---
tags:
- translation
license: apache-2.0
---

### opus-mt-lt-de

* source languages: lt
* target languages: de
*  OPUS readme: [lt-de](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/lt-de/README.md)

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-21.zip](https://object.pouta.csc.fi/OPUS-MT-models/lt-de/opus-2020-01-21.zip)
* test set translations: [opus-2020-01-21.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/lt-de/opus-2020-01-21.test.txt)
* test set scores: [opus-2020-01-21.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/lt-de/opus-2020-01-21.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba.lt.de 	| 45.2 	| 0.640 |


---
tags:
- translation
license: apache-2.0
---

### opus-mt-hu-sv

* source languages: hu
* target languages: sv
*  OPUS readme: [hu-sv](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/hu-sv/README.md)

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-26.zip](https://object.pouta.csc.fi/OPUS-MT-models/hu-sv/opus-2020-01-26.zip)
* test set translations: [opus-2020-01-26.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/hu-sv/opus-2020-01-26.test.txt)
* test set scores: [opus-2020-01-26.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/hu-sv/opus-2020-01-26.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba.hu.sv 	| 52.6 	| 0.686 |


---
language:
- tr
- lt

tags:
- translation

license: apache-2.0
---

### tur-lit

* source group: Turkish
* target group: Lithuanian
*  OPUS readme: [tur-lit](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/tur-lit/README.md)

*  model: transformer-align
* source language(s): tur
* target language(s): lit
* model: transformer-align
* pre-processing: normalization + SentencePiece (spm32k,spm32k)
* download original weights: [opus-2020-06-17.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/tur-lit/opus-2020-06-17.zip)
* test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/tur-lit/opus-2020-06-17.test.txt)
* test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/tur-lit/opus-2020-06-17.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.tur.lit 	| 35.6 	| 0.631 |

### System Info:
- hf_name: tur-lit

- source_languages: tur

- target_languages: lit

- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/tur-lit/README.md

- original_repo: Tatoeba-Challenge

- tags: ['translation']

- languages: ['tr', 'lt']

- src_constituents: {'tur'}

- tgt_constituents: {'lit'}

- src_multilingual: False

- tgt_multilingual: False

- prepro:  normalization + SentencePiece (spm32k,spm32k)

- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/tur-lit/opus-2020-06-17.zip

- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/tur-lit/opus-2020-06-17.test.txt

- src_alpha3: tur

- tgt_alpha3: lit

- short_pair: tr-lt

- chrF2_score: 0.631

- bleu: 35.6

- brevity_penalty: 0.9490000000000001

- ref_len: 8285.0

- src_name: Turkish

- tgt_name: Lithuanian

- train_date: 2020-06-17

- src_alpha2: tr

- tgt_alpha2: lt

- prefer_old: False

- long_pair: tur-lit

- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535

- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b

- port_machine: brutasse

- port_time: 2020-08-21-14:41


---
tags:
- translation
license: apache-2.0
---

### opus-mt-en-cy

* source languages: en
* target languages: cy
*  OPUS readme: [en-cy](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-cy/README.md)

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2019-12-18.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-cy/opus-2019-12-18.zip)
* test set translations: [opus-2019-12-18.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-cy/opus-2019-12-18.test.txt)
* test set scores: [opus-2019-12-18.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-cy/opus-2019-12-18.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba.en.cy 	| 25.3 	| 0.487 |


---
tags:
- translation
license: apache-2.0
---

### opus-mt-kwy-fr

* source languages: kwy
* target languages: fr
*  OPUS readme: [kwy-fr](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/kwy-fr/README.md)

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-09.zip](https://object.pouta.csc.fi/OPUS-MT-models/kwy-fr/opus-2020-01-09.zip)
* test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/kwy-fr/opus-2020-01-09.test.txt)
* test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/kwy-fr/opus-2020-01-09.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.kwy.fr 	| 20.6 	| 0.367 |


---
tags:
- translation
license: apache-2.0
---

### opus-mt-da-fr

* source languages: da
* target languages: fr
*  OPUS readme: [da-fr](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/da-fr/README.md)

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-08.zip](https://object.pouta.csc.fi/OPUS-MT-models/da-fr/opus-2020-01-08.zip)
* test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/da-fr/opus-2020-01-08.test.txt)
* test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/da-fr/opus-2020-01-08.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba.da.fr 	| 62.2 	| 0.751 |


---
tags:
- translation
license: apache-2.0
---

### opus-mt-fi-ny

* source languages: fi
* target languages: ny
*  OPUS readme: [fi-ny](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-ny/README.md)

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-20.zip](https://object.pouta.csc.fi/OPUS-MT-models/fi-ny/opus-2020-01-20.zip)
* test set translations: [opus-2020-01-20.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-ny/opus-2020-01-20.test.txt)
* test set scores: [opus-2020-01-20.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-ny/opus-2020-01-20.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.fi.ny 	| 22.6 	| 0.503 |


---
language:
- en
- bn
- or
- gu
- mr
- ur
- hi
- as
- si
- inc

tags:
- translation

license: apache-2.0
---

### eng-inc

* source group: English
* target group: Indic languages
*  OPUS readme: [eng-inc](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-inc/README.md)

*  model: transformer
* source language(s): eng
* target language(s): asm awa ben bho gom guj hif_Latn hin mai mar npi ori pan_Guru pnb rom san_Deva sin snd_Arab urd
* model: transformer
* pre-processing: normalization + SentencePiece (spm32k,spm32k)
* a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID)
* download original weights: [opus2m-2020-08-01.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-inc/opus2m-2020-08-01.zip)
* test set translations: [opus2m-2020-08-01.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-inc/opus2m-2020-08-01.test.txt)
* test set scores: [opus2m-2020-08-01.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-inc/opus2m-2020-08-01.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| newsdev2014-enghin.eng.hin 	| 8.2 	| 0.342 |
| newsdev2019-engu-engguj.eng.guj 	| 6.5 	| 0.293 |
| newstest2014-hien-enghin.eng.hin 	| 11.4 	| 0.364 |
| newstest2019-engu-engguj.eng.guj 	| 7.2 	| 0.296 |
| Tatoeba-test.eng-asm.eng.asm 	| 2.7 	| 0.277 |
| Tatoeba-test.eng-awa.eng.awa 	| 0.5 	| 0.132 |
| Tatoeba-test.eng-ben.eng.ben 	| 16.7 	| 0.470 |
| Tatoeba-test.eng-bho.eng.bho 	| 4.3 	| 0.227 |
| Tatoeba-test.eng-guj.eng.guj 	| 17.5 	| 0.373 |
| Tatoeba-test.eng-hif.eng.hif 	| 0.6 	| 0.028 |
| Tatoeba-test.eng-hin.eng.hin 	| 17.7 	| 0.469 |
| Tatoeba-test.eng-kok.eng.kok 	| 1.7 	| 0.000 |
| Tatoeba-test.eng-lah.eng.lah 	| 0.3 	| 0.028 |
| Tatoeba-test.eng-mai.eng.mai 	| 15.6 	| 0.429 |
| Tatoeba-test.eng-mar.eng.mar 	| 21.3 	| 0.477 |
| Tatoeba-test.eng.multi 	| 17.3 	| 0.448 |
| Tatoeba-test.eng-nep.eng.nep 	| 0.8 	| 0.081 |
| Tatoeba-test.eng-ori.eng.ori 	| 2.2 	| 0.208 |
| Tatoeba-test.eng-pan.eng.pan 	| 8.0 	| 0.347 |
| Tatoeba-test.eng-rom.eng.rom 	| 0.4 	| 0.197 |
| Tatoeba-test.eng-san.eng.san 	| 0.5 	| 0.108 |
| Tatoeba-test.eng-sin.eng.sin 	| 9.1 	| 0.364 |
| Tatoeba-test.eng-snd.eng.snd 	| 4.4 	| 0.284 |
| Tatoeba-test.eng-urd.eng.urd 	| 13.3 	| 0.423 |

### System Info:
- hf_name: eng-inc

- source_languages: eng

- target_languages: inc

- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-inc/README.md

- original_repo: Tatoeba-Challenge

- tags: ['translation']

- languages: ['en', 'bn', 'or', 'gu', 'mr', 'ur', 'hi', 'as', 'si', 'inc']

- src_constituents: {'eng'}

- tgt_constituents: {'pnb', 'gom', 'ben', 'hif_Latn', 'ori', 'guj', 'pan_Guru', 'snd_Arab', 'npi', 'mar', 'urd', 'bho', 'hin', 'san_Deva', 'asm', 'rom', 'mai', 'awa', 'sin'}

- src_multilingual: False

- tgt_multilingual: True

- prepro:  normalization + SentencePiece (spm32k,spm32k)

- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-inc/opus2m-2020-08-01.zip

- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-inc/opus2m-2020-08-01.test.txt

- src_alpha3: eng

- tgt_alpha3: inc

- short_pair: en-inc

- chrF2_score: 0.44799999999999995

- bleu: 17.3

- brevity_penalty: 1.0

- ref_len: 59917.0

- src_name: English

- tgt_name: Indic languages

- train_date: 2020-08-01

- src_alpha2: en

- tgt_alpha2: inc

- prefer_old: False

- long_pair: eng-inc

- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535

- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b

- port_machine: brutasse

- port_time: 2020-08-21-14:41


---
language:
- uk
- ru

tags:
- translation

license: apache-2.0
---

### ukr-rus

* source group: Ukrainian
* target group: Russian
*  OPUS readme: [ukr-rus](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/ukr-rus/README.md)

*  model: transformer-align
* source language(s): ukr
* target language(s): rus
* model: transformer-align
* pre-processing: normalization + SentencePiece (spm32k,spm32k)
* download original weights: [opus-2020-06-17.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/ukr-rus/opus-2020-06-17.zip)
* test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/ukr-rus/opus-2020-06-17.test.txt)
* test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/ukr-rus/opus-2020-06-17.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.ukr.rus 	| 69.2 	| 0.826 |

### System Info:
- hf_name: ukr-rus

- source_languages: ukr

- target_languages: rus

- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/ukr-rus/README.md

- original_repo: Tatoeba-Challenge

- tags: ['translation']

- languages: ['uk', 'ru']

- src_constituents: {'ukr'}

- tgt_constituents: {'rus'}

- src_multilingual: False

- tgt_multilingual: False

- prepro:  normalization + SentencePiece (spm32k,spm32k)

- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/ukr-rus/opus-2020-06-17.zip

- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/ukr-rus/opus-2020-06-17.test.txt

- src_alpha3: ukr

- tgt_alpha3: rus

- short_pair: uk-ru

- chrF2_score: 0.826

- bleu: 69.2

- brevity_penalty: 0.992

- ref_len: 60387.0

- src_name: Ukrainian

- tgt_name: Russian

- train_date: 2020-06-17

- src_alpha2: uk

- tgt_alpha2: ru

- prefer_old: False

- long_pair: ukr-rus

- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535

- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b

- port_machine: brutasse

- port_time: 2020-08-21-14:41


---
tags:
- translation
license: apache-2.0
---

### opus-mt-fr-en

* source languages: fr
* target languages: en
*  OPUS readme: [fr-en](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-en/README.md)

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-02-26.zip](https://object.pouta.csc.fi/OPUS-MT-models/fr-en/opus-2020-02-26.zip)
* test set translations: [opus-2020-02-26.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-en/opus-2020-02-26.test.txt)
* test set scores: [opus-2020-02-26.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-en/opus-2020-02-26.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| newsdiscussdev2015-enfr.fr.en 	| 33.1 	| 0.580 |
| newsdiscusstest2015-enfr.fr.en 	| 38.7 	| 0.614 |
| newssyscomb2009.fr.en 	| 30.3 	| 0.569 |
| news-test2008.fr.en 	| 26.2 	| 0.542 |
| newstest2009.fr.en 	| 30.2 	| 0.570 |
| newstest2010.fr.en 	| 32.2 	| 0.590 |
| newstest2011.fr.en 	| 33.0 	| 0.597 |
| newstest2012.fr.en 	| 32.8 	| 0.591 |
| newstest2013.fr.en 	| 33.9 	| 0.591 |
| newstest2014-fren.fr.en 	| 37.8 	| 0.633 |
| Tatoeba.fr.en 	| 57.5 	| 0.720 |


---
language:
- eo
- it

tags:
- translation

license: apache-2.0
---

### epo-ita

* source group: Esperanto
* target group: Italian
*  OPUS readme: [epo-ita](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/epo-ita/README.md)

*  model: transformer-align
* source language(s): epo
* target language(s): ita
* model: transformer-align
* pre-processing: normalization + SentencePiece (spm4k,spm4k)
* download original weights: [opus-2020-06-16.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/epo-ita/opus-2020-06-16.zip)
* test set translations: [opus-2020-06-16.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/epo-ita/opus-2020-06-16.test.txt)
* test set scores: [opus-2020-06-16.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/epo-ita/opus-2020-06-16.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.epo.ita 	| 23.8 	| 0.465 |

### System Info:
- hf_name: epo-ita

- source_languages: epo

- target_languages: ita

- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/epo-ita/README.md

- original_repo: Tatoeba-Challenge

- tags: ['translation']

- languages: ['eo', 'it']

- src_constituents: {'epo'}

- tgt_constituents: {'ita'}

- src_multilingual: False

- tgt_multilingual: False

- prepro:  normalization + SentencePiece (spm4k,spm4k)

- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/epo-ita/opus-2020-06-16.zip

- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/epo-ita/opus-2020-06-16.test.txt

- src_alpha3: epo

- tgt_alpha3: ita

- short_pair: eo-it

- chrF2_score: 0.465

- bleu: 23.8

- brevity_penalty: 0.9420000000000001

- ref_len: 67118.0

- src_name: Esperanto

- tgt_name: Italian

- train_date: 2020-06-16

- src_alpha2: eo

- tgt_alpha2: it

- prefer_old: False

- long_pair: epo-ita

- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535

- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b

- port_machine: brutasse

- port_time: 2020-08-21-14:41


---
tags:
- translation
license: apache-2.0
---

### opus-mt-prl-es

* source languages: prl
* target languages: es
*  OPUS readme: [prl-es](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/prl-es/README.md)

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/prl-es/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/prl-es/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/prl-es/opus-2020-01-16.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.prl.es 	| 93.3 	| 0.955 |


---
tags:
- translation
license: apache-2.0
---

### opus-mt-fr-hr

* source languages: fr
* target languages: hr
*  OPUS readme: [fr-hr](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-hr/README.md)

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/fr-hr/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-hr/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-hr/opus-2020-01-16.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.fr.hr 	| 20.7 	| 0.442 |


---
language:
- pl
- cs
- zlw

tags:
- translation

license: apache-2.0
---

### zlw-zlw

* source group: West Slavic languages
* target group: West Slavic languages
*  OPUS readme: [zlw-zlw](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/zlw-zlw/README.md)

*  model: transformer
* source language(s): ces dsb hsb pol
* target language(s): ces dsb hsb pol
* model: transformer
* pre-processing: normalization + SentencePiece (spm32k,spm32k)
* a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID)
* download original weights: [opus-2020-07-27.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/zlw-zlw/opus-2020-07-27.zip)
* test set translations: [opus-2020-07-27.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/zlw-zlw/opus-2020-07-27.test.txt)
* test set scores: [opus-2020-07-27.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/zlw-zlw/opus-2020-07-27.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.ces-hsb.ces.hsb 	| 2.6 	| 0.167 |
| Tatoeba-test.ces-pol.ces.pol 	| 44.0 	| 0.649 |
| Tatoeba-test.dsb-pol.dsb.pol 	| 8.5 	| 0.250 |
| Tatoeba-test.hsb-ces.hsb.ces 	| 9.6 	| 0.276 |
| Tatoeba-test.multi.multi 	| 38.8 	| 0.580 |
| Tatoeba-test.pol-ces.pol.ces 	| 43.4 	| 0.620 |
| Tatoeba-test.pol-dsb.pol.dsb 	| 2.1 	| 0.159 |

### System Info:
- hf_name: zlw-zlw

- source_languages: zlw

- target_languages: zlw

- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/zlw-zlw/README.md

- original_repo: Tatoeba-Challenge

- tags: ['translation']

- languages: ['pl', 'cs', 'zlw']

- src_constituents: {'csb_Latn', 'dsb', 'hsb', 'pol', 'ces'}

- tgt_constituents: {'csb_Latn', 'dsb', 'hsb', 'pol', 'ces'}

- src_multilingual: True

- tgt_multilingual: True

- prepro:  normalization + SentencePiece (spm32k,spm32k)

- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/zlw-zlw/opus-2020-07-27.zip

- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/zlw-zlw/opus-2020-07-27.test.txt

- src_alpha3: zlw

- tgt_alpha3: zlw

- short_pair: zlw-zlw

- chrF2_score: 0.58

- bleu: 38.8

- brevity_penalty: 0.99

- ref_len: 7792.0

- src_name: West Slavic languages

- tgt_name: West Slavic languages

- train_date: 2020-07-27

- src_alpha2: zlw

- tgt_alpha2: zlw

- prefer_old: False

- long_pair: zlw-zlw

- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535

- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b

- port_machine: brutasse

- port_time: 2020-08-21-14:41


---
tags:
- translation
license: apache-2.0
---

### opus-mt-en-jap

* source languages: en
* target languages: jap
*  OPUS readme: [en-jap](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-jap/README.md)

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-08.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-jap/opus-2020-01-08.zip)
* test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-jap/opus-2020-01-08.test.txt)
* test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-jap/opus-2020-01-08.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| bible-uedin.en.jap 	| 42.1 	| 0.960 |


---
language:
- en
- eu

tags:
- translation

license: apache-2.0
---

### eng-eus

* source group: English
* target group: Basque
*  OPUS readme: [eng-eus](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-eus/README.md)

*  model: transformer-align
* source language(s): eng
* target language(s): eus
* model: transformer-align
* pre-processing: normalization + SentencePiece (spm32k,spm32k)
* download original weights: [opus-2020-06-17.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-eus/opus-2020-06-17.zip)
* test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-eus/opus-2020-06-17.test.txt)
* test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-eus/opus-2020-06-17.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.eng.eus 	| 31.8 	| 0.590 |

### System Info:
- hf_name: eng-eus

- source_languages: eng

- target_languages: eus

- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-eus/README.md

- original_repo: Tatoeba-Challenge

- tags: ['translation']

- languages: ['en', 'eu']

- src_constituents: {'eng'}

- tgt_constituents: {'eus'}

- src_multilingual: False

- tgt_multilingual: False

- prepro:  normalization + SentencePiece (spm32k,spm32k)

- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-eus/opus-2020-06-17.zip

- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-eus/opus-2020-06-17.test.txt

- src_alpha3: eng

- tgt_alpha3: eus

- short_pair: en-eu

- chrF2_score: 0.59

- bleu: 31.8

- brevity_penalty: 0.9440000000000001

- ref_len: 7080.0

- src_name: English

- tgt_name: Basque

- train_date: 2020-06-17

- src_alpha2: en

- tgt_alpha2: eu

- prefer_old: False

- long_pair: eng-eus

- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535

- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b

- port_machine: brutasse

- port_time: 2020-08-21-14:41


---
tags:
- translation
license: apache-2.0
---

### opus-mt-nl-fi

* source languages: nl
* target languages: fi
*  OPUS readme: [nl-fi](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/nl-fi/README.md)

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-02-26.zip](https://object.pouta.csc.fi/OPUS-MT-models/nl-fi/opus-2020-02-26.zip)
* test set translations: [opus-2020-02-26.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/nl-fi/opus-2020-02-26.test.txt)
* test set scores: [opus-2020-02-26.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/nl-fi/opus-2020-02-26.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.nl.fi 	| 28.6 	| 0.569 |


---
tags:
- translation
license: apache-2.0
---

### opus-mt-id-fi

* source languages: id
* target languages: fi
*  OPUS readme: [id-fi](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/id-fi/README.md)

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-09.zip](https://object.pouta.csc.fi/OPUS-MT-models/id-fi/opus-2020-01-09.zip)
* test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/id-fi/opus-2020-01-09.test.txt)
* test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/id-fi/opus-2020-01-09.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.id.fi 	| 27.4 	| 0.522 |


---
tags:
- translation
license: apache-2.0
---

### opus-mt-lu-fi

* source languages: lu
* target languages: fi
*  OPUS readme: [lu-fi](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/lu-fi/README.md)

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-09.zip](https://object.pouta.csc.fi/OPUS-MT-models/lu-fi/opus-2020-01-09.zip)
* test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/lu-fi/opus-2020-01-09.test.txt)
* test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/lu-fi/opus-2020-01-09.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.lu.fi 	| 21.4 	| 0.442 |


---
tags:
- translation
license: apache-2.0
---

### opus-mt-nso-fr

* source languages: nso
* target languages: fr
*  OPUS readme: [nso-fr](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/nso-fr/README.md)

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/nso-fr/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/nso-fr/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/nso-fr/opus-2020-01-16.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.nso.fr 	| 30.7 	| 0.488 |


---
tags:
- translation
license: apache-2.0
---

### opus-mt-fr-bzs

* source languages: fr
* target languages: bzs
*  OPUS readme: [fr-bzs](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-bzs/README.md)

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-09.zip](https://object.pouta.csc.fi/OPUS-MT-models/fr-bzs/opus-2020-01-09.zip)
* test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-bzs/opus-2020-01-09.test.txt)
* test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-bzs/opus-2020-01-09.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.fr.bzs 	| 30.2 	| 0.477 |


---
language:
- es
- bg

tags:
- translation

license: apache-2.0
---

### spa-bul

* source group: Spanish
* target group: Bulgarian
*  OPUS readme: [spa-bul](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/spa-bul/README.md)

*  model: transformer
* source language(s): spa
* target language(s): bul
* model: transformer
* pre-processing: normalization + SentencePiece (spm32k,spm32k)
* download original weights: [opus-2020-07-03.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/spa-bul/opus-2020-07-03.zip)
* test set translations: [opus-2020-07-03.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/spa-bul/opus-2020-07-03.test.txt)
* test set scores: [opus-2020-07-03.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/spa-bul/opus-2020-07-03.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.spa.bul 	| 50.9 	| 0.674 |

### System Info:
- hf_name: spa-bul

- source_languages: spa

- target_languages: bul

- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/spa-bul/README.md

- original_repo: Tatoeba-Challenge

- tags: ['translation']

- languages: ['es', 'bg']

- src_constituents: {'spa'}

- tgt_constituents: {'bul', 'bul_Latn'}

- src_multilingual: False

- tgt_multilingual: False

- prepro:  normalization + SentencePiece (spm32k,spm32k)

- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/spa-bul/opus-2020-07-03.zip

- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/spa-bul/opus-2020-07-03.test.txt

- src_alpha3: spa

- tgt_alpha3: bul

- short_pair: es-bg

- chrF2_score: 0.674

- bleu: 50.9

- brevity_penalty: 0.955

- ref_len: 1707.0

- src_name: Spanish

- tgt_name: Bulgarian

- train_date: 2020-07-03

- src_alpha2: es

- tgt_alpha2: bg

- prefer_old: False

- long_pair: spa-bul

- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535

- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b

- port_machine: brutasse

- port_time: 2020-08-21-14:41


---
tags:
- translation
license: apache-2.0
---

### opus-mt-iso-sv

* source languages: iso
* target languages: sv
*  OPUS readme: [iso-sv](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/iso-sv/README.md)

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-09.zip](https://object.pouta.csc.fi/OPUS-MT-models/iso-sv/opus-2020-01-09.zip)
* test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/iso-sv/opus-2020-01-09.test.txt)
* test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/iso-sv/opus-2020-01-09.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.iso.sv 	| 25.0 	| 0.430 |


---
tags:
- translation
license: apache-2.0
---

### opus-mt-es-yua

* source languages: es
* target languages: yua
*  OPUS readme: [es-yua](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/es-yua/README.md)

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/es-yua/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/es-yua/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/es-yua/opus-2020-01-16.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.es.yua 	| 23.6 	| 0.471 |


---
language:
- it
- ca

tags:
- translation

license: apache-2.0
---

### ita-cat

* source group: Italian
* target group: Catalan
*  OPUS readme: [ita-cat](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/ita-cat/README.md)

*  model: transformer-align
* source language(s): ita
* target language(s): cat
* model: transformer-align
* pre-processing: normalization + SentencePiece (spm12k,spm12k)
* download original weights: [opus-2020-06-16.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/ita-cat/opus-2020-06-16.zip)
* test set translations: [opus-2020-06-16.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/ita-cat/opus-2020-06-16.test.txt)
* test set scores: [opus-2020-06-16.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/ita-cat/opus-2020-06-16.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.ita.cat 	| 52.5 	| 0.706 |

### System Info:
- hf_name: ita-cat

- source_languages: ita

- target_languages: cat

- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/ita-cat/README.md

- original_repo: Tatoeba-Challenge

- tags: ['translation']

- languages: ['it', 'ca']

- src_constituents: {'ita'}

- tgt_constituents: {'cat'}

- src_multilingual: False

- tgt_multilingual: False

- prepro:  normalization + SentencePiece (spm12k,spm12k)

- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/ita-cat/opus-2020-06-16.zip

- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/ita-cat/opus-2020-06-16.test.txt

- src_alpha3: ita

- tgt_alpha3: cat

- short_pair: it-ca

- chrF2_score: 0.706

- bleu: 52.5

- brevity_penalty: 0.993

- ref_len: 2074.0

- src_name: Italian

- tgt_name: Catalan

- train_date: 2020-06-16

- src_alpha2: it

- tgt_alpha2: ca

- prefer_old: False

- long_pair: ita-cat

- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535

- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b

- port_machine: brutasse

- port_time: 2020-08-21-14:41


---
tags:
- translation
license: apache-2.0
---

### opus-mt-it-de

* source languages: it
* target languages: de
*  OPUS readme: [it-de](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/it-de/README.md)

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-20.zip](https://object.pouta.csc.fi/OPUS-MT-models/it-de/opus-2020-01-20.zip)
* test set translations: [opus-2020-01-20.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/it-de/opus-2020-01-20.test.txt)
* test set scores: [opus-2020-01-20.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/it-de/opus-2020-01-20.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba.it.de 	| 49.4 	| 0.678 |


---
tags:
- translation
license: apache-2.0
---

### opus-mt-en-mh

* source languages: en
* target languages: mh
*  OPUS readme: [en-mh](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-mh/README.md)

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-08.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-mh/opus-2020-01-08.zip)
* test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-mh/opus-2020-01-08.test.txt)
* test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-mh/opus-2020-01-08.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.en.mh 	| 29.7 	| 0.479 |


---
language:
- en
- ar

tags:
- translation

license: apache-2.0
---

### eng-ara

* source group: English
* target group: Arabic
*  OPUS readme: [eng-ara](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-ara/README.md)

*  model: transformer
* source language(s): eng
* target language(s): acm afb apc apc_Latn ara ara_Latn arq arq_Latn ary arz
* model: transformer
* pre-processing: normalization + SentencePiece (spm32k,spm32k)
* a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID)
* download original weights: [opus-2020-07-03.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-ara/opus-2020-07-03.zip)
* test set translations: [opus-2020-07-03.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-ara/opus-2020-07-03.test.txt)
* test set scores: [opus-2020-07-03.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-ara/opus-2020-07-03.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.eng.ara 	| 14.0 	| 0.437 |

### System Info:
- hf_name: eng-ara

- source_languages: eng

- target_languages: ara

- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-ara/README.md

- original_repo: Tatoeba-Challenge

- tags: ['translation']

- languages: ['en', 'ar']

- src_constituents: {'eng'}

- tgt_constituents: {'apc', 'ara', 'arq_Latn', 'arq', 'afb', 'ara_Latn', 'apc_Latn', 'arz'}

- src_multilingual: False

- tgt_multilingual: False

- prepro:  normalization + SentencePiece (spm32k,spm32k)

- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-ara/opus-2020-07-03.zip

- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-ara/opus-2020-07-03.test.txt

- src_alpha3: eng

- tgt_alpha3: ara

- short_pair: en-ar

- chrF2_score: 0.43700000000000006

- bleu: 14.0

- brevity_penalty: 1.0

- ref_len: 58935.0

- src_name: English

- tgt_name: Arabic

- train_date: 2020-07-03

- src_alpha2: en

- tgt_alpha2: ar

- prefer_old: False

- long_pair: eng-ara

- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535

- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b

- port_machine: brutasse

- port_time: 2020-08-21-14:41


---
tags:
- translation
license: apache-2.0
---

### opus-mt-loz-de

* source languages: loz
* target languages: de
*  OPUS readme: [loz-de](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/loz-de/README.md)

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-21.zip](https://object.pouta.csc.fi/OPUS-MT-models/loz-de/opus-2020-01-21.zip)
* test set translations: [opus-2020-01-21.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/loz-de/opus-2020-01-21.test.txt)
* test set scores: [opus-2020-01-21.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/loz-de/opus-2020-01-21.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.loz.de 	| 24.3 	| 0.438 |


---
language:
- nl
- en
- lb
- af
- de
- fy
- yi
- gmw

tags:
- translation

license: apache-2.0
---

### gmw-eng

* source group: West Germanic languages
* target group: English
*  OPUS readme: [gmw-eng](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/gmw-eng/README.md)

*  model: transformer
* source language(s): afr ang_Latn deu enm_Latn frr fry gos gsw ksh ltz nds nld pdc sco stq swg yid
* target language(s): eng
* model: transformer
* pre-processing: normalization + SentencePiece (spm32k,spm32k)
* download original weights: [opus2m-2020-08-01.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/gmw-eng/opus2m-2020-08-01.zip)
* test set translations: [opus2m-2020-08-01.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/gmw-eng/opus2m-2020-08-01.test.txt)
* test set scores: [opus2m-2020-08-01.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/gmw-eng/opus2m-2020-08-01.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| newssyscomb2009-deueng.deu.eng 	| 27.2 	| 0.538 |
| news-test2008-deueng.deu.eng 	| 25.7 	| 0.534 |
| newstest2009-deueng.deu.eng 	| 25.1 	| 0.530 |
| newstest2010-deueng.deu.eng 	| 27.9 	| 0.565 |
| newstest2011-deueng.deu.eng 	| 25.3 	| 0.539 |
| newstest2012-deueng.deu.eng 	| 26.6 	| 0.548 |
| newstest2013-deueng.deu.eng 	| 29.6 	| 0.565 |
| newstest2014-deen-deueng.deu.eng 	| 30.2 	| 0.571 |
| newstest2015-ende-deueng.deu.eng 	| 31.5 	| 0.577 |
| newstest2016-ende-deueng.deu.eng 	| 36.7 	| 0.622 |
| newstest2017-ende-deueng.deu.eng 	| 32.3 	| 0.585 |
| newstest2018-ende-deueng.deu.eng 	| 39.9 	| 0.638 |
| newstest2019-deen-deueng.deu.eng 	| 35.9 	| 0.611 |
| Tatoeba-test.afr-eng.afr.eng 	| 61.8 	| 0.750 |
| Tatoeba-test.ang-eng.ang.eng 	| 7.3 	| 0.220 |
| Tatoeba-test.deu-eng.deu.eng 	| 48.3 	| 0.657 |
| Tatoeba-test.enm-eng.enm.eng 	| 16.1 	| 0.423 |
| Tatoeba-test.frr-eng.frr.eng 	| 7.0 	| 0.168 |
| Tatoeba-test.fry-eng.fry.eng 	| 28.6 	| 0.488 |
| Tatoeba-test.gos-eng.gos.eng 	| 15.5 	| 0.326 |
| Tatoeba-test.gsw-eng.gsw.eng 	| 12.7 	| 0.308 |
| Tatoeba-test.ksh-eng.ksh.eng 	| 8.4 	| 0.254 |
| Tatoeba-test.ltz-eng.ltz.eng 	| 28.7 	| 0.453 |
| Tatoeba-test.multi.eng 	| 48.5 	| 0.646 |
| Tatoeba-test.nds-eng.nds.eng 	| 31.4 	| 0.509 |
| Tatoeba-test.nld-eng.nld.eng 	| 58.1 	| 0.728 |
| Tatoeba-test.pdc-eng.pdc.eng 	| 25.1 	| 0.406 |
| Tatoeba-test.sco-eng.sco.eng 	| 40.8 	| 0.570 |
| Tatoeba-test.stq-eng.stq.eng 	| 20.3 	| 0.380 |
| Tatoeba-test.swg-eng.swg.eng 	| 20.5 	| 0.315 |
| Tatoeba-test.yid-eng.yid.eng 	| 16.0 	| 0.366 |

### System Info:
- hf_name: gmw-eng

- source_languages: gmw

- target_languages: eng

- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/gmw-eng/README.md

- original_repo: Tatoeba-Challenge

- tags: ['translation']

- languages: ['nl', 'en', 'lb', 'af', 'de', 'fy', 'yi', 'gmw']

- src_constituents: {'ksh', 'nld', 'eng', 'enm_Latn', 'ltz', 'stq', 'afr', 'pdc', 'deu', 'gos', 'ang_Latn', 'fry', 'gsw', 'frr', 'nds', 'yid', 'swg', 'sco'}

- tgt_constituents: {'eng'}

- src_multilingual: True

- tgt_multilingual: False

- prepro:  normalization + SentencePiece (spm32k,spm32k)

- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/gmw-eng/opus2m-2020-08-01.zip

- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/gmw-eng/opus2m-2020-08-01.test.txt

- src_alpha3: gmw

- tgt_alpha3: eng

- short_pair: gmw-en

- chrF2_score: 0.6459999999999999

- bleu: 48.5

- brevity_penalty: 0.997

- ref_len: 72584.0

- src_name: West Germanic languages

- tgt_name: English

- train_date: 2020-08-01

- src_alpha2: gmw

- tgt_alpha2: en

- prefer_old: False

- long_pair: gmw-eng

- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535

- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b

- port_machine: brutasse

- port_time: 2020-08-21-14:41


---
tags:
- translation
license: apache-2.0
---

### opus-mt-fi-yo

* source languages: fi
* target languages: yo
*  OPUS readme: [fi-yo](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-yo/README.md)

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-24.zip](https://object.pouta.csc.fi/OPUS-MT-models/fi-yo/opus-2020-01-24.zip)
* test set translations: [opus-2020-01-24.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-yo/opus-2020-01-24.test.txt)
* test set scores: [opus-2020-01-24.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-yo/opus-2020-01-24.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.fi.yo 	| 25.8 	| 0.427 |


---
tags:
- translation
license: apache-2.0
---

### opus-mt-en-hu

* source languages: en
* target languages: hu
*  OPUS readme: [en-hu](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-hu/README.md)

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2019-12-18.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-hu/opus-2019-12-18.zip)
* test set translations: [opus-2019-12-18.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-hu/opus-2019-12-18.test.txt)
* test set scores: [opus-2019-12-18.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-hu/opus-2019-12-18.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba.en.hu 	| 40.1 	| 0.628 |


---
tags:
- translation
license: apache-2.0
---

### opus-mt-loz-fr

* source languages: loz
* target languages: fr
*  OPUS readme: [loz-fr](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/loz-fr/README.md)

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-09.zip](https://object.pouta.csc.fi/OPUS-MT-models/loz-fr/opus-2020-01-09.zip)
* test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/loz-fr/opus-2020-01-09.test.txt)
* test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/loz-fr/opus-2020-01-09.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.loz.fr 	| 28.5 	| 0.462 |


---
language:
- it
- ca
- rm
- es
- ro
- gl
- co
- wa
- pt
- oc
- an
- id
- fr
- ht
- roa
- en

tags:
- translation

license: apache-2.0
---

### roa-eng

* source group: Romance languages
* target group: English
*  OPUS readme: [roa-eng](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/roa-eng/README.md)

*  model: transformer
* source language(s): arg ast cat cos egl ext fra frm_Latn gcf_Latn glg hat ind ita lad lad_Latn lij lld_Latn lmo max_Latn mfe min mwl oci pap pms por roh ron scn spa tmw_Latn vec wln zlm_Latn zsm_Latn
* target language(s): eng
* model: transformer
* pre-processing: normalization + SentencePiece (spm32k,spm32k)
* download original weights: [opus2m-2020-08-01.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/roa-eng/opus2m-2020-08-01.zip)
* test set translations: [opus2m-2020-08-01.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/roa-eng/opus2m-2020-08-01.test.txt)
* test set scores: [opus2m-2020-08-01.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/roa-eng/opus2m-2020-08-01.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| newsdev2016-enro-roneng.ron.eng 	| 37.1 	| 0.631 |
| newsdiscussdev2015-enfr-fraeng.fra.eng 	| 31.6 	| 0.564 |
| newsdiscusstest2015-enfr-fraeng.fra.eng 	| 36.1 	| 0.592 |
| newssyscomb2009-fraeng.fra.eng 	| 29.3 	| 0.563 |
| newssyscomb2009-itaeng.ita.eng 	| 33.1 	| 0.589 |
| newssyscomb2009-spaeng.spa.eng 	| 29.2 	| 0.562 |
| news-test2008-fraeng.fra.eng 	| 25.2 	| 0.533 |
| news-test2008-spaeng.spa.eng 	| 26.6 	| 0.542 |
| newstest2009-fraeng.fra.eng 	| 28.6 	| 0.557 |
| newstest2009-itaeng.ita.eng 	| 32.0 	| 0.580 |
| newstest2009-spaeng.spa.eng 	| 28.9 	| 0.559 |
| newstest2010-fraeng.fra.eng 	| 29.9 	| 0.573 |
| newstest2010-spaeng.spa.eng 	| 33.3 	| 0.596 |
| newstest2011-fraeng.fra.eng 	| 31.2 	| 0.585 |
| newstest2011-spaeng.spa.eng 	| 32.3 	| 0.584 |
| newstest2012-fraeng.fra.eng 	| 31.3 	| 0.580 |
| newstest2012-spaeng.spa.eng 	| 35.3 	| 0.606 |
| newstest2013-fraeng.fra.eng 	| 31.9 	| 0.575 |
| newstest2013-spaeng.spa.eng 	| 32.8 	| 0.592 |
| newstest2014-fren-fraeng.fra.eng 	| 34.6 	| 0.611 |
| newstest2016-enro-roneng.ron.eng 	| 35.8 	| 0.614 |
| Tatoeba-test.arg-eng.arg.eng 	| 38.7 	| 0.512 |
| Tatoeba-test.ast-eng.ast.eng 	| 35.2 	| 0.520 |
| Tatoeba-test.cat-eng.cat.eng 	| 54.9 	| 0.703 |
| Tatoeba-test.cos-eng.cos.eng 	| 68.1 	| 0.666 |
| Tatoeba-test.egl-eng.egl.eng 	| 6.7 	| 0.209 |
| Tatoeba-test.ext-eng.ext.eng 	| 24.2 	| 0.427 |
| Tatoeba-test.fra-eng.fra.eng 	| 53.9 	| 0.691 |
| Tatoeba-test.frm-eng.frm.eng 	| 25.7 	| 0.423 |
| Tatoeba-test.gcf-eng.gcf.eng 	| 14.8 	| 0.288 |
| Tatoeba-test.glg-eng.glg.eng 	| 54.6 	| 0.703 |
| Tatoeba-test.hat-eng.hat.eng 	| 37.0 	| 0.540 |
| Tatoeba-test.ita-eng.ita.eng 	| 64.8 	| 0.768 |
| Tatoeba-test.lad-eng.lad.eng 	| 21.7 	| 0.452 |
| Tatoeba-test.lij-eng.lij.eng 	| 11.2 	| 0.299 |
| Tatoeba-test.lld-eng.lld.eng 	| 10.8 	| 0.273 |
| Tatoeba-test.lmo-eng.lmo.eng 	| 5.8 	| 0.260 |
| Tatoeba-test.mfe-eng.mfe.eng 	| 63.1 	| 0.819 |
| Tatoeba-test.msa-eng.msa.eng 	| 40.9 	| 0.592 |
| Tatoeba-test.multi.eng 	| 54.9 	| 0.697 |
| Tatoeba-test.mwl-eng.mwl.eng 	| 44.6 	| 0.674 |
| Tatoeba-test.oci-eng.oci.eng 	| 20.5 	| 0.404 |
| Tatoeba-test.pap-eng.pap.eng 	| 56.2 	| 0.669 |
| Tatoeba-test.pms-eng.pms.eng 	| 10.3 	| 0.324 |
| Tatoeba-test.por-eng.por.eng 	| 59.7 	| 0.738 |
| Tatoeba-test.roh-eng.roh.eng 	| 14.8 	| 0.378 |
| Tatoeba-test.ron-eng.ron.eng 	| 55.2 	| 0.703 |
| Tatoeba-test.scn-eng.scn.eng 	| 10.2 	| 0.259 |
| Tatoeba-test.spa-eng.spa.eng 	| 56.2 	| 0.714 |
| Tatoeba-test.vec-eng.vec.eng 	| 13.8 	| 0.317 |
| Tatoeba-test.wln-eng.wln.eng 	| 17.3 	| 0.323 |

### System Info:
- hf_name: roa-eng

- source_languages: roa

- target_languages: eng

- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/roa-eng/README.md

- original_repo: Tatoeba-Challenge

- tags: ['translation']

- languages: ['it', 'ca', 'rm', 'es', 'ro', 'gl', 'co', 'wa', 'pt', 'oc', 'an', 'id', 'fr', 'ht', 'roa', 'en']

- src_constituents: {'ita', 'cat', 'roh', 'spa', 'pap', 'lmo', 'mwl', 'lij', 'lad_Latn', 'ext', 'ron', 'ast', 'glg', 'pms', 'zsm_Latn', 'gcf_Latn', 'lld_Latn', 'min', 'tmw_Latn', 'cos', 'wln', 'zlm_Latn', 'por', 'egl', 'oci', 'vec', 'arg', 'ind', 'fra', 'hat', 'lad', 'max_Latn', 'frm_Latn', 'scn', 'mfe'}

- tgt_constituents: {'eng'}

- src_multilingual: True

- tgt_multilingual: False

- prepro:  normalization + SentencePiece (spm32k,spm32k)

- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/roa-eng/opus2m-2020-08-01.zip

- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/roa-eng/opus2m-2020-08-01.test.txt

- src_alpha3: roa

- tgt_alpha3: eng

- short_pair: roa-en

- chrF2_score: 0.6970000000000001

- bleu: 54.9

- brevity_penalty: 0.9790000000000001

- ref_len: 74762.0

- src_name: Romance languages

- tgt_name: English

- train_date: 2020-08-01

- src_alpha2: roa

- tgt_alpha2: en

- prefer_old: False

- long_pair: roa-eng

- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535

- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b

- port_machine: brutasse

- port_time: 2020-08-21-14:41


---
tags:
- translation
license: apache-2.0
---

### opus-mt-fi-ig

* source languages: fi
* target languages: ig
*  OPUS readme: [fi-ig](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-ig/README.md)

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-08.zip](https://object.pouta.csc.fi/OPUS-MT-models/fi-ig/opus-2020-01-08.zip)
* test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-ig/opus-2020-01-08.test.txt)
* test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-ig/opus-2020-01-08.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.fi.ig 	| 28.5 	| 0.456 |


---
tags:
- translation
license: apache-2.0
---

### opus-mt-loz-es

* source languages: loz
* target languages: es
*  OPUS readme: [loz-es](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/loz-es/README.md)

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/loz-es/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/loz-es/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/loz-es/opus-2020-01-16.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.loz.es 	| 28.4 	| 0.464 |


---
tags:
- translation
license: apache-2.0
---

### opus-mt-pis-es

* source languages: pis
* target languages: es
*  OPUS readme: [pis-es](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/pis-es/README.md)

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/pis-es/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/pis-es/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/pis-es/opus-2020-01-16.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.pis.es 	| 24.1 	| 0.421 |


---
tags:
- translation
license: apache-2.0
---

### opus-mt-ase-es

* source languages: ase
* target languages: es
*  OPUS readme: [ase-es](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/ase-es/README.md)

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-20.zip](https://object.pouta.csc.fi/OPUS-MT-models/ase-es/opus-2020-01-20.zip)
* test set translations: [opus-2020-01-20.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/ase-es/opus-2020-01-20.test.txt)
* test set scores: [opus-2020-01-20.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/ase-es/opus-2020-01-20.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.ase.es 	| 31.7 	| 0.498 |


---
language:
- no
- de

tags:
- translation

license: apache-2.0
---

### nor-deu

* source group: Norwegian
* target group: German
*  OPUS readme: [nor-deu](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/nor-deu/README.md)

*  model: transformer-align
* source language(s): nno nob
* target language(s): deu
* model: transformer-align
* pre-processing: normalization + SentencePiece (spm4k,spm4k)
* download original weights: [opus-2020-06-17.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/nor-deu/opus-2020-06-17.zip)
* test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/nor-deu/opus-2020-06-17.test.txt)
* test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/nor-deu/opus-2020-06-17.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.nor.deu 	| 29.6 	| 0.541 |

### System Info:
- hf_name: nor-deu

- source_languages: nor

- target_languages: deu

- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/nor-deu/README.md

- original_repo: Tatoeba-Challenge

- tags: ['translation']

- languages: ['no', 'de']

- src_constituents: {'nob', 'nno'}

- tgt_constituents: {'deu'}

- src_multilingual: False

- tgt_multilingual: False

- prepro:  normalization + SentencePiece (spm4k,spm4k)

- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/nor-deu/opus-2020-06-17.zip

- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/nor-deu/opus-2020-06-17.test.txt

- src_alpha3: nor

- tgt_alpha3: deu

- short_pair: no-de

- chrF2_score: 0.541

- bleu: 29.6

- brevity_penalty: 0.96

- ref_len: 34575.0

- src_name: Norwegian

- tgt_name: German

- train_date: 2020-06-17

- src_alpha2: no

- tgt_alpha2: de

- prefer_old: False

- long_pair: nor-deu

- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535

- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b

- port_machine: brutasse

- port_time: 2020-08-21-14:41


---
tags:
- translation
license: apache-2.0
---

### opus-mt-run-en

* source languages: run
* target languages: en
*  OPUS readme: [run-en](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/run-en/README.md)

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-21.zip](https://object.pouta.csc.fi/OPUS-MT-models/run-en/opus-2020-01-21.zip)
* test set translations: [opus-2020-01-21.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/run-en/opus-2020-01-21.test.txt)
* test set scores: [opus-2020-01-21.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/run-en/opus-2020-01-21.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.run.en 	| 42.7 	| 0.583 |


---
tags:
- translation
license: apache-2.0
---

### opus-mt-wal-en

* source languages: wal
* target languages: en
*  OPUS readme: [wal-en](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/wal-en/README.md)

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-24.zip](https://object.pouta.csc.fi/OPUS-MT-models/wal-en/opus-2020-01-24.zip)
* test set translations: [opus-2020-01-24.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/wal-en/opus-2020-01-24.test.txt)
* test set scores: [opus-2020-01-24.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/wal-en/opus-2020-01-24.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.wal.en 	| 22.5 	| 0.386 |


---
tags:
- translation
license: apache-2.0
---

### opus-mt-ee-en

* source languages: ee
* target languages: en
*  OPUS readme: [ee-en](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/ee-en/README.md)

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-08.zip](https://object.pouta.csc.fi/OPUS-MT-models/ee-en/opus-2020-01-08.zip)
* test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/ee-en/opus-2020-01-08.test.txt)
* test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/ee-en/opus-2020-01-08.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.ee.en 	| 39.3 	| 0.556 |
| Tatoeba.ee.en 	| 21.2 	| 0.569 |


---
tags:
- translation
license: apache-2.0
---

### opus-mt-pis-fi

* source languages: pis
* target languages: fi
*  OPUS readme: [pis-fi](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/pis-fi/README.md)

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-24.zip](https://object.pouta.csc.fi/OPUS-MT-models/pis-fi/opus-2020-01-24.zip)
* test set translations: [opus-2020-01-24.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/pis-fi/opus-2020-01-24.test.txt)
* test set scores: [opus-2020-01-24.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/pis-fi/opus-2020-01-24.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.pis.fi 	| 21.8 	| 0.439 |


---
tags:
- translation
license: apache-2.0
---

### opus-mt-de-guw

* source languages: de
* target languages: guw
*  OPUS readme: [de-guw](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/de-guw/README.md)

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-20.zip](https://object.pouta.csc.fi/OPUS-MT-models/de-guw/opus-2020-01-20.zip)
* test set translations: [opus-2020-01-20.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/de-guw/opus-2020-01-20.test.txt)
* test set scores: [opus-2020-01-20.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/de-guw/opus-2020-01-20.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.de.guw 	| 27.1 	| 0.472 |


---
tags:
- translation
license: apache-2.0
---

### opus-mt-kg-en

* source languages: kg
* target languages: en
*  OPUS readme: [kg-en](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/kg-en/README.md)

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-09.zip](https://object.pouta.csc.fi/OPUS-MT-models/kg-en/opus-2020-01-09.zip)
* test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/kg-en/opus-2020-01-09.test.txt)
* test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/kg-en/opus-2020-01-09.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.kg.en 	| 35.4 	| 0.508 |


---
tags:
- translation
license: apache-2.0
---

### opus-mt-ko-de

* source languages: ko
* target languages: de
*  OPUS readme: [ko-de](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/ko-de/README.md)

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-20.zip](https://object.pouta.csc.fi/OPUS-MT-models/ko-de/opus-2020-01-20.zip)
* test set translations: [opus-2020-01-20.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/ko-de/opus-2020-01-20.test.txt)
* test set scores: [opus-2020-01-20.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/ko-de/opus-2020-01-20.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba.ko.de 	| 30.2 	| 0.523 |


---
tags:
- translation
license: apache-2.0
---

### opus-mt-kg-fr

* source languages: kg
* target languages: fr
*  OPUS readme: [kg-fr](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/kg-fr/README.md)

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-09.zip](https://object.pouta.csc.fi/OPUS-MT-models/kg-fr/opus-2020-01-09.zip)
* test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/kg-fr/opus-2020-01-09.test.txt)
* test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/kg-fr/opus-2020-01-09.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.kg.fr 	| 26.0 	| 0.433 |


---
language:
- en
- bg

tags:
- translation

license: apache-2.0
---

### eng-bul

* source group: English
* target group: Bulgarian
*  OPUS readme: [eng-bul](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-bul/README.md)

*  model: transformer
* source language(s): eng
* target language(s): bul bul_Latn
* model: transformer
* pre-processing: normalization + SentencePiece (spm32k,spm32k)
* a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID)
* download original weights: [opus-2020-07-03.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-bul/opus-2020-07-03.zip)
* test set translations: [opus-2020-07-03.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-bul/opus-2020-07-03.test.txt)
* test set scores: [opus-2020-07-03.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-bul/opus-2020-07-03.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.eng.bul 	| 50.6 	| 0.680 |

### System Info:
- hf_name: eng-bul

- source_languages: eng

- target_languages: bul

- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-bul/README.md

- original_repo: Tatoeba-Challenge

- tags: ['translation']

- languages: ['en', 'bg']

- src_constituents: {'eng'}

- tgt_constituents: {'bul', 'bul_Latn'}

- src_multilingual: False

- tgt_multilingual: False

- prepro:  normalization + SentencePiece (spm32k,spm32k)

- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-bul/opus-2020-07-03.zip

- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-bul/opus-2020-07-03.test.txt

- src_alpha3: eng

- tgt_alpha3: bul

- short_pair: en-bg

- chrF2_score: 0.68

- bleu: 50.6

- brevity_penalty: 0.96

- ref_len: 69504.0

- src_name: English

- tgt_name: Bulgarian

- train_date: 2020-07-03

- src_alpha2: en

- tgt_alpha2: bg

- prefer_old: False

- long_pair: eng-bul

- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535

- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b

- port_machine: brutasse

- port_time: 2020-08-21-14:41


---
language:
- sl
- uk

tags:
- translation

license: apache-2.0
---

### slv-ukr

* source group: Slovenian
* target group: Ukrainian
*  OPUS readme: [slv-ukr](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/slv-ukr/README.md)

*  model: transformer-align
* source language(s): slv
* target language(s): ukr
* model: transformer-align
* pre-processing: normalization + SentencePiece (spm32k,spm32k)
* download original weights: [opus-2020-06-17.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/slv-ukr/opus-2020-06-17.zip)
* test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/slv-ukr/opus-2020-06-17.test.txt)
* test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/slv-ukr/opus-2020-06-17.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.slv.ukr 	| 10.6 	| 0.236 |

### System Info:
- hf_name: slv-ukr

- source_languages: slv

- target_languages: ukr

- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/slv-ukr/README.md

- original_repo: Tatoeba-Challenge

- tags: ['translation']

- languages: ['sl', 'uk']

- src_constituents: {'slv'}

- tgt_constituents: {'ukr'}

- src_multilingual: False

- tgt_multilingual: False

- prepro:  normalization + SentencePiece (spm32k,spm32k)

- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/slv-ukr/opus-2020-06-17.zip

- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/slv-ukr/opus-2020-06-17.test.txt

- src_alpha3: slv

- tgt_alpha3: ukr

- short_pair: sl-uk

- chrF2_score: 0.23600000000000002

- bleu: 10.6

- brevity_penalty: 1.0

- ref_len: 3906.0

- src_name: Slovenian

- tgt_name: Ukrainian

- train_date: 2020-06-17

- src_alpha2: sl

- tgt_alpha2: uk

- prefer_old: False

- long_pair: slv-ukr

- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535

- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b

- port_machine: brutasse

- port_time: 2020-08-21-14:41


---
language:
- es
- en

tags:
- translation

license: apache-2.0
---

### spa-eng

* source group: Spanish
* target group: English
*  OPUS readme: [spa-eng](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/spa-eng/README.md)

*  model: transformer
* source language(s): spa
* target language(s): eng
* model: transformer
* pre-processing: normalization + SentencePiece (spm32k,spm32k)
* download original weights: [opus-2020-08-18.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/spa-eng/opus-2020-08-18.zip)
* test set translations: [opus-2020-08-18.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/spa-eng/opus-2020-08-18.test.txt)
* test set scores: [opus-2020-08-18.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/spa-eng/opus-2020-08-18.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| newssyscomb2009-spaeng.spa.eng 	| 30.6 	| 0.570 |
| news-test2008-spaeng.spa.eng 	| 27.9 	| 0.553 |
| newstest2009-spaeng.spa.eng 	| 30.4 	| 0.572 |
| newstest2010-spaeng.spa.eng 	| 36.1 	| 0.614 |
| newstest2011-spaeng.spa.eng 	| 34.2 	| 0.599 |
| newstest2012-spaeng.spa.eng 	| 37.9 	| 0.624 |
| newstest2013-spaeng.spa.eng 	| 35.3 	| 0.609 |
| Tatoeba-test.spa.eng 	| 59.6 	| 0.739 |

### System Info:
- hf_name: spa-eng

- source_languages: spa

- target_languages: eng

- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/spa-eng/README.md

- original_repo: Tatoeba-Challenge

- tags: ['translation']

- languages: ['es', 'en']

- src_constituents: {'spa'}

- tgt_constituents: {'eng'}

- src_multilingual: False

- tgt_multilingual: False

- prepro:  normalization + SentencePiece (spm32k,spm32k)

- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/spa-eng/opus-2020-08-18.zip

- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/spa-eng/opus-2020-08-18.test.txt

- src_alpha3: spa

- tgt_alpha3: eng

- short_pair: es-en

- chrF2_score: 0.7390000000000001

- bleu: 59.6

- brevity_penalty: 0.9740000000000001

- ref_len: 79376.0

- src_name: Spanish

- tgt_name: English

- train_date: 2020-08-18 00:00:00

- src_alpha2: es

- tgt_alpha2: en

- prefer_old: False

- long_pair: spa-eng

- helsinki_git_sha: d2f0910c89026c34a44e331e785dec1e0faa7b82

- transformers_git_sha: f7af09b4524b784d67ae8526f0e2fcc6f5ed0de9

- port_machine: brutasse

- port_time: 2020-08-24-18:20


---
tags:
- translation
license: apache-2.0
---

### opus-mt-sv-srn

* source languages: sv
* target languages: srn
*  OPUS readme: [sv-srn](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/sv-srn/README.md)

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/sv-srn/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/sv-srn/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/sv-srn/opus-2020-01-16.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.sv.srn 	| 31.3 	| 0.506 |


---
tags:
- translation
license: apache-2.0
---

### opus-mt-fr-kwy

* source languages: fr
* target languages: kwy
*  OPUS readme: [fr-kwy](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-kwy/README.md)

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-09.zip](https://object.pouta.csc.fi/OPUS-MT-models/fr-kwy/opus-2020-01-09.zip)
* test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-kwy/opus-2020-01-09.test.txt)
* test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-kwy/opus-2020-01-09.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.fr.kwy 	| 22.5 	| 0.428 |


---
tags:
- translation
license: apache-2.0
---

### opus-mt-hr-es

* source languages: hr
* target languages: es
*  OPUS readme: [hr-es](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/hr-es/README.md)

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/hr-es/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/hr-es/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/hr-es/opus-2020-01-16.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.hr.es 	| 27.9 	| 0.498 |


---
tags:
- translation
license: apache-2.0
---

### opus-mt-fi-ve

* source languages: fi
* target languages: ve
*  OPUS readme: [fi-ve](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-ve/README.md)

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-20.zip](https://object.pouta.csc.fi/OPUS-MT-models/fi-ve/opus-2020-01-20.zip)
* test set translations: [opus-2020-01-20.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-ve/opus-2020-01-20.test.txt)
* test set scores: [opus-2020-01-20.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-ve/opus-2020-01-20.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.fi.ve 	| 26.0 	| 0.495 |


---
tags:
- translation
license: apache-2.0
---

### opus-mt-war-fi

* source languages: war
* target languages: fi
*  OPUS readme: [war-fi](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/war-fi/README.md)

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-24.zip](https://object.pouta.csc.fi/OPUS-MT-models/war-fi/opus-2020-01-24.zip)
* test set translations: [opus-2020-01-24.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/war-fi/opus-2020-01-24.test.txt)
* test set scores: [opus-2020-01-24.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/war-fi/opus-2020-01-24.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.war.fi 	| 26.9 	| 0.507 |


---
tags:
- translation
license: apache-2.0
---

### opus-mt-guw-fi

* source languages: guw
* target languages: fi
*  OPUS readme: [guw-fi](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/guw-fi/README.md)

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-09.zip](https://object.pouta.csc.fi/OPUS-MT-models/guw-fi/opus-2020-01-09.zip)
* test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/guw-fi/opus-2020-01-09.test.txt)
* test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/guw-fi/opus-2020-01-09.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.guw.fi 	| 27.7 	| 0.512 |


---
tags:
- translation
license: apache-2.0
---

### opus-mt-pon-es

* source languages: pon
* target languages: es
*  OPUS readme: [pon-es](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/pon-es/README.md)

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/pon-es/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/pon-es/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/pon-es/opus-2020-01-16.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.pon.es 	| 22.4 	| 0.402 |


---
tags:
- translation
license: apache-2.0
---

### opus-mt-mt-fi

* source languages: mt
* target languages: fi
*  OPUS readme: [mt-fi](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/mt-fi/README.md)

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/mt-fi/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/mt-fi/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/mt-fi/opus-2020-01-16.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.mt.fi 	| 24.9 	| 0.509 |


---
language:
- ja
- pt

tags:
- translation

license: apache-2.0
---

### jpn-por

* source group: Japanese
* target group: Portuguese
*  OPUS readme: [jpn-por](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/jpn-por/README.md)

*  model: transformer-align
* source language(s): jpn jpn_Hani jpn_Hira jpn_Kana jpn_Latn jpn_Yiii
* target language(s): por por_Hira
* model: transformer-align
* pre-processing: normalization + SentencePiece (spm32k,spm32k)
* a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID)
* download original weights: [opus-2020-06-17.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/jpn-por/opus-2020-06-17.zip)
* test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/jpn-por/opus-2020-06-17.test.txt)
* test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/jpn-por/opus-2020-06-17.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.jpn.por 	| 22.2 	| 0.444 |

### System Info:
- hf_name: jpn-por

- source_languages: jpn

- target_languages: por

- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/jpn-por/README.md

- original_repo: Tatoeba-Challenge

- tags: ['translation']

- languages: ['ja', 'pt']

- src_constituents: {'jpn_Hang', 'jpn', 'jpn_Yiii', 'jpn_Kana', 'jpn_Hani', 'jpn_Bopo', 'jpn_Latn', 'jpn_Hira'}

- tgt_constituents: {'por'}

- src_multilingual: False

- tgt_multilingual: False

- prepro:  normalization + SentencePiece (spm32k,spm32k)

- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/jpn-por/opus-2020-06-17.zip

- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/jpn-por/opus-2020-06-17.test.txt

- src_alpha3: jpn

- tgt_alpha3: por

- short_pair: ja-pt

- chrF2_score: 0.444

- bleu: 22.2

- brevity_penalty: 0.922

- ref_len: 15570.0

- src_name: Japanese

- tgt_name: Portuguese

- train_date: 2020-06-17

- src_alpha2: ja

- tgt_alpha2: pt

- prefer_old: False

- long_pair: jpn-por

- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535

- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b

- port_machine: brutasse

- port_time: 2020-08-21-14:41


---
language:
- nl
- en
- lb
- af
- de
- fy
- yi
- gmw

tags:
- translation

license: apache-2.0
---

### gmw-gmw

* source group: West Germanic languages
* target group: West Germanic languages
*  OPUS readme: [gmw-gmw](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/gmw-gmw/README.md)

*  model: transformer
* source language(s): afr ang_Latn deu eng enm_Latn frr fry gos gsw ksh ltz nds nld pdc sco stq swg yid
* target language(s): afr ang_Latn deu eng enm_Latn frr fry gos gsw ksh ltz nds nld pdc sco stq swg yid
* model: transformer
* pre-processing: normalization + SentencePiece (spm32k,spm32k)
* a sentence initial language token is required in the form of `>>id<<` (id = valid target language ID)
* download original weights: [opus-2020-07-27.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/gmw-gmw/opus-2020-07-27.zip)
* test set translations: [opus-2020-07-27.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/gmw-gmw/opus-2020-07-27.test.txt)
* test set scores: [opus-2020-07-27.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/gmw-gmw/opus-2020-07-27.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| newssyscomb2009-deueng.deu.eng 	| 25.3 	| 0.527 |
| newssyscomb2009-engdeu.eng.deu 	| 19.0 	| 0.502 |
| news-test2008-deueng.deu.eng 	| 23.7 	| 0.515 |
| news-test2008-engdeu.eng.deu 	| 19.2 	| 0.491 |
| newstest2009-deueng.deu.eng 	| 23.1 	| 0.514 |
| newstest2009-engdeu.eng.deu 	| 18.6 	| 0.495 |
| newstest2010-deueng.deu.eng 	| 25.8 	| 0.545 |
| newstest2010-engdeu.eng.deu 	| 20.3 	| 0.505 |
| newstest2011-deueng.deu.eng 	| 23.7 	| 0.523 |
| newstest2011-engdeu.eng.deu 	| 18.9 	| 0.490 |
| newstest2012-deueng.deu.eng 	| 24.4 	| 0.529 |
| newstest2012-engdeu.eng.deu 	| 19.2 	| 0.489 |
| newstest2013-deueng.deu.eng 	| 27.2 	| 0.545 |
| newstest2013-engdeu.eng.deu 	| 22.4 	| 0.514 |
| newstest2014-deen-deueng.deu.eng 	| 27.0 	| 0.546 |
| newstest2015-ende-deueng.deu.eng 	| 28.4 	| 0.552 |
| newstest2015-ende-engdeu.eng.deu 	| 25.3 	| 0.541 |
| newstest2016-ende-deueng.deu.eng 	| 33.2 	| 0.595 |
| newstest2016-ende-engdeu.eng.deu 	| 29.8 	| 0.578 |
| newstest2017-ende-deueng.deu.eng 	| 29.0 	| 0.557 |
| newstest2017-ende-engdeu.eng.deu 	| 23.9 	| 0.534 |
| newstest2018-ende-deueng.deu.eng 	| 35.9 	| 0.607 |
| newstest2018-ende-engdeu.eng.deu 	| 34.8 	| 0.609 |
| newstest2019-deen-deueng.deu.eng 	| 32.1 	| 0.579 |
| newstest2019-ende-engdeu.eng.deu 	| 31.0 	| 0.579 |
| Tatoeba-test.afr-ang.afr.ang 	| 0.0 	| 0.065 |
| Tatoeba-test.afr-deu.afr.deu 	| 46.8 	| 0.668 |
| Tatoeba-test.afr-eng.afr.eng 	| 58.5 	| 0.728 |
| Tatoeba-test.afr-enm.afr.enm 	| 13.4 	| 0.357 |
| Tatoeba-test.afr-fry.afr.fry 	| 5.3 	| 0.026 |
| Tatoeba-test.afr-gos.afr.gos 	| 3.5 	| 0.228 |
| Tatoeba-test.afr-ltz.afr.ltz 	| 1.6 	| 0.131 |
| Tatoeba-test.afr-nld.afr.nld 	| 55.4 	| 0.715 |
| Tatoeba-test.afr-yid.afr.yid 	| 3.4 	| 0.008 |
| Tatoeba-test.ang-afr.ang.afr 	| 3.1 	| 0.096 |
| Tatoeba-test.ang-deu.ang.deu 	| 2.6 	| 0.188 |
| Tatoeba-test.ang-eng.ang.eng 	| 5.4 	| 0.211 |
| Tatoeba-test.ang-enm.ang.enm 	| 1.7 	| 0.197 |
| Tatoeba-test.ang-gos.ang.gos 	| 6.6 	| 0.186 |
| Tatoeba-test.ang-ltz.ang.ltz 	| 5.3 	| 0.072 |
| Tatoeba-test.ang-yid.ang.yid 	| 0.9 	| 0.131 |
| Tatoeba-test.deu-afr.deu.afr 	| 52.7 	| 0.699 |
| Tatoeba-test.deu-ang.deu.ang 	| 0.8 	| 0.133 |
| Tatoeba-test.deu-eng.deu.eng 	| 43.5 	| 0.621 |
| Tatoeba-test.deu-enm.deu.enm 	| 6.9 	| 0.245 |
| Tatoeba-test.deu-frr.deu.frr 	| 0.8 	| 0.200 |
| Tatoeba-test.deu-fry.deu.fry 	| 15.1 	| 0.367 |
| Tatoeba-test.deu-gos.deu.gos 	| 2.2 	| 0.279 |
| Tatoeba-test.deu-gsw.deu.gsw 	| 1.0 	| 0.176 |
| Tatoeba-test.deu-ksh.deu.ksh 	| 0.6 	| 0.208 |
| Tatoeba-test.deu-ltz.deu.ltz 	| 12.1 	| 0.274 |
| Tatoeba-test.deu-nds.deu.nds 	| 18.8 	| 0.446 |
| Tatoeba-test.deu-nld.deu.nld 	| 48.6 	| 0.669 |
| Tatoeba-test.deu-pdc.deu.pdc 	| 4.6 	| 0.198 |
| Tatoeba-test.deu-sco.deu.sco 	| 12.0 	| 0.340 |
| Tatoeba-test.deu-stq.deu.stq 	| 3.2 	| 0.240 |
| Tatoeba-test.deu-swg.deu.swg 	| 0.5 	| 0.179 |
| Tatoeba-test.deu-yid.deu.yid 	| 1.7 	| 0.160 |
| Tatoeba-test.eng-afr.eng.afr 	| 55.8 	| 0.730 |
| Tatoeba-test.eng-ang.eng.ang 	| 5.7 	| 0.157 |
| Tatoeba-test.eng-deu.eng.deu 	| 36.7 	| 0.584 |
| Tatoeba-test.eng-enm.eng.enm 	| 2.0 	| 0.272 |
| Tatoeba-test.eng-frr.eng.frr 	| 6.1 	| 0.246 |
| Tatoeba-test.eng-fry.eng.fry 	| 15.3 	| 0.378 |
| Tatoeba-test.eng-gos.eng.gos 	| 1.2 	| 0.242 |
| Tatoeba-test.eng-gsw.eng.gsw 	| 0.9 	| 0.164 |
| Tatoeba-test.eng-ksh.eng.ksh 	| 0.9 	| 0.170 |
| Tatoeba-test.eng-ltz.eng.ltz 	| 13.7 	| 0.263 |
| Tatoeba-test.eng-nds.eng.nds 	| 17.1 	| 0.410 |
| Tatoeba-test.eng-nld.eng.nld 	| 49.6 	| 0.673 |
| Tatoeba-test.eng-pdc.eng.pdc 	| 5.1 	| 0.218 |
| Tatoeba-test.eng-sco.eng.sco 	| 34.8 	| 0.587 |
| Tatoeba-test.eng-stq.eng.stq 	| 2.1 	| 0.322 |
| Tatoeba-test.eng-swg.eng.swg 	| 1.7 	| 0.192 |
| Tatoeba-test.eng-yid.eng.yid 	| 1.7 	| 0.173 |
| Tatoeba-test.enm-afr.enm.afr 	| 13.4 	| 0.397 |
| Tatoeba-test.enm-ang.enm.ang 	| 0.7 	| 0.063 |
| Tatoeba-test.enm-deu.enm.deu 	| 41.5 	| 0.514 |
| Tatoeba-test.enm-eng.enm.eng 	| 21.3 	| 0.483 |
| Tatoeba-test.enm-fry.enm.fry 	| 0.0 	| 0.058 |
| Tatoeba-test.enm-gos.enm.gos 	| 10.7 	| 0.354 |
| Tatoeba-test.enm-ksh.enm.ksh 	| 7.0 	| 0.161 |
| Tatoeba-test.enm-nds.enm.nds 	| 18.6 	| 0.316 |
| Tatoeba-test.enm-nld.enm.nld 	| 38.3 	| 0.524 |
| Tatoeba-test.enm-yid.enm.yid 	| 0.7 	| 0.128 |
| Tatoeba-test.frr-deu.frr.deu 	| 4.1 	| 0.219 |
| Tatoeba-test.frr-eng.frr.eng 	| 14.1 	| 0.186 |
| Tatoeba-test.frr-fry.frr.fry 	| 3.1 	| 0.129 |
| Tatoeba-test.frr-gos.frr.gos 	| 3.6 	| 0.226 |
| Tatoeba-test.frr-nds.frr.nds 	| 12.4 	| 0.145 |
| Tatoeba-test.frr-nld.frr.nld 	| 9.8 	| 0.209 |
| Tatoeba-test.frr-stq.frr.stq 	| 2.8 	| 0.142 |
| Tatoeba-test.fry-afr.fry.afr 	| 0.0 	| 1.000 |
| Tatoeba-test.fry-deu.fry.deu 	| 30.1 	| 0.535 |
| Tatoeba-test.fry-eng.fry.eng 	| 28.0 	| 0.486 |
| Tatoeba-test.fry-enm.fry.enm 	| 16.0 	| 0.262 |
| Tatoeba-test.fry-frr.fry.frr 	| 5.5 	| 0.160 |
| Tatoeba-test.fry-gos.fry.gos 	| 1.6 	| 0.307 |
| Tatoeba-test.fry-ltz.fry.ltz 	| 30.4 	| 0.438 |
| Tatoeba-test.fry-nds.fry.nds 	| 8.1 	| 0.083 |
| Tatoeba-test.fry-nld.fry.nld 	| 41.4 	| 0.616 |
| Tatoeba-test.fry-stq.fry.stq 	| 1.6 	| 0.217 |
| Tatoeba-test.fry-yid.fry.yid 	| 1.6 	| 0.159 |
| Tatoeba-test.gos-afr.gos.afr 	| 6.3 	| 0.318 |
| Tatoeba-test.gos-ang.gos.ang 	| 6.2 	| 0.058 |
| Tatoeba-test.gos-deu.gos.deu 	| 11.7 	| 0.363 |
| Tatoeba-test.gos-eng.gos.eng 	| 14.9 	| 0.322 |
| Tatoeba-test.gos-enm.gos.enm 	| 9.1 	| 0.398 |
| Tatoeba-test.gos-frr.gos.frr 	| 3.3 	| 0.117 |
| Tatoeba-test.gos-fry.gos.fry 	| 13.1 	| 0.387 |
| Tatoeba-test.gos-ltz.gos.ltz 	| 3.1 	| 0.154 |
| Tatoeba-test.gos-nds.gos.nds 	| 2.4 	| 0.206 |
| Tatoeba-test.gos-nld.gos.nld 	| 13.9 	| 0.395 |
| Tatoeba-test.gos-stq.gos.stq 	| 2.1 	| 0.209 |
| Tatoeba-test.gos-yid.gos.yid 	| 1.7 	| 0.147 |
| Tatoeba-test.gsw-deu.gsw.deu 	| 10.5 	| 0.350 |
| Tatoeba-test.gsw-eng.gsw.eng 	| 10.7 	| 0.299 |
| Tatoeba-test.ksh-deu.ksh.deu 	| 12.0 	| 0.373 |
| Tatoeba-test.ksh-eng.ksh.eng 	| 3.2 	| 0.225 |
| Tatoeba-test.ksh-enm.ksh.enm 	| 13.4 	| 0.308 |
| Tatoeba-test.ltz-afr.ltz.afr 	| 37.4 	| 0.525 |
| Tatoeba-test.ltz-ang.ltz.ang 	| 2.8 	| 0.036 |
| Tatoeba-test.ltz-deu.ltz.deu 	| 40.3 	| 0.596 |
| Tatoeba-test.ltz-eng.ltz.eng 	| 31.7 	| 0.490 |
| Tatoeba-test.ltz-fry.ltz.fry 	| 36.3 	| 0.658 |
| Tatoeba-test.ltz-gos.ltz.gos 	| 2.9 	| 0.209 |
| Tatoeba-test.ltz-nld.ltz.nld 	| 38.8 	| 0.530 |
| Tatoeba-test.ltz-stq.ltz.stq 	| 5.8 	| 0.165 |
| Tatoeba-test.ltz-yid.ltz.yid 	| 1.0 	| 0.159 |
| Tatoeba-test.multi.multi 	| 36.4 	| 0.568 |
| Tatoeba-test.nds-deu.nds.deu 	| 35.0 	| 0.573 |
| Tatoeba-test.nds-eng.nds.eng 	| 29.6 	| 0.495 |
| Tatoeba-test.nds-enm.nds.enm 	| 3.7 	| 0.194 |
| Tatoeba-test.nds-frr.nds.frr 	| 6.6 	| 0.133 |
| Tatoeba-test.nds-fry.nds.fry 	| 4.2 	| 0.087 |
| Tatoeba-test.nds-gos.nds.gos 	| 2.0 	| 0.243 |
| Tatoeba-test.nds-nld.nds.nld 	| 41.4 	| 0.618 |
| Tatoeba-test.nds-swg.nds.swg 	| 0.6 	| 0.178 |
| Tatoeba-test.nds-yid.nds.yid 	| 8.3 	| 0.238 |
| Tatoeba-test.nld-afr.nld.afr 	| 59.4 	| 0.759 |
| Tatoeba-test.nld-deu.nld.deu 	| 49.9 	| 0.685 |
| Tatoeba-test.nld-eng.nld.eng 	| 54.1 	| 0.699 |
| Tatoeba-test.nld-enm.nld.enm 	| 5.0 	| 0.250 |
| Tatoeba-test.nld-frr.nld.frr 	| 2.4 	| 0.224 |
| Tatoeba-test.nld-fry.nld.fry 	| 19.4 	| 0.446 |
| Tatoeba-test.nld-gos.nld.gos 	| 2.5 	| 0.273 |
| Tatoeba-test.nld-ltz.nld.ltz 	| 13.8 	| 0.292 |
| Tatoeba-test.nld-nds.nld.nds 	| 21.3 	| 0.457 |
| Tatoeba-test.nld-sco.nld.sco 	| 14.7 	| 0.423 |
| Tatoeba-test.nld-stq.nld.stq 	| 1.9 	| 0.257 |
| Tatoeba-test.nld-swg.nld.swg 	| 4.2 	| 0.162 |
| Tatoeba-test.nld-yid.nld.yid 	| 2.6 	| 0.186 |
| Tatoeba-test.pdc-deu.pdc.deu 	| 39.7 	| 0.529 |
| Tatoeba-test.pdc-eng.pdc.eng 	| 25.0 	| 0.427 |
| Tatoeba-test.sco-deu.sco.deu 	| 28.4 	| 0.428 |
| Tatoeba-test.sco-eng.sco.eng 	| 41.8 	| 0.595 |
| Tatoeba-test.sco-nld.sco.nld 	| 36.4 	| 0.565 |
| Tatoeba-test.stq-deu.stq.deu 	| 7.7 	| 0.328 |
| Tatoeba-test.stq-eng.stq.eng 	| 21.1 	| 0.428 |
| Tatoeba-test.stq-frr.stq.frr 	| 2.0 	| 0.118 |
| Tatoeba-test.stq-fry.stq.fry 	| 6.3 	| 0.255 |
| Tatoeba-test.stq-gos.stq.gos 	| 1.4 	| 0.244 |
| Tatoeba-test.stq-ltz.stq.ltz 	| 4.4 	| 0.204 |
| Tatoeba-test.stq-nld.stq.nld 	| 10.7 	| 0.371 |
| Tatoeba-test.stq-yid.stq.yid 	| 1.4 	| 0.105 |
| Tatoeba-test.swg-deu.swg.deu 	| 9.5 	| 0.343 |
| Tatoeba-test.swg-eng.swg.eng 	| 15.1 	| 0.306 |
| Tatoeba-test.swg-nds.swg.nds 	| 0.7 	| 0.196 |
| Tatoeba-test.swg-nld.swg.nld 	| 11.6 	| 0.308 |
| Tatoeba-test.swg-yid.swg.yid 	| 0.9 	| 0.186 |
| Tatoeba-test.yid-afr.yid.afr 	| 100.0 	| 1.000 |
| Tatoeba-test.yid-ang.yid.ang 	| 0.6 	| 0.079 |
| Tatoeba-test.yid-deu.yid.deu 	| 16.7 	| 0.372 |
| Tatoeba-test.yid-eng.yid.eng 	| 15.8 	| 0.344 |
| Tatoeba-test.yid-enm.yid.enm 	| 1.3 	| 0.166 |
| Tatoeba-test.yid-fry.yid.fry 	| 5.6 	| 0.157 |
| Tatoeba-test.yid-gos.yid.gos 	| 2.2 	| 0.160 |
| Tatoeba-test.yid-ltz.yid.ltz 	| 2.1 	| 0.238 |
| Tatoeba-test.yid-nds.yid.nds 	| 14.4 	| 0.365 |
| Tatoeba-test.yid-nld.yid.nld 	| 20.9 	| 0.397 |
| Tatoeba-test.yid-stq.yid.stq 	| 3.7 	| 0.165 |
| Tatoeba-test.yid-swg.yid.swg 	| 1.8 	| 0.156 |

### System Info:
- hf_name: gmw-gmw

- source_languages: gmw

- target_languages: gmw

- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/gmw-gmw/README.md

- original_repo: Tatoeba-Challenge

- tags: ['translation']

- languages: ['nl', 'en', 'lb', 'af', 'de', 'fy', 'yi', 'gmw']

- src_constituents: {'ksh', 'nld', 'eng', 'enm_Latn', 'ltz', 'stq', 'afr', 'pdc', 'deu', 'gos', 'ang_Latn', 'fry', 'gsw', 'frr', 'nds', 'yid', 'swg', 'sco'}

- tgt_constituents: {'ksh', 'nld', 'eng', 'enm_Latn', 'ltz', 'stq', 'afr', 'pdc', 'deu', 'gos', 'ang_Latn', 'fry', 'gsw', 'frr', 'nds', 'yid', 'swg', 'sco'}

- src_multilingual: True

- tgt_multilingual: True

- prepro:  normalization + SentencePiece (spm32k,spm32k)

- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/gmw-gmw/opus-2020-07-27.zip

- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/gmw-gmw/opus-2020-07-27.test.txt

- src_alpha3: gmw

- tgt_alpha3: gmw

- short_pair: gmw-gmw

- chrF2_score: 0.568

- bleu: 36.4

- brevity_penalty: 1.0

- ref_len: 72534.0

- src_name: West Germanic languages

- tgt_name: West Germanic languages

- train_date: 2020-07-27

- src_alpha2: gmw

- tgt_alpha2: gmw

- prefer_old: False

- long_pair: gmw-gmw

- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535

- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b

- port_machine: brutasse

- port_time: 2020-08-21-14:41


---
tags:
- translation
license: apache-2.0
---

### opus-mt-sv-ts

* source languages: sv
* target languages: ts
*  OPUS readme: [sv-ts](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/sv-ts/README.md)

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/sv-ts/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/sv-ts/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/sv-ts/opus-2020-01-16.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.sv.ts 	| 34.4 	| 0.567 |


---
language:
- rn
- fr

tags:
- translation

license: apache-2.0
---

### run-fra

* source group: Rundi
* target group: French
*  OPUS readme: [run-fra](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/run-fra/README.md)

*  model: transformer-align
* source language(s): run
* target language(s): fra
* model: transformer-align
* pre-processing: normalization + SentencePiece (spm4k,spm4k)
* download original weights: [opus-2020-06-16.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/run-fra/opus-2020-06-16.zip)
* test set translations: [opus-2020-06-16.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/run-fra/opus-2020-06-16.test.txt)
* test set scores: [opus-2020-06-16.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/run-fra/opus-2020-06-16.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.run.fra 	| 18.2 	| 0.397 |

### System Info:
- hf_name: run-fra

- source_languages: run

- target_languages: fra

- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/run-fra/README.md

- original_repo: Tatoeba-Challenge

- tags: ['translation']

- languages: ['rn', 'fr']

- src_constituents: {'run'}

- tgt_constituents: {'fra'}

- src_multilingual: False

- tgt_multilingual: False

- prepro:  normalization + SentencePiece (spm4k,spm4k)

- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/run-fra/opus-2020-06-16.zip

- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/run-fra/opus-2020-06-16.test.txt

- src_alpha3: run

- tgt_alpha3: fra

- short_pair: rn-fr

- chrF2_score: 0.397

- bleu: 18.2

- brevity_penalty: 1.0

- ref_len: 7496.0

- src_name: Rundi

- tgt_name: French

- train_date: 2020-06-16

- src_alpha2: rn

- tgt_alpha2: fr

- prefer_old: False

- long_pair: run-fra

- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535

- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b

- port_machine: brutasse

- port_time: 2020-08-21-14:41


---
language:
- eo
- hu

tags:
- translation

license: apache-2.0
---

### epo-hun

* source group: Esperanto
* target group: Hungarian
*  OPUS readme: [epo-hun](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/epo-hun/README.md)

*  model: transformer-align
* source language(s): epo
* target language(s): hun
* model: transformer-align
* pre-processing: normalization + SentencePiece (spm4k,spm4k)
* download original weights: [opus-2020-06-16.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/epo-hun/opus-2020-06-16.zip)
* test set translations: [opus-2020-06-16.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/epo-hun/opus-2020-06-16.test.txt)
* test set scores: [opus-2020-06-16.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/epo-hun/opus-2020-06-16.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.epo.hun 	| 12.8 	| 0.333 |

### System Info:
- hf_name: epo-hun

- source_languages: epo

- target_languages: hun

- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/epo-hun/README.md

- original_repo: Tatoeba-Challenge

- tags: ['translation']

- languages: ['eo', 'hu']

- src_constituents: {'epo'}

- tgt_constituents: {'hun'}

- src_multilingual: False

- tgt_multilingual: False

- prepro:  normalization + SentencePiece (spm4k,spm4k)

- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/epo-hun/opus-2020-06-16.zip

- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/epo-hun/opus-2020-06-16.test.txt

- src_alpha3: epo

- tgt_alpha3: hun

- short_pair: eo-hu

- chrF2_score: 0.33299999999999996

- bleu: 12.8

- brevity_penalty: 0.914

- ref_len: 65704.0

- src_name: Esperanto

- tgt_name: Hungarian

- train_date: 2020-06-16

- src_alpha2: eo

- tgt_alpha2: hu

- prefer_old: False

- long_pair: epo-hun

- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535

- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b

- port_machine: brutasse

- port_time: 2020-08-21-14:41


---
tags:
- translation
license: apache-2.0
---

### opus-mt-en-gil

* source languages: en
* target languages: gil
*  OPUS readme: [en-gil](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-gil/README.md)

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-20.zip](https://object.pouta.csc.fi/OPUS-MT-models/en-gil/opus-2020-01-20.zip)
* test set translations: [opus-2020-01-20.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-gil/opus-2020-01-20.test.txt)
* test set scores: [opus-2020-01-20.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-gil/opus-2020-01-20.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.en.gil 	| 38.8 	| 0.604 |


---
tags:
- translation
license: apache-2.0
---

### opus-mt-wls-en

* source languages: wls
* target languages: en
*  OPUS readme: [wls-en](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/wls-en/README.md)

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-16.zip](https://object.pouta.csc.fi/OPUS-MT-models/wls-en/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/wls-en/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/wls-en/opus-2020-01-16.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.wls.en 	| 31.8 	| 0.471 |


---
language:
- ca
- nl

tags:
- translation

license: apache-2.0
---

### cat-nld

* source group: Catalan
* target group: Dutch
*  OPUS readme: [cat-nld](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/cat-nld/README.md)

*  model: transformer-align
* source language(s): cat
* target language(s): nld
* model: transformer-align
* pre-processing: normalization + SentencePiece (spm12k,spm12k)
* download original weights: [opus-2020-06-16.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/cat-nld/opus-2020-06-16.zip)
* test set translations: [opus-2020-06-16.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/cat-nld/opus-2020-06-16.test.txt)
* test set scores: [opus-2020-06-16.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/cat-nld/opus-2020-06-16.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.cat.nld 	| 45.1 	| 0.632 |

### System Info:
- hf_name: cat-nld

- source_languages: cat

- target_languages: nld

- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/cat-nld/README.md

- original_repo: Tatoeba-Challenge

- tags: ['translation']

- languages: ['ca', 'nl']

- src_constituents: {'cat'}

- tgt_constituents: {'nld'}

- src_multilingual: False

- tgt_multilingual: False

- prepro:  normalization + SentencePiece (spm12k,spm12k)

- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/cat-nld/opus-2020-06-16.zip

- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/cat-nld/opus-2020-06-16.test.txt

- src_alpha3: cat

- tgt_alpha3: nld

- short_pair: ca-nl

- chrF2_score: 0.632

- bleu: 45.1

- brevity_penalty: 0.965

- ref_len: 4157.0

- src_name: Catalan

- tgt_name: Dutch

- train_date: 2020-06-16

- src_alpha2: ca

- tgt_alpha2: nl

- prefer_old: False

- long_pair: cat-nld

- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535

- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b

- port_machine: brutasse

- port_time: 2020-08-21-14:41


---
language:
- de
- ca

tags:
- translation

license: apache-2.0
---

### deu-cat

* source group: German
* target group: Catalan
*  OPUS readme: [deu-cat](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/deu-cat/README.md)

*  model: transformer-align
* source language(s): deu
* target language(s): cat
* model: transformer-align
* pre-processing: normalization + SentencePiece (spm12k,spm12k)
* download original weights: [opus-2020-06-16.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/deu-cat/opus-2020-06-16.zip)
* test set translations: [opus-2020-06-16.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/deu-cat/opus-2020-06-16.test.txt)
* test set scores: [opus-2020-06-16.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/deu-cat/opus-2020-06-16.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.deu.cat 	| 37.4 	| 0.582 |

### System Info:
- hf_name: deu-cat

- source_languages: deu

- target_languages: cat

- opus_readme_url: https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/deu-cat/README.md

- original_repo: Tatoeba-Challenge

- tags: ['translation']

- languages: ['de', 'ca']

- src_constituents: {'deu'}

- tgt_constituents: {'cat'}

- src_multilingual: False

- tgt_multilingual: False

- prepro:  normalization + SentencePiece (spm12k,spm12k)

- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/deu-cat/opus-2020-06-16.zip

- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/deu-cat/opus-2020-06-16.test.txt

- src_alpha3: deu

- tgt_alpha3: cat

- short_pair: de-ca

- chrF2_score: 0.5820000000000001

- bleu: 37.4

- brevity_penalty: 0.956

- ref_len: 5507.0

- src_name: German

- tgt_name: Catalan

- train_date: 2020-06-16

- src_alpha2: de

- tgt_alpha2: ca

- prefer_old: False

- long_pair: deu-cat

- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535

- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b

- port_machine: brutasse

- port_time: 2020-08-21-14:41