[Implementation](<https://github.com/Claire874/Gloss-free-MLSLT>)

Recorded evaluation configuration: {"Language Pair":"csl → zh"}. This record does not assert independent reproduction.

### One-to-one SLT

BLEU: 7.23. Result ID: 6995acb63badfaffe6ab6e74.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78e81e209131cea7b21d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78e81e209131cea7b21d.md>)

[Implementation](<https://github.com/Claire874/Gloss-free-MLSLT>)

Recorded evaluation configuration: {"Language Pair":"swl → sv"}. This record does not assert independent reproduction.

### One-to-one SLT

BLEU: 6.84. Result ID: 6995acb63badfaffe6ab6e6e.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78e81e209131cea7b21d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78e81e209131cea7b21d.md>)

[Implementation](<https://github.com/Claire874/Gloss-free-MLSLT>)

Recorded evaluation configuration: {"Language Pair":"ukl → uk"}. This record does not assert independent reproduction.

### One-to-one SLT

BLEU: 6.23. Result ID: 6995acb63badfaffe6ab6e76.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78e81e209131cea7b21d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78e81e209131cea7b21d.md>)

[Implementation](<https://github.com/Claire874/Gloss-free-MLSLT>)

Recorded evaluation configuration: {"Language Pair":"bfi → en"}. This record does not assert independent reproduction.

### One-to-one SLT

BLEU: 5.77. Result ID: 6995acb63badfaffe6ab6e71.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78e81e209131cea7b21d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78e81e209131cea7b21d.md>)

[Implementation](<https://github.com/Claire874/Gloss-free-MLSLT>)

Recorded evaluation configuration: {"Language Pair":"gsg → de"}. This record does not assert independent reproduction.

### One-to-one SLT

BLEU: 4.76. Result ID: 6995acb63badfaffe6ab6e72.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78e81e209131cea7b21d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78e81e209131cea7b21d.md>)

[Implementation](<https://github.com/Claire874/Gloss-free-MLSLT>)

Recorded evaluation configuration: {"Language Pair":"ise → it"}. This record does not assert independent reproduction.

### One-to-one SLT

BLEU: 4.25. Result ID: 6995acb63badfaffe6ab6e70.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78e81e209131cea7b21d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78e81e209131cea7b21d.md>)

[Implementation](<https://github.com/Claire874/Gloss-free-MLSLT>)

Recorded evaluation configuration: {"Language Pair":"icl → is"}. This record does not assert independent reproduction.

### One-to-one SLT

BLEU: 4.23. Result ID: 6995acb63badfaffe6ab6e6f.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78e81e209131cea7b21d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78e81e209131cea7b21d.md>)

[Implementation](<https://github.com/Claire874/Gloss-free-MLSLT>)

Recorded evaluation configuration: {"Language Pair":"rsl → ru"}. This record does not assert independent reproduction.

### One-to-one SLT

BLEU: 2.59. Result ID: 6995acb63badfaffe6ab6e73.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78e81e209131cea7b21d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78e81e209131cea7b21d.md>)

[Implementation](<https://github.com/Claire874/Gloss-free-MLSLT>)

Recorded evaluation configuration: {"Language Pair":"bqn → bg"}. This record does not assert independent reproduction.

### One-to-one SLT

BLEU: 2.42. Result ID: 6995acb63badfaffe6ab6e75.

[Reporting paper](<https://www.sota2.com/research/paper/68fa78e81e209131cea7b21d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78e81e209131cea7b21d.md>)

[Implementation](<https://github.com/Claire874/Gloss-free-MLSLT>)

Recorded evaluation configuration: {"Language Pair":"lls → lt"}. This record does not assert independent reproduction.

Page 1 of 1. This is an index page, not the full collection.
