---
language:
- no
- uk

tags:
- translation

license: apache-2.0
---

### nor-ukr

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

*  model: transformer-align
* source language(s): nob
* target language(s): ukr
* 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-ukr/opus-2020-06-17.zip)
* test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/nor-ukr/opus-2020-06-17.test.txt)
* test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/nor-ukr/opus-2020-06-17.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.nor.ukr 	| 16.6 	| 0.384 |

### System Info:
- hf_name: nor-ukr

- source_languages: nor

- target_languages: ukr

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

- original_repo: Tatoeba-Challenge

- tags: ['translation']

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

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

- tgt_constituents: {'ukr'}

- src_multilingual: False

- tgt_multilingual: False

- prepro:  normalization + SentencePiece (spm4k,spm4k)

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

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

- src_alpha3: nor

- tgt_alpha3: ukr

- short_pair: no-uk

- chrF2_score: 0.384

- bleu: 16.6

- brevity_penalty: 1.0

- ref_len: 3982.0

- src_name: Norwegian

- tgt_name: Ukrainian

- train_date: 2020-06-17

- src_alpha2: no

- tgt_alpha2: uk

- prefer_old: False

- long_pair: nor-ukr

- 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-run

* source languages: fi
* target languages: run
*  OPUS readme: [fi-run](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-run/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-run/opus-2020-01-20.zip)
* test set translations: [opus-2020-01-20.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-run/opus-2020-01-20.test.txt)
* test set scores: [opus-2020-01-20.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-run/opus-2020-01-20.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.fi.run 	| 23.2 	| 0.498 |


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

### opus-mt-srn-en

* source languages: srn
* target languages: en
*  OPUS readme: [srn-en](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/srn-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/srn-en/opus-2020-01-21.zip)
* test set translations: [opus-2020-01-21.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/srn-en/opus-2020-01-21.test.txt)
* test set scores: [opus-2020-01-21.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/srn-en/opus-2020-01-21.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.srn.en 	| 40.3 	| 0.555 |


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

### opus-mt-tn-fr

* source languages: tn
* target languages: fr
*  OPUS readme: [tn-fr](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/tn-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/tn-fr/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/tn-fr/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/tn-fr/opus-2020-01-16.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.tn.fr 	| 29.0 	| 0.474 |


---
language:
- fr
- vi

tags:
- translation

license: apache-2.0
---

### fra-vie

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

*  model: transformer-align
* source language(s): fra
* target language(s): vie
* 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/fra-vie/opus-2020-06-17.zip)
* test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/fra-vie/opus-2020-06-17.test.txt)
* test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/fra-vie/opus-2020-06-17.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.fra.vie 	| 31.1 	| 0.486 |

### System Info:
- hf_name: fra-vie

- source_languages: fra

- target_languages: vie

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

- original_repo: Tatoeba-Challenge

- tags: ['translation']

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

- src_constituents: {'fra'}

- tgt_constituents: {'vie', 'vie_Hani'}

- src_multilingual: False

- tgt_multilingual: False

- prepro:  normalization + SentencePiece (spm32k,spm32k)

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

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

- src_alpha3: fra

- tgt_alpha3: vie

- short_pair: fr-vi

- chrF2_score: 0.486

- bleu: 31.1

- brevity_penalty: 0.985

- ref_len: 13219.0

- src_name: French

- tgt_name: Vietnamese

- train_date: 2020-06-17

- src_alpha2: fr

- tgt_alpha2: vi

- prefer_old: False

- long_pair: fra-vie

- 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-hil

* source languages: fi
* target languages: hil
*  OPUS readme: [fi-hil](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-hil/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-hil/opus-2020-01-24.zip)
* test set translations: [opus-2020-01-24.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-hil/opus-2020-01-24.test.txt)
* test set scores: [opus-2020-01-24.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-hil/opus-2020-01-24.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.fi.hil 	| 38.7 	| 0.610 |


---
language:
- hr
- mk
- bg
- sl
- zls
- en

tags:
- translation

license: apache-2.0
---

### zls-eng

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

*  model: transformer
* source language(s): bos_Latn bul bul_Latn hrv mkd slv srp_Cyrl srp_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/zls-eng/opus2m-2020-08-01.zip)
* test set translations: [opus2m-2020-08-01.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/zls-eng/opus2m-2020-08-01.test.txt)
* test set scores: [opus2m-2020-08-01.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/zls-eng/opus2m-2020-08-01.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.bul-eng.bul.eng 	| 54.9 	| 0.693 |
| Tatoeba-test.hbs-eng.hbs.eng 	| 55.7 	| 0.700 |
| Tatoeba-test.mkd-eng.mkd.eng 	| 54.6 	| 0.681 |
| Tatoeba-test.multi.eng 	| 53.6 	| 0.676 |
| Tatoeba-test.slv-eng.slv.eng 	| 25.6 	| 0.407 |

### System Info:
- hf_name: zls-eng

- source_languages: zls

- target_languages: eng

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

- original_repo: Tatoeba-Challenge

- tags: ['translation']

- languages: ['hr', 'mk', 'bg', 'sl', 'zls', 'en']

- src_constituents: {'hrv', 'mkd', 'srp_Latn', 'srp_Cyrl', 'bul_Latn', 'bul', 'bos_Latn', 'slv'}

- tgt_constituents: {'eng'}

- src_multilingual: True

- tgt_multilingual: False

- prepro:  normalization + SentencePiece (spm32k,spm32k)

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

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

- src_alpha3: zls

- tgt_alpha3: eng

- short_pair: zls-en

- chrF2_score: 0.6759999999999999

- bleu: 53.6

- brevity_penalty: 0.98

- ref_len: 68623.0

- src_name: South Slavic languages

- tgt_name: English

- train_date: 2020-08-01

- src_alpha2: zls

- tgt_alpha2: en

- prefer_old: False

- long_pair: zls-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-st-fi

* source languages: st
* target languages: fi
*  OPUS readme: [st-fi](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/st-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/st-fi/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/st-fi/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/st-fi/opus-2020-01-16.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.st.fi 	| 28.8 	| 0.520 |


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

### opus-mt-fr-hu

* source languages: fr
* target languages: hu
*  OPUS readme: [fr-hu](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-hu/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/fr-hu/opus-2020-01-26.zip)
* test set translations: [opus-2020-01-26.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-hu/opus-2020-01-26.test.txt)
* test set scores: [opus-2020-01-26.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-hu/opus-2020-01-26.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba.fr.hu 	| 41.3 	| 0.629 |


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

### opus-mt-de-pag

* source languages: de
* target languages: pag
*  OPUS readme: [de-pag](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/de-pag/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-pag/opus-2020-01-20.zip)
* test set translations: [opus-2020-01-20.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/de-pag/opus-2020-01-20.test.txt)
* test set scores: [opus-2020-01-20.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/de-pag/opus-2020-01-20.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.de.pag 	| 24.3 	| 0.469 |


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

### opus-mt-sg-en

* source languages: sg
* target languages: en
*  OPUS readme: [sg-en](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/sg-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/sg-en/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/sg-en/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/sg-en/opus-2020-01-16.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.sg.en 	| 32.0 	| 0.477 |


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

### opus-mt-lu-es

* source languages: lu
* target languages: es
*  OPUS readme: [lu-es](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/lu-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/lu-es/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/lu-es/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/lu-es/opus-2020-01-16.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.lu.es 	| 22.4 	| 0.400 |


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

### opus-mt-lua-fr

* source languages: lua
* target languages: fr
*  OPUS readme: [lua-fr](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/lua-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/lua-fr/opus-2020-01-09.zip)
* test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/lua-fr/opus-2020-01-09.test.txt)
* test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/lua-fr/opus-2020-01-09.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.lua.fr 	| 25.7 	| 0.429 |


---
language:
- lt
- pl

tags:
- translation

license: apache-2.0
---

### lit-pol

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

*  model: transformer-align
* source language(s): lit
* target language(s): pol
* 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/lit-pol/opus-2020-06-17.zip)
* test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/lit-pol/opus-2020-06-17.test.txt)
* test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/lit-pol/opus-2020-06-17.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.lit.pol 	| 53.6 	| 0.721 |

### System Info:
- hf_name: lit-pol

- source_languages: lit

- target_languages: pol

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

- original_repo: Tatoeba-Challenge

- tags: ['translation']

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

- src_constituents: {'lit'}

- tgt_constituents: {'pol'}

- src_multilingual: False

- tgt_multilingual: False

- prepro:  normalization + SentencePiece (spm32k,spm32k)

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

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

- src_alpha3: lit

- tgt_alpha3: pol

- short_pair: lt-pl

- chrF2_score: 0.721

- bleu: 53.6

- brevity_penalty: 0.9570000000000001

- ref_len: 10629.0

- src_name: Lithuanian

- tgt_name: Polish

- train_date: 2020-06-17

- src_alpha2: lt

- tgt_alpha2: pl

- prefer_old: False

- long_pair: lit-pol

- 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-lg-es

* source languages: lg
* target languages: es
*  OPUS readme: [lg-es](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/lg-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/lg-es/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/lg-es/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/lg-es/opus-2020-01-16.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.lg.es 	| 22.1 	| 0.393 |


---
language:
- eo
- nl

tags:
- translation

license: apache-2.0
---

### epo-nld

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

*  model: transformer-align
* source language(s): epo
* target language(s): nld
* 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-nld/opus-2020-06-16.zip)
* test set translations: [opus-2020-06-16.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/epo-nld/opus-2020-06-16.test.txt)
* test set scores: [opus-2020-06-16.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/epo-nld/opus-2020-06-16.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.epo.nld 	| 15.3 	| 0.337 |

### System Info:
- hf_name: epo-nld

- source_languages: epo

- target_languages: nld

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

- original_repo: Tatoeba-Challenge

- tags: ['translation']

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

- src_constituents: {'epo'}

- tgt_constituents: {'nld'}

- src_multilingual: False

- tgt_multilingual: False

- prepro:  normalization + SentencePiece (spm4k,spm4k)

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

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

- src_alpha3: epo

- tgt_alpha3: nld

- short_pair: eo-nl

- chrF2_score: 0.337

- bleu: 15.3

- brevity_penalty: 0.8640000000000001

- ref_len: 78770.0

- src_name: Esperanto

- tgt_name: Dutch

- train_date: 2020-06-16

- src_alpha2: eo

- tgt_alpha2: nl

- prefer_old: False

- long_pair: epo-nld

- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535

- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b

- port_machine: brutasse

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


---
language:
- ru
- bg

tags:
- translation

license: apache-2.0
---

### rus-bul

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

*  model: transformer
* source language(s): rus
* 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/rus-bul/opus-2020-07-03.zip)
* test set translations: [opus-2020-07-03.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/rus-bul/opus-2020-07-03.test.txt)
* test set scores: [opus-2020-07-03.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/rus-bul/opus-2020-07-03.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.rus.bul 	| 52.3 	| 0.704 |

### System Info:
- hf_name: rus-bul

- source_languages: rus

- target_languages: bul

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

- original_repo: Tatoeba-Challenge

- tags: ['translation']

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

- src_constituents: {'rus'}

- 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/rus-bul/opus-2020-07-03.zip

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

- src_alpha3: rus

- tgt_alpha3: bul

- short_pair: ru-bg

- chrF2_score: 0.7040000000000001

- bleu: 52.3

- brevity_penalty: 0.919

- ref_len: 8272.0

- src_name: Russian

- tgt_name: Bulgarian

- train_date: 2020-07-03

- src_alpha2: ru

- tgt_alpha2: bg

- prefer_old: False

- long_pair: rus-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-eu-en

* source languages: eu
* target languages: en
*  OPUS readme: [eu-en](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/eu-en/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/eu-en/opus-2019-12-18.zip)
* test set translations: [opus-2019-12-18.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/eu-en/opus-2019-12-18.test.txt)
* test set scores: [opus-2019-12-18.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/eu-en/opus-2019-12-18.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba.eu.en 	| 46.1 	| 0.638 |


---
language:
- mt
- ar
- he
- ti
- am
- sem
- en

tags:
- translation

license: apache-2.0
---

### sem-eng

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

*  model: transformer
* source language(s): acm afb amh apc ara arq ary arz heb mlt tir
* 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/sem-eng/opus2m-2020-08-01.zip)
* test set translations: [opus2m-2020-08-01.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/sem-eng/opus2m-2020-08-01.test.txt)
* test set scores: [opus2m-2020-08-01.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/sem-eng/opus2m-2020-08-01.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.amh-eng.amh.eng 	| 37.5 	| 0.565 |
| Tatoeba-test.ara-eng.ara.eng 	| 38.9 	| 0.566 |
| Tatoeba-test.heb-eng.heb.eng 	| 44.6 	| 0.610 |
| Tatoeba-test.mlt-eng.mlt.eng 	| 53.7 	| 0.688 |
| Tatoeba-test.multi.eng 	| 41.7 	| 0.588 |
| Tatoeba-test.tir-eng.tir.eng 	| 18.3 	| 0.370 |

### System Info:
- hf_name: sem-eng

- source_languages: sem

- target_languages: eng

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

- original_repo: Tatoeba-Challenge

- tags: ['translation']

- languages: ['mt', 'ar', 'he', 'ti', 'am', 'sem', 'en']

- src_constituents: {'apc', 'mlt', 'arz', 'ara', 'heb', 'tir', 'arq', 'afb', 'amh', 'acm', 'ary'}

- tgt_constituents: {'eng'}

- src_multilingual: True

- tgt_multilingual: False

- prepro:  normalization + SentencePiece (spm32k,spm32k)

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

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

- src_alpha3: sem

- tgt_alpha3: eng

- short_pair: sem-en

- chrF2_score: 0.588

- bleu: 41.7

- brevity_penalty: 0.987

- ref_len: 72950.0

- src_name: Semitic languages

- tgt_name: English

- train_date: 2020-08-01

- src_alpha2: sem

- tgt_alpha2: en

- prefer_old: False

- long_pair: sem-eng

- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535

- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b

- port_machine: brutasse

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


---
language:
- pt
- ca

tags:
- translation

license: apache-2.0
---

### por-cat

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

*  model: transformer-align
* source language(s): por
* target language(s): cat
* model: transformer-align
* pre-processing: normalization + SentencePiece (spm12k,spm12k)
* download original weights: [opus-2020-06-17.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/por-cat/opus-2020-06-17.zip)
* test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/por-cat/opus-2020-06-17.test.txt)
* test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/por-cat/opus-2020-06-17.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.por.cat 	| 45.7 	| 0.672 |

### System Info:
- hf_name: por-cat

- source_languages: por

- target_languages: cat

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

- original_repo: Tatoeba-Challenge

- tags: ['translation']

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

- src_constituents: {'por'}

- tgt_constituents: {'cat'}

- src_multilingual: False

- tgt_multilingual: False

- prepro:  normalization + SentencePiece (spm12k,spm12k)

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

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

- src_alpha3: por

- tgt_alpha3: cat

- short_pair: pt-ca

- chrF2_score: 0.672

- bleu: 45.7

- brevity_penalty: 0.972

- ref_len: 5878.0

- src_name: Portuguese

- tgt_name: Catalan

- train_date: 2020-06-17

- src_alpha2: pt

- tgt_alpha2: ca

- prefer_old: False

- long_pair: por-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-es-st

* source languages: es
* target languages: st
*  OPUS readme: [es-st](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/es-st/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-st/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/es-st/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/es-st/opus-2020-01-16.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.es.st 	| 35.5 	| 0.556 |


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

### opus-mt-fr-run

* source languages: fr
* target languages: run
*  OPUS readme: [fr-run](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-run/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/fr-run/opus-2020-01-20.zip)
* test set translations: [opus-2020-01-20.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-run/opus-2020-01-20.test.txt)
* test set scores: [opus-2020-01-20.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-run/opus-2020-01-20.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.fr.run 	| 23.8 	| 0.482 |


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

### opus-mt-en-toi

* source languages: en
* target languages: toi
*  OPUS readme: [en-toi](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-toi/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-toi/opus-2020-01-08.zip)
* test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-toi/opus-2020-01-08.test.txt)
* test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-toi/opus-2020-01-08.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.en.toi 	| 32.8 	| 0.598 |


---
language:
- pl
- lt

tags:
- translation

license: apache-2.0
---

### pol-lit

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

*  model: transformer-align
* source language(s): pol
* 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/pol-lit/opus-2020-06-17.zip)
* test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/pol-lit/opus-2020-06-17.test.txt)
* test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/pol-lit/opus-2020-06-17.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.pol.lit 	| 43.7 	| 0.688 |

### System Info:
- hf_name: pol-lit

- source_languages: pol

- target_languages: lit

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

- original_repo: Tatoeba-Challenge

- tags: ['translation']

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

- src_constituents: {'pol'}

- tgt_constituents: {'lit'}

- src_multilingual: False

- tgt_multilingual: False

- prepro:  normalization + SentencePiece (spm32k,spm32k)

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

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

- src_alpha3: pol

- tgt_alpha3: lit

- short_pair: pl-lt

- chrF2_score: 0.688

- bleu: 43.7

- brevity_penalty: 0.981

- ref_len: 10084.0

- src_name: Polish

- tgt_name: Lithuanian

- train_date: 2020-06-17

- src_alpha2: pl

- tgt_alpha2: lt

- prefer_old: False

- long_pair: pol-lit

- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535

- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b

- port_machine: brutasse

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


---
language:
- be
- hr
- mk
- cs
- ru
- pl
- bg
- uk
- sl
- sla

tags:
- translation

license: apache-2.0
---

### sla-sla

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

*  model: transformer
* source language(s): bel bel_Latn bos_Latn bul bul_Latn ces dsb hrv hsb mkd orv_Cyrl pol rus slv srp_Cyrl srp_Latn ukr
* target language(s): bel bel_Latn bos_Latn bul bul_Latn ces dsb hrv hsb mkd orv_Cyrl pol rus slv srp_Cyrl srp_Latn ukr
* 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/sla-sla/opus-2020-07-27.zip)
* test set translations: [opus-2020-07-27.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/sla-sla/opus-2020-07-27.test.txt)
* test set scores: [opus-2020-07-27.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/sla-sla/opus-2020-07-27.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| newstest2012-cesrus.ces.rus 	| 15.9 	| 0.437 |
| newstest2012-rusces.rus.ces 	| 13.6 	| 0.403 |
| newstest2013-cesrus.ces.rus 	| 19.8 	| 0.473 |
| newstest2013-rusces.rus.ces 	| 17.9 	| 0.449 |
| Tatoeba-test.bel-bul.bel.bul 	| 100.0 	| 1.000 |
| Tatoeba-test.bel-ces.bel.ces 	| 33.5 	| 0.630 |
| Tatoeba-test.bel-hbs.bel.hbs 	| 45.4 	| 0.644 |
| Tatoeba-test.bel-mkd.bel.mkd 	| 19.3 	| 0.531 |
| Tatoeba-test.bel-pol.bel.pol 	| 46.9 	| 0.681 |
| Tatoeba-test.bel-rus.bel.rus 	| 58.5 	| 0.767 |
| Tatoeba-test.bel-ukr.bel.ukr 	| 55.1 	| 0.743 |
| Tatoeba-test.bul-bel.bul.bel 	| 10.7 	| 0.423 |
| Tatoeba-test.bul-ces.bul.ces 	| 36.9 	| 0.585 |
| Tatoeba-test.bul-hbs.bul.hbs 	| 53.7 	| 0.807 |
| Tatoeba-test.bul-mkd.bul.mkd 	| 31.9 	| 0.715 |
| Tatoeba-test.bul-pol.bul.pol 	| 38.6 	| 0.607 |
| Tatoeba-test.bul-rus.bul.rus 	| 44.8 	| 0.655 |
| Tatoeba-test.bul-ukr.bul.ukr 	| 49.9 	| 0.691 |
| Tatoeba-test.ces-bel.ces.bel 	| 30.9 	| 0.585 |
| Tatoeba-test.ces-bul.ces.bul 	| 75.8 	| 0.859 |
| Tatoeba-test.ces-hbs.ces.hbs 	| 50.0 	| 0.661 |
| Tatoeba-test.ces-hsb.ces.hsb 	| 7.9 	| 0.246 |
| Tatoeba-test.ces-mkd.ces.mkd 	| 24.6 	| 0.569 |
| Tatoeba-test.ces-pol.ces.pol 	| 44.3 	| 0.652 |
| Tatoeba-test.ces-rus.ces.rus 	| 50.8 	| 0.690 |
| Tatoeba-test.ces-slv.ces.slv 	| 4.9 	| 0.240 |
| Tatoeba-test.ces-ukr.ces.ukr 	| 52.9 	| 0.687 |
| Tatoeba-test.dsb-pol.dsb.pol 	| 16.3 	| 0.367 |
| Tatoeba-test.dsb-rus.dsb.rus 	| 12.7 	| 0.245 |
| Tatoeba-test.hbs-bel.hbs.bel 	| 32.9 	| 0.531 |
| Tatoeba-test.hbs-bul.hbs.bul 	| 100.0 	| 1.000 |
| Tatoeba-test.hbs-ces.hbs.ces 	| 40.3 	| 0.626 |
| Tatoeba-test.hbs-mkd.hbs.mkd 	| 19.3 	| 0.535 |
| Tatoeba-test.hbs-pol.hbs.pol 	| 45.0 	| 0.650 |
| Tatoeba-test.hbs-rus.hbs.rus 	| 53.5 	| 0.709 |
| Tatoeba-test.hbs-ukr.hbs.ukr 	| 50.7 	| 0.684 |
| Tatoeba-test.hsb-ces.hsb.ces 	| 17.9 	| 0.366 |
| Tatoeba-test.mkd-bel.mkd.bel 	| 23.6 	| 0.548 |
| Tatoeba-test.mkd-bul.mkd.bul 	| 54.2 	| 0.833 |
| Tatoeba-test.mkd-ces.mkd.ces 	| 12.1 	| 0.371 |
| Tatoeba-test.mkd-hbs.mkd.hbs 	| 19.3 	| 0.577 |
| Tatoeba-test.mkd-pol.mkd.pol 	| 53.7 	| 0.833 |
| Tatoeba-test.mkd-rus.mkd.rus 	| 34.2 	| 0.745 |
| Tatoeba-test.mkd-ukr.mkd.ukr 	| 42.7 	| 0.708 |
| Tatoeba-test.multi.multi 	| 48.5 	| 0.672 |
| Tatoeba-test.orv-pol.orv.pol 	| 10.1 	| 0.355 |
| Tatoeba-test.orv-rus.orv.rus 	| 10.6 	| 0.275 |
| Tatoeba-test.orv-ukr.orv.ukr 	| 7.5 	| 0.230 |
| Tatoeba-test.pol-bel.pol.bel 	| 29.8 	| 0.533 |
| Tatoeba-test.pol-bul.pol.bul 	| 36.8 	| 0.578 |
| Tatoeba-test.pol-ces.pol.ces 	| 43.6 	| 0.626 |
| Tatoeba-test.pol-dsb.pol.dsb 	| 0.9 	| 0.097 |
| Tatoeba-test.pol-hbs.pol.hbs 	| 42.4 	| 0.644 |
| Tatoeba-test.pol-mkd.pol.mkd 	| 19.3 	| 0.535 |
| Tatoeba-test.pol-orv.pol.orv 	| 0.7 	| 0.109 |
| Tatoeba-test.pol-rus.pol.rus 	| 49.6 	| 0.680 |
| Tatoeba-test.pol-slv.pol.slv 	| 7.3 	| 0.262 |
| Tatoeba-test.pol-ukr.pol.ukr 	| 46.8 	| 0.664 |
| Tatoeba-test.rus-bel.rus.bel 	| 34.4 	| 0.577 |
| Tatoeba-test.rus-bul.rus.bul 	| 45.5 	| 0.657 |
| Tatoeba-test.rus-ces.rus.ces 	| 48.0 	| 0.659 |
| Tatoeba-test.rus-dsb.rus.dsb 	| 10.7 	| 0.029 |
| Tatoeba-test.rus-hbs.rus.hbs 	| 44.6 	| 0.655 |
| Tatoeba-test.rus-mkd.rus.mkd 	| 34.9 	| 0.617 |
| Tatoeba-test.rus-orv.rus.orv 	| 0.1 	| 0.073 |
| Tatoeba-test.rus-pol.rus.pol 	| 45.2 	| 0.659 |
| Tatoeba-test.rus-slv.rus.slv 	| 30.4 	| 0.476 |
| Tatoeba-test.rus-ukr.rus.ukr 	| 57.6 	| 0.751 |
| Tatoeba-test.slv-ces.slv.ces 	| 42.5 	| 0.604 |
| Tatoeba-test.slv-pol.slv.pol 	| 39.6 	| 0.601 |
| Tatoeba-test.slv-rus.slv.rus 	| 47.2 	| 0.638 |
| Tatoeba-test.slv-ukr.slv.ukr 	| 36.4 	| 0.549 |
| Tatoeba-test.ukr-bel.ukr.bel 	| 36.9 	| 0.597 |
| Tatoeba-test.ukr-bul.ukr.bul 	| 56.4 	| 0.733 |
| Tatoeba-test.ukr-ces.ukr.ces 	| 52.1 	| 0.686 |
| Tatoeba-test.ukr-hbs.ukr.hbs 	| 47.1 	| 0.670 |
| Tatoeba-test.ukr-mkd.ukr.mkd 	| 20.8 	| 0.548 |
| Tatoeba-test.ukr-orv.ukr.orv 	| 0.2 	| 0.058 |
| Tatoeba-test.ukr-pol.ukr.pol 	| 50.1 	| 0.695 |
| Tatoeba-test.ukr-rus.ukr.rus 	| 63.9 	| 0.790 |
| Tatoeba-test.ukr-slv.ukr.slv 	| 14.5 	| 0.288 |

### System Info:
- hf_name: sla-sla

- source_languages: sla

- target_languages: sla

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

- original_repo: Tatoeba-Challenge

- tags: ['translation']

- languages: ['be', 'hr', 'mk', 'cs', 'ru', 'pl', 'bg', 'uk', 'sl', 'sla']

- src_constituents: {'bel', 'hrv', 'orv_Cyrl', 'mkd', 'bel_Latn', 'srp_Latn', 'bul_Latn', 'ces', 'bos_Latn', 'csb_Latn', 'dsb', 'hsb', 'rus', 'srp_Cyrl', 'pol', 'rue', 'bul', 'ukr', 'slv'}

- tgt_constituents: {'bel', 'hrv', 'orv_Cyrl', 'mkd', 'bel_Latn', 'srp_Latn', 'bul_Latn', 'ces', 'bos_Latn', 'csb_Latn', 'dsb', 'hsb', 'rus', 'srp_Cyrl', 'pol', 'rue', 'bul', 'ukr', 'slv'}

- src_multilingual: True

- tgt_multilingual: True

- prepro:  normalization + SentencePiece (spm32k,spm32k)

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

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

- src_alpha3: sla

- tgt_alpha3: sla

- short_pair: sla-sla

- chrF2_score: 0.672

- bleu: 48.5

- brevity_penalty: 1.0

- ref_len: 59320.0

- src_name: Slavic languages

- tgt_name: Slavic languages

- train_date: 2020-07-27

- src_alpha2: sla

- tgt_alpha2: sla

- prefer_old: False

- long_pair: sla-sla

- 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-sv

* source languages: run
* target languages: sv
*  OPUS readme: [run-sv](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/run-sv/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/run-sv/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/run-sv/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/run-sv/opus-2020-01-16.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.run.sv 	| 30.1 	| 0.484 |


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

### opus-mt-tn-en

* source languages: tn
* target languages: en
*  OPUS readme: [tn-en](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/tn-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/tn-en/opus-2020-01-21.zip)
* test set translations: [opus-2020-01-21.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/tn-en/opus-2020-01-21.test.txt)
* test set scores: [opus-2020-01-21.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/tn-en/opus-2020-01-21.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.tn.en 	| 43.4 	| 0.589 |


---
language:
- en
- pl
- cs
- zlw

tags:
- translation

license: apache-2.0
---

### eng-zlw

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

*  model: transformer
* source language(s): eng
* target language(s): ces csb_Latn 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: [opus2m-2020-08-02.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-zlw/opus2m-2020-08-02.zip)
* test set translations: [opus2m-2020-08-02.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-zlw/opus2m-2020-08-02.test.txt)
* test set scores: [opus2m-2020-08-02.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-zlw/opus2m-2020-08-02.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| newssyscomb2009-engces.eng.ces 	| 20.6 	| 0.488 |
| news-test2008-engces.eng.ces 	| 18.3 	| 0.466 |
| newstest2009-engces.eng.ces 	| 19.8 	| 0.483 |
| newstest2010-engces.eng.ces 	| 19.8 	| 0.486 |
| newstest2011-engces.eng.ces 	| 20.6 	| 0.489 |
| newstest2012-engces.eng.ces 	| 18.6 	| 0.464 |
| newstest2013-engces.eng.ces 	| 22.3 	| 0.495 |
| newstest2015-encs-engces.eng.ces 	| 21.7 	| 0.502 |
| newstest2016-encs-engces.eng.ces 	| 24.5 	| 0.521 |
| newstest2017-encs-engces.eng.ces 	| 20.1 	| 0.480 |
| newstest2018-encs-engces.eng.ces 	| 19.9 	| 0.483 |
| newstest2019-encs-engces.eng.ces 	| 21.2 	| 0.490 |
| Tatoeba-test.eng-ces.eng.ces 	| 43.7 	| 0.632 |
| Tatoeba-test.eng-csb.eng.csb 	| 1.2 	| 0.188 |
| Tatoeba-test.eng-dsb.eng.dsb 	| 1.5 	| 0.167 |
| Tatoeba-test.eng-hsb.eng.hsb 	| 5.7 	| 0.199 |
| Tatoeba-test.eng.multi 	| 42.8 	| 0.632 |
| Tatoeba-test.eng-pol.eng.pol 	| 43.2 	| 0.641 |

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

- source_languages: eng

- target_languages: zlw

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

- original_repo: Tatoeba-Challenge

- tags: ['translation']

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

- src_constituents: {'eng'}

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

- src_multilingual: False

- tgt_multilingual: True

- prepro:  normalization + SentencePiece (spm32k,spm32k)

- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-zlw/opus2m-2020-08-02.zip

- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-zlw/opus2m-2020-08-02.test.txt

- src_alpha3: eng

- tgt_alpha3: zlw

- short_pair: en-zlw

- chrF2_score: 0.632

- bleu: 42.8

- brevity_penalty: 0.973

- ref_len: 65397.0

- src_name: English

- tgt_name: West Slavic languages

- train_date: 2020-08-02

- src_alpha2: en

- tgt_alpha2: zlw

- prefer_old: False

- long_pair: eng-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-es-sg

* source languages: es
* target languages: sg
*  OPUS readme: [es-sg](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/es-sg/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-sg/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/es-sg/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/es-sg/opus-2020-01-16.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.es.sg 	| 24.8 	| 0.435 |


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

### opus-mt-fr-ve

* source languages: fr
* target languages: ve
*  OPUS readme: [fr-ve](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-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/fr-ve/opus-2020-01-20.zip)
* test set translations: [opus-2020-01-20.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-ve/opus-2020-01-20.test.txt)
* test set scores: [opus-2020-01-20.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-ve/opus-2020-01-20.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.fr.ve 	| 26.3 	| 0.481 |


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

### opus-mt-nyk-en

* source languages: nyk
* target languages: en
*  OPUS readme: [nyk-en](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/nyk-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/nyk-en/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/nyk-en/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/nyk-en/opus-2020-01-16.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.nyk.en 	| 27.3 	| 0.423 |


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

### opus-mt-it-fr

* source languages: it
* target languages: fr
*  OPUS readme: [it-fr](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/it-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/it-fr/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/it-fr/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/it-fr/opus-2020-01-16.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba.it.fr 	| 67.9 	| 0.792 |


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

### opus-mt-loz-sv

* source languages: loz
* target languages: sv
*  OPUS readme: [loz-sv](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/loz-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/loz-sv/opus-2020-01-09.zip)
* test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/loz-sv/opus-2020-01-09.test.txt)
* test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/loz-sv/opus-2020-01-09.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.loz.sv 	| 30.0 	| 0.477 |


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

### opus-mt-en-tn

* source languages: en
* target languages: tn
*  OPUS readme: [en-tn](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-tn/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-tn/opus-2020-01-20.zip)
* test set translations: [opus-2020-01-20.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-tn/opus-2020-01-20.test.txt)
* test set scores: [opus-2020-01-20.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-tn/opus-2020-01-20.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.en.tn 	| 45.5 	| 0.636 |


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

### opus-mt-hr-fr

* source languages: hr
* target languages: fr
*  OPUS readme: [hr-fr](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/hr-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/hr-fr/opus-2020-01-09.zip)
* test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/hr-fr/opus-2020-01-09.test.txt)
* test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/hr-fr/opus-2020-01-09.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.hr.fr 	| 26.1 	| 0.482 |


---
language:
- ko
- hu

tags:
- translation

license: apache-2.0
---

### kor-hun

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

*  model: transformer-align
* source language(s): kor kor_Hang kor_Latn
* target language(s): hun
* 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/kor-hun/opus-2020-06-17.zip)
* test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/kor-hun/opus-2020-06-17.test.txt)
* test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/kor-hun/opus-2020-06-17.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.kor.hun 	| 28.6 	| 0.520 |

### System Info:
- hf_name: kor-hun

- source_languages: kor

- target_languages: hun

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

- original_repo: Tatoeba-Challenge

- tags: ['translation']

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

- src_constituents: {'kor_Hani', 'kor_Hang', 'kor_Latn', 'kor'}

- tgt_constituents: {'hun'}

- src_multilingual: False

- tgt_multilingual: False

- prepro:  normalization + SentencePiece (spm32k,spm32k)

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

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

- src_alpha3: kor

- tgt_alpha3: hun

- short_pair: ko-hu

- chrF2_score: 0.52

- bleu: 28.6

- brevity_penalty: 0.905

- ref_len: 1615.0

- src_name: Korean

- tgt_name: Hungarian

- train_date: 2020-06-17

- src_alpha2: ko

- tgt_alpha2: hu

- prefer_old: False

- long_pair: kor-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-fi-sq

* source languages: fi
* target languages: sq
*  OPUS readme: [fi-sq](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-sq/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-sq/opus-2020-01-08.zip)
* test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-sq/opus-2020-01-08.test.txt)
* test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-sq/opus-2020-01-08.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.fi.sq 	| 32.0 	| 0.535 |


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

### opus-mt-fr-ru

* source languages: fr
* target languages: ru
*  OPUS readme: [fr-ru](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-ru/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/fr-ru/opus-2020-01-24.zip)
* test set translations: [opus-2020-01-24.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-ru/opus-2020-01-24.test.txt)
* test set scores: [opus-2020-01-24.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-ru/opus-2020-01-24.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba.fr.ru 	| 37.9 	| 0.585 |


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

### opus-mt-en-pon

* source languages: en
* target languages: pon
*  OPUS readme: [en-pon](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-pon/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-pon/opus-2020-01-08.zip)
* test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-pon/opus-2020-01-08.test.txt)
* test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-pon/opus-2020-01-08.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.en.pon 	| 32.4 	| 0.542 |


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

### opus-mt-es-hil

* source languages: es
* target languages: hil
*  OPUS readme: [es-hil](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/es-hil/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/es-hil/opus-2020-01-20.zip)
* test set translations: [opus-2020-01-20.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/es-hil/opus-2020-01-20.test.txt)
* test set scores: [opus-2020-01-20.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/es-hil/opus-2020-01-20.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.es.hil 	| 35.8 	| 0.584 |


---
language:
- en
- da
- sv
- af
- nn
- fy
- fo
- de
- nb
- nl
- is
- lb
- yi
- gem

tags:
- translation

license: apache-2.0
---

### eng-gem

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

*  model: transformer
* source language(s): eng
* target language(s): afr ang_Latn dan deu enm_Latn fao frr fry gos got_Goth gsw isl ksh ltz nds nld nno nob nob_Hebr non_Latn pdc sco stq swe 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: [opus2m-2020-08-01.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-gem/opus2m-2020-08-01.zip)
* test set translations: [opus2m-2020-08-01.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-gem/opus2m-2020-08-01.test.txt)
* test set scores: [opus2m-2020-08-01.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-gem/opus2m-2020-08-01.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| newssyscomb2009-engdeu.eng.deu 	| 20.9 	| 0.521 |
| news-test2008-engdeu.eng.deu 	| 21.1 	| 0.511 |
| newstest2009-engdeu.eng.deu 	| 20.5 	| 0.516 |
| newstest2010-engdeu.eng.deu 	| 22.5 	| 0.526 |
| newstest2011-engdeu.eng.deu 	| 20.5 	| 0.508 |
| newstest2012-engdeu.eng.deu 	| 20.8 	| 0.507 |
| newstest2013-engdeu.eng.deu 	| 24.6 	| 0.534 |
| newstest2015-ende-engdeu.eng.deu 	| 27.9 	| 0.569 |
| newstest2016-ende-engdeu.eng.deu 	| 33.2 	| 0.607 |
| newstest2017-ende-engdeu.eng.deu 	| 26.5 	| 0.560 |
| newstest2018-ende-engdeu.eng.deu 	| 39.4 	| 0.648 |
| newstest2019-ende-engdeu.eng.deu 	| 35.0 	| 0.613 |
| Tatoeba-test.eng-afr.eng.afr 	| 56.5 	| 0.745 |
| Tatoeba-test.eng-ang.eng.ang 	| 6.7 	| 0.154 |
| Tatoeba-test.eng-dan.eng.dan 	| 58.0 	| 0.726 |
| Tatoeba-test.eng-deu.eng.deu 	| 40.3 	| 0.615 |
| Tatoeba-test.eng-enm.eng.enm 	| 1.4 	| 0.215 |
| Tatoeba-test.eng-fao.eng.fao 	| 7.2 	| 0.304 |
| Tatoeba-test.eng-frr.eng.frr 	| 5.5 	| 0.159 |
| Tatoeba-test.eng-fry.eng.fry 	| 19.4 	| 0.433 |
| Tatoeba-test.eng-gos.eng.gos 	| 1.0 	| 0.182 |
| Tatoeba-test.eng-got.eng.got 	| 0.3 	| 0.012 |
| Tatoeba-test.eng-gsw.eng.gsw 	| 0.9 	| 0.130 |
| Tatoeba-test.eng-isl.eng.isl 	| 23.4 	| 0.505 |
| Tatoeba-test.eng-ksh.eng.ksh 	| 1.1 	| 0.141 |
| Tatoeba-test.eng-ltz.eng.ltz 	| 20.3 	| 0.379 |
| Tatoeba-test.eng.multi 	| 46.5 	| 0.641 |
| Tatoeba-test.eng-nds.eng.nds 	| 20.6 	| 0.458 |
| Tatoeba-test.eng-nld.eng.nld 	| 53.4 	| 0.702 |
| Tatoeba-test.eng-non.eng.non 	| 0.6 	| 0.166 |
| Tatoeba-test.eng-nor.eng.nor 	| 50.3 	| 0.679 |
| Tatoeba-test.eng-pdc.eng.pdc 	| 3.9 	| 0.189 |
| Tatoeba-test.eng-sco.eng.sco 	| 33.0 	| 0.542 |
| Tatoeba-test.eng-stq.eng.stq 	| 2.3 	| 0.274 |
| Tatoeba-test.eng-swe.eng.swe 	| 57.9 	| 0.719 |
| Tatoeba-test.eng-swg.eng.swg 	| 1.2 	| 0.171 |
| Tatoeba-test.eng-yid.eng.yid 	| 7.2 	| 0.304 |

### System Info:
- hf_name: eng-gem

- source_languages: eng

- target_languages: gem

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

- original_repo: Tatoeba-Challenge

- tags: ['translation']

- languages: ['en', 'da', 'sv', 'af', 'nn', 'fy', 'fo', 'de', 'nb', 'nl', 'is', 'lb', 'yi', 'gem']

- src_constituents: {'eng'}

- tgt_constituents: {'ksh', 'enm_Latn', 'got_Goth', 'stq', 'dan', 'swe', 'afr', 'pdc', 'gos', 'nno', 'fry', 'gsw', 'fao', 'deu', 'swg', 'sco', 'nob', 'nld', 'isl', 'eng', 'ltz', 'nob_Hebr', 'ang_Latn', 'frr', 'non_Latn', 'yid', 'nds'}

- src_multilingual: False

- tgt_multilingual: True

- prepro:  normalization + SentencePiece (spm32k,spm32k)

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

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

- src_alpha3: eng

- tgt_alpha3: gem

- short_pair: en-gem

- chrF2_score: 0.6409999999999999

- bleu: 46.5

- brevity_penalty: 0.9790000000000001

- ref_len: 73328.0

- src_name: English

- tgt_name: Germanic languages

- train_date: 2020-08-01

- src_alpha2: en

- tgt_alpha2: gem

- prefer_old: False

- long_pair: eng-gem

- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535

- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b

- port_machine: brutasse

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


---
language:
- uk
- sh

tags:
- translation

license: apache-2.0
---

### ukr-hbs

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

*  model: transformer-align
* source language(s): ukr
* target language(s): hrv srp_Cyrl srp_Latn
* 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/ukr-hbs/opus-2020-06-17.zip)
* test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/ukr-hbs/opus-2020-06-17.test.txt)
* test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/ukr-hbs/opus-2020-06-17.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.ukr.hbs 	| 42.8 	| 0.631 |

### System Info:
- hf_name: ukr-hbs

- source_languages: ukr

- target_languages: hbs

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

- original_repo: Tatoeba-Challenge

- tags: ['translation']

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

- src_constituents: {'ukr'}

- tgt_constituents: {'hrv', 'srp_Cyrl', 'bos_Latn', 'srp_Latn'}

- src_multilingual: False

- tgt_multilingual: False

- prepro:  normalization + SentencePiece (spm32k,spm32k)

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

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

- src_alpha3: ukr

- tgt_alpha3: hbs

- short_pair: uk-sh

- chrF2_score: 0.631

- bleu: 42.8

- brevity_penalty: 0.96

- ref_len: 5128.0

- src_name: Ukrainian

- tgt_name: Serbo-Croatian

- train_date: 2020-06-17

- src_alpha2: uk

- tgt_alpha2: sh

- prefer_old: False

- long_pair: ukr-hbs

- 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-mk-fr

* source languages: mk
* target languages: fr
*  OPUS readme: [mk-fr](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/mk-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/mk-fr/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/mk-fr/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/mk-fr/opus-2020-01-16.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| GlobalVoices.mk.fr 	| 22.3 	| 0.492 |


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

### opus-mt-th-fr

* source languages: th
* target languages: fr
*  OPUS readme: [th-fr](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/th-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/th-fr/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/th-fr/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/th-fr/opus-2020-01-16.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.th.fr 	| 20.4 	| 0.363 |


---
language:
- da
- eo

tags:
- translation

license: apache-2.0
---

### dan-epo

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

*  model: transformer-align
* source language(s): dan
* target language(s): epo
* 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/dan-epo/opus-2020-06-16.zip)
* test set translations: [opus-2020-06-16.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/dan-epo/opus-2020-06-16.test.txt)
* test set scores: [opus-2020-06-16.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/dan-epo/opus-2020-06-16.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.dan.epo 	| 23.6 	| 0.432 |

### System Info:
- hf_name: dan-epo

- source_languages: dan

- target_languages: epo

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

- original_repo: Tatoeba-Challenge

- tags: ['translation']

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

- src_constituents: {'dan'}

- tgt_constituents: {'epo'}

- src_multilingual: False

- tgt_multilingual: False

- prepro:  normalization + SentencePiece (spm4k,spm4k)

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

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

- src_alpha3: dan

- tgt_alpha3: epo

- short_pair: da-eo

- chrF2_score: 0.43200000000000005

- bleu: 23.6

- brevity_penalty: 0.9420000000000001

- ref_len: 69856.0

- src_name: Danish

- tgt_name: Esperanto

- train_date: 2020-06-16

- src_alpha2: da

- tgt_alpha2: eo

- prefer_old: False

- long_pair: dan-epo

- 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-csn-es

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

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-15.zip](https://object.pouta.csc.fi/OPUS-MT-models/csn-es/opus-2020-01-15.zip)
* test set translations: [opus-2020-01-15.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/csn-es/opus-2020-01-15.test.txt)
* test set scores: [opus-2020-01-15.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/csn-es/opus-2020-01-15.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.csn.es 	| 87.4 	| 0.899 |


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

### opus-mt-ti-en

* source languages: ti
* target languages: en
*  OPUS readme: [ti-en](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/ti-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/ti-en/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/ti-en/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/ti-en/opus-2020-01-16.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.ti.en 	| 30.4 	| 0.461 |


---
language:
- fr
- he

tags:
- translation

license: apache-2.0
---
### fr-he

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

*  model: transformer
* source language(s): fra
* target language(s): heb
* model: transformer
* pre-processing: normalization + SentencePiece (spm32k,spm32k)
* download original weights: [opus-2020-12-10.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/fra-heb/opus-2020-12-10.zip)
* test set translations: [opus-2020-12-10.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/fra-heb/opus-2020-12-10.test.txt)
* test set scores: [opus-2020-12-10.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/fra-heb/opus-2020-12-10.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.fra.heb 	| 39.2 	| 0.598 |

### System Info:
- hf_name: fr-he

- source_languages: fra

- target_languages: heb

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

- original_repo: Tatoeba-Challenge

- tags: ['translation']

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

- src_constituents: ('French', {'fra'})

- tgt_constituents: ('Hebrew', {'heb'})

- src_multilingual: False

- tgt_multilingual: False

- long_pair: fra-heb

- prepro:  normalization + SentencePiece (spm32k,spm32k)

- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/fra-heb/opus-2020-12-10.zip

- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/fra-heb/opus-2020-12-10.test.txt

- src_alpha3: fra

- tgt_alpha3: heb

- chrF2_score: 0.598

- bleu: 39.2

- brevity_penalty: 1.0

- ref_len: 20655.0

- src_name: French

- tgt_name: Hebrew

- train_date: 2020-12-10 00:00:00

- src_alpha2: fr

- tgt_alpha2: he

- prefer_old: False

- short_pair: fr-he

- helsinki_git_sha: b317f78a3ec8a556a481b6a53dc70dc11769ca96

- transformers_git_sha: 1310e1a758edc8e89ec363db76863c771fbeb1de

- port_machine: LM0-400-22516.local

- port_time: 2020-12-11-16:02


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

### opus-mt-crs-fi

* source languages: crs
* target languages: fi
*  OPUS readme: [crs-fi](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/crs-fi/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/crs-fi/opus-2020-01-08.zip)
* test set translations: [opus-2020-01-08.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/crs-fi/opus-2020-01-08.test.txt)
* test set scores: [opus-2020-01-08.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/crs-fi/opus-2020-01-08.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.crs.fi 	| 25.6 	| 0.479 |


---
language:
- euq
- en

tags:
- translation

license: apache-2.0
---

### euq-eng

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

*  model: transformer
* source language(s): eus
* target language(s): eng
* model: transformer
* pre-processing: normalization + SentencePiece (spm12k,spm12k)
* download original weights: [opus-2020-07-26.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/euq-eng/opus-2020-07-26.zip)
* test set translations: [opus-2020-07-26.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/euq-eng/opus-2020-07-26.test.txt)
* test set scores: [opus-2020-07-26.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/euq-eng/opus-2020-07-26.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.eus.eng 	| 41.5 	| 0.594 |
| Tatoeba-test.eus-eng.eus.eng 	| 41.5 	| 0.594 |

### System Info:
- hf_name: euq-eng

- source_languages: euq

- target_languages: eng

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

- original_repo: Tatoeba-Challenge

- tags: ['translation']

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

- src_constituents: {'eus'}

- tgt_constituents: {'eng'}

- src_multilingual: False

- tgt_multilingual: False

- prepro:  normalization + SentencePiece (spm12k,spm12k)

- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/euq-eng/opus-2020-07-26.zip

- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/euq-eng/opus-2020-07-26.test.txt

- src_alpha3: euq

- tgt_alpha3: eng

- short_pair: euq-en

- chrF2_score: 0.594

- bleu: 41.5

- brevity_penalty: 0.9640000000000001

- ref_len: 8157.0

- src_name: Basque (family)

- tgt_name: English

- train_date: 2020-07-26

- src_alpha2: euq

- tgt_alpha2: en

- prefer_old: False

- long_pair: euq-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-tpi-en

* source languages: tpi
* target languages: en
*  OPUS readme: [tpi-en](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/tpi-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/tpi-en/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/tpi-en/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/tpi-en/opus-2020-01-16.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.tpi.en 	| 29.1 	| 0.448 |


---
language:
- gl
- pt

tags:
- translation

license: apache-2.0
---

### glg-por

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

*  model: transformer-align
* source language(s): glg
* target language(s): por
* 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/glg-por/opus-2020-06-16.zip)
* test set translations: [opus-2020-06-16.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/glg-por/opus-2020-06-16.test.txt)
* test set scores: [opus-2020-06-16.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/glg-por/opus-2020-06-16.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.glg.por 	| 57.9 	| 0.758 |

### System Info:
- hf_name: glg-por

- source_languages: glg

- target_languages: por

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

- original_repo: Tatoeba-Challenge

- tags: ['translation']

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

- src_constituents: {'glg'}

- tgt_constituents: {'por'}

- src_multilingual: False

- tgt_multilingual: False

- prepro:  normalization + SentencePiece (spm4k,spm4k)

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

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

- src_alpha3: glg

- tgt_alpha3: por

- short_pair: gl-pt

- chrF2_score: 0.758

- bleu: 57.9

- brevity_penalty: 0.977

- ref_len: 3078.0

- src_name: Galician

- tgt_name: Portuguese

- train_date: 2020-06-16

- src_alpha2: gl

- tgt_alpha2: pt

- prefer_old: False

- long_pair: glg-por

- 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-tll-en

* source languages: tll
* target languages: en
*  OPUS readme: [tll-en](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/tll-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/tll-en/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/tll-en/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/tll-en/opus-2020-01-16.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.tll.en 	| 34.5 	| 0.500 |


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

### opus-mt-war-es

* source languages: war
* target languages: es
*  OPUS readme: [war-es](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/war-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/war-es/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/war-es/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/war-es/opus-2020-01-16.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.war.es 	| 28.7 	| 0.470 |


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

### opus-mt-pag-de

* source languages: pag
* target languages: de
*  OPUS readme: [pag-de](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/pag-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/pag-de/opus-2020-01-21.zip)
* test set translations: [opus-2020-01-21.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/pag-de/opus-2020-01-21.test.txt)
* test set scores: [opus-2020-01-21.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/pag-de/opus-2020-01-21.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.pag.de 	| 22.8 	| 0.435 |


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

### opus-mt-lun-en

* source languages: lun
* target languages: en
*  OPUS readme: [lun-en](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/lun-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/lun-en/opus-2020-01-09.zip)
* test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/lun-en/opus-2020-01-09.test.txt)
* test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/lun-en/opus-2020-01-09.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.lun.en 	| 30.6 	| 0.466 |


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

### opus-mt-nso-fi

* source languages: nso
* target languages: fi
*  OPUS readme: [nso-fi](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/nso-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/nso-fi/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/nso-fi/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/nso-fi/opus-2020-01-16.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.nso.fi 	| 27.8 	| 0.523 |


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

### opus-mt-hr-fi

* source languages: hr
* target languages: fi
*  OPUS readme: [hr-fi](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/hr-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/hr-fi/opus-2020-01-09.zip)
* test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/hr-fi/opus-2020-01-09.test.txt)
* test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/hr-fi/opus-2020-01-09.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.hr.fi 	| 25.0 	| 0.519 |


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

### opus-mt-sv-fj

* source languages: sv
* target languages: fj
*  OPUS readme: [sv-fj](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/sv-fj/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/sv-fj/opus-2020-01-21.zip)
* test set translations: [opus-2020-01-21.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/sv-fj/opus-2020-01-21.test.txt)
* test set scores: [opus-2020-01-21.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/sv-fj/opus-2020-01-21.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.sv.fj 	| 27.8 	| 0.504 |


---
language:
- it
- ar

tags:
- translation

license: apache-2.0
---

### ita-ara

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

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

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.ita.ara 	| 21.9 	| 0.517 |

### System Info:
- hf_name: ita-ara

- source_languages: ita

- target_languages: ara

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

- original_repo: Tatoeba-Challenge

- tags: ['translation']

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

- src_constituents: {'ita'}

- 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/ita-ara/opus-2020-07-03.zip

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

- src_alpha3: ita

- tgt_alpha3: ara

- short_pair: it-ar

- chrF2_score: 0.517

- bleu: 21.9

- brevity_penalty: 0.95

- ref_len: 1161.0

- src_name: Italian

- tgt_name: Arabic

- train_date: 2020-07-03

- src_alpha2: it

- tgt_alpha2: ar

- prefer_old: False

- long_pair: ita-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-sv-lua

* source languages: sv
* target languages: lua
*  OPUS readme: [sv-lua](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/sv-lua/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-lua/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/sv-lua/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/sv-lua/opus-2020-01-16.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.sv.lua 	| 27.2 	| 0.513 |


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

### opus-mt-fr-pap

* source languages: fr
* target languages: pap
*  OPUS readme: [fr-pap](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fr-pap/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-pap/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-pap/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fr-pap/opus-2020-01-16.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.fr.pap 	| 27.8 	| 0.464 |


---
language:
- en
- ht
- cpf

tags:
- translation

license: apache-2.0
---

### eng-cpf

* source group: English
* target group: Creoles and pidgins, French‑based
*  OPUS readme: [eng-cpf](https://github.com/Helsinki-NLP/Tatoeba-Challenge/tree/master/models/eng-cpf/README.md)

*  model: transformer
* source language(s): eng
* target language(s): gcf_Latn hat mfe
* 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-2020-07-26.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-cpf/opus-2020-07-26.zip)
* test set translations: [opus-2020-07-26.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-cpf/opus-2020-07-26.test.txt)
* test set scores: [opus-2020-07-26.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/eng-cpf/opus-2020-07-26.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.eng-gcf.eng.gcf 	| 6.2 	| 0.262 |
| Tatoeba-test.eng-hat.eng.hat 	| 25.7 	| 0.451 |
| Tatoeba-test.eng-mfe.eng.mfe 	| 80.1 	| 0.900 |
| Tatoeba-test.eng.multi 	| 15.9 	| 0.354 |

### System Info:
- hf_name: eng-cpf

- source_languages: eng

- target_languages: cpf

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

- original_repo: Tatoeba-Challenge

- tags: ['translation']

- languages: ['en', 'ht', 'cpf']

- src_constituents: {'eng'}

- tgt_constituents: {'gcf_Latn', 'hat', 'mfe'}

- src_multilingual: False

- tgt_multilingual: True

- prepro:  normalization + SentencePiece (spm32k,spm32k)

- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-cpf/opus-2020-07-26.zip

- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/eng-cpf/opus-2020-07-26.test.txt

- src_alpha3: eng

- tgt_alpha3: cpf

- short_pair: en-cpf

- chrF2_score: 0.354

- bleu: 15.9

- brevity_penalty: 1.0

- ref_len: 1012.0

- src_name: English

- tgt_name: Creoles and pidgins, French‑based

- train_date: 2020-07-26

- src_alpha2: en

- tgt_alpha2: cpf

- prefer_old: False

- long_pair: eng-cpf

- 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-pap

* source languages: fi
* target languages: pap
*  OPUS readme: [fi-pap](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/fi-pap/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-pap/opus-2020-01-24.zip)
* test set translations: [opus-2020-01-24.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-pap/opus-2020-01-24.test.txt)
* test set scores: [opus-2020-01-24.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/fi-pap/opus-2020-01-24.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.fi.pap 	| 27.3 	| 0.478 |


---
language:
- sn
- zu
- rw
- lg
- ts
- ln
- ny
- xh
- rn
- bnt
- en

tags:
- translation

license: apache-2.0
---

### bnt-eng

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

*  model: transformer
* source language(s): kin lin lug nya run sna swh toi_Latn tso umb xho zul
* target language(s): eng
* model: transformer
* pre-processing: normalization + SentencePiece (spm32k,spm32k)
* download original weights: [opus2m-2020-07-31.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/bnt-eng/opus2m-2020-07-31.zip)
* test set translations: [opus2m-2020-07-31.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/bnt-eng/opus2m-2020-07-31.test.txt)
* test set scores: [opus2m-2020-07-31.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/bnt-eng/opus2m-2020-07-31.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.kin-eng.kin.eng 	| 31.7 	| 0.481 |
| Tatoeba-test.lin-eng.lin.eng 	| 8.3 	| 0.271 |
| Tatoeba-test.lug-eng.lug.eng 	| 5.3 	| 0.128 |
| Tatoeba-test.multi.eng 	| 23.1 	| 0.394 |
| Tatoeba-test.nya-eng.nya.eng 	| 38.3 	| 0.527 |
| Tatoeba-test.run-eng.run.eng 	| 26.6 	| 0.431 |
| Tatoeba-test.sna-eng.sna.eng 	| 27.5 	| 0.440 |
| Tatoeba-test.swa-eng.swa.eng 	| 4.6 	| 0.195 |
| Tatoeba-test.toi-eng.toi.eng 	| 16.2 	| 0.342 |
| Tatoeba-test.tso-eng.tso.eng 	| 100.0 	| 1.000 |
| Tatoeba-test.umb-eng.umb.eng 	| 8.4 	| 0.231 |
| Tatoeba-test.xho-eng.xho.eng 	| 37.2 	| 0.554 |
| Tatoeba-test.zul-eng.zul.eng 	| 40.9 	| 0.576 |

### System Info:
- hf_name: bnt-eng

- source_languages: bnt

- target_languages: eng

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

- original_repo: Tatoeba-Challenge

- tags: ['translation']

- languages: ['sn', 'zu', 'rw', 'lg', 'ts', 'ln', 'ny', 'xh', 'rn', 'bnt', 'en']

- src_constituents: {'sna', 'zul', 'kin', 'lug', 'tso', 'lin', 'nya', 'xho', 'swh', 'run', 'toi_Latn', 'umb'}

- tgt_constituents: {'eng'}

- src_multilingual: True

- tgt_multilingual: False

- prepro:  normalization + SentencePiece (spm32k,spm32k)

- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/bnt-eng/opus2m-2020-07-31.zip

- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/bnt-eng/opus2m-2020-07-31.test.txt

- src_alpha3: bnt

- tgt_alpha3: eng

- short_pair: bnt-en

- chrF2_score: 0.39399999999999996

- bleu: 23.1

- brevity_penalty: 1.0

- ref_len: 14565.0

- src_name: Bantu languages

- tgt_name: English

- train_date: 2020-07-31

- src_alpha2: bnt

- tgt_alpha2: en

- prefer_old: False

- long_pair: bnt-eng

- helsinki_git_sha: 480fcbe0ee1bf4774bcbe6226ad9f58e63f6c535

- transformers_git_sha: 2207e5d8cb224e954a7cba69fa4ac2309e9ff30b

- port_machine: brutasse

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


---
language:
- ru
- da

tags:
- translation

license: apache-2.0
---

### rus-dan

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

*  model: transformer-align
* source language(s): rus
* target language(s): dan
* 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/rus-dan/opus-2020-06-17.zip)
* test set translations: [opus-2020-06-17.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/rus-dan/opus-2020-06-17.test.txt)
* test set scores: [opus-2020-06-17.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/rus-dan/opus-2020-06-17.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.rus.dan 	| 56.6 	| 0.714 |

### System Info:
- hf_name: rus-dan

- source_languages: rus

- target_languages: dan

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

- original_repo: Tatoeba-Challenge

- tags: ['translation']

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

- src_constituents: {'rus'}

- tgt_constituents: {'dan'}

- src_multilingual: False

- tgt_multilingual: False

- prepro:  normalization + SentencePiece (spm32k,spm32k)

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

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

- src_alpha3: rus

- tgt_alpha3: dan

- short_pair: ru-da

- chrF2_score: 0.7140000000000001

- bleu: 56.6

- brevity_penalty: 0.977

- ref_len: 11746.0

- src_name: Russian

- tgt_name: Danish

- train_date: 2020-06-17

- src_alpha2: ru

- tgt_alpha2: da

- prefer_old: False

- long_pair: rus-dan

- 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-fi

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

*  dataset: opus+bt
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus+bt-2020-04-07.zip](https://object.pouta.csc.fi/OPUS-MT-models/sv-fi/opus+bt-2020-04-07.zip)
* test set translations: [opus+bt-2020-04-07.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/sv-fi/opus+bt-2020-04-07.test.txt)
* test set scores: [opus+bt-2020-04-07.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/sv-fi/opus+bt-2020-04-07.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| fiskmo_testset.sv.fi 	| 26.9 	| 0.623 |
| Tatoeba.sv.fi 	| 45.2 	| 0.678 |


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

### opus-mt-bcl-es

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

*  dataset: opus
* model: transformer-align
* pre-processing: normalization + SentencePiece
* download original weights: [opus-2020-01-15.zip](https://object.pouta.csc.fi/OPUS-MT-models/bcl-es/opus-2020-01-15.zip)
* test set translations: [opus-2020-01-15.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/bcl-es/opus-2020-01-15.test.txt)
* test set scores: [opus-2020-01-15.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/bcl-es/opus-2020-01-15.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.bcl.es 	| 37.0 	| 0.551 |


---
language:
- es
- he

tags:
- translation

license: apache-2.0
---
### es-he

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

*  model: transformer
* source language(s): spa
* target language(s): heb
* model: transformer
* pre-processing: normalization + SentencePiece (spm32k,spm32k)
* download original weights: [opus-2020-12-10.zip](https://object.pouta.csc.fi/Tatoeba-MT-models/spa-heb/opus-2020-12-10.zip)
* test set translations: [opus-2020-12-10.test.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/spa-heb/opus-2020-12-10.test.txt)
* test set scores: [opus-2020-12-10.eval.txt](https://object.pouta.csc.fi/Tatoeba-MT-models/spa-heb/opus-2020-12-10.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba-test.spa.heb 	| 43.6 	| 0.636 |

### System Info:
- hf_name: es-he

- source_languages: spa

- target_languages: heb

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

- original_repo: Tatoeba-Challenge

- tags: ['translation']

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

- src_constituents: ('Spanish', {'spa'})

- tgt_constituents: ('Hebrew', {'heb'})

- src_multilingual: False

- tgt_multilingual: False

- long_pair: spa-heb

- prepro:  normalization + SentencePiece (spm32k,spm32k)

- url_model: https://object.pouta.csc.fi/Tatoeba-MT-models/spa-heb/opus-2020-12-10.zip

- url_test_set: https://object.pouta.csc.fi/Tatoeba-MT-models/spa-heb/opus-2020-12-10.test.txt

- src_alpha3: spa

- tgt_alpha3: heb

- chrF2_score: 0.636

- bleu: 43.6

- brevity_penalty: 0.992

- ref_len: 12112.0

- src_name: Spanish

- tgt_name: Hebrew

- train_date: 2020-12-10 00:00:00

- src_alpha2: es

- tgt_alpha2: he

- prefer_old: False

- short_pair: es-he

- helsinki_git_sha: b317f78a3ec8a556a481b6a53dc70dc11769ca96

- transformers_git_sha: 1310e1a758edc8e89ec363db76863c771fbeb1de

- port_machine: LM0-400-22516.local

- port_time: 2020-12-11-11:41


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

### opus-mt-lg-fi

* source languages: lg
* target languages: fi
*  OPUS readme: [lg-fi](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/lg-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/lg-fi/opus-2020-01-24.zip)
* test set translations: [opus-2020-01-24.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/lg-fi/opus-2020-01-24.test.txt)
* test set scores: [opus-2020-01-24.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/lg-fi/opus-2020-01-24.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.lg.fi 	| 21.8 	| 0.424 |


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

### opus-mt-gv-en

* source languages: gv
* target languages: en
*  OPUS readme: [gv-en](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/gv-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/gv-en/opus-2020-01-09.zip)
* test set translations: [opus-2020-01-09.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/gv-en/opus-2020-01-09.test.txt)
* test set scores: [opus-2020-01-09.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/gv-en/opus-2020-01-09.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| bible-uedin.gv.en 	| 38.9 	| 0.668 |


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

### opus-mt-zne-fi

* source languages: zne
* target languages: fi
*  OPUS readme: [zne-fi](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/zne-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/zne-fi/opus-2020-01-16.zip)
* test set translations: [opus-2020-01-16.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/zne-fi/opus-2020-01-16.test.txt)
* test set scores: [opus-2020-01-16.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/zne-fi/opus-2020-01-16.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| JW300.zne.fi 	| 22.8 	| 0.432 |


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

### opus-mt-en-af

* source languages: en
* target languages: af
*  OPUS readme: [en-af](https://github.com/Helsinki-NLP/OPUS-MT-train/blob/master/models/en-af/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-af/opus-2019-12-18.zip)
* test set translations: [opus-2019-12-18.test.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-af/opus-2019-12-18.test.txt)
* test set scores: [opus-2019-12-18.eval.txt](https://object.pouta.csc.fi/OPUS-MT-models/en-af/opus-2019-12-18.eval.txt)

## Benchmarks

| testset               | BLEU  | chr-F |
|-----------------------|-------|-------|
| Tatoeba.en.af 	| 56.1 	| 0.741 |