Datasets › FLoRes-101
FLoRes-101
FLoRes-101 is an evaluation benchmark for low-resource and multilingual machine translation. It consists of 3001 sentences extracted from English Wikipedia, covering a variety of different topics and domains. These sentences have been translated into 101 languages by professional translators through a carefully controlled process.
The FLoRes-101 dataset was introduced to address the lack of good evaluation benchmarks for low-resource languages. It enables better assessment of model quality in these languages and allows for the evaluation of many-to-many multilingual translation systems, as all translations are multilingually aligned.
Benchmarks archive 2025-07-28
All 57 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.
| First row (archive order) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Text Generation | gsarti/flores_101_afr | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_asm | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_cat | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_ceb | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_ces | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_ckb | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_cym | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_dan | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_deu | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_ell | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_eng | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_est | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_fas | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_fin | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_fra | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_ful | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_glg | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_guj | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_hau | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_heb | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_mlt | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_mon | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_msa | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_mya | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_nld | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_nob | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_npi | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_nso | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_nya | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_oci | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_orm | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_ory | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_pan | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_pol | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_por | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_ron | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_rus | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_slk | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_slv | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_som | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_tam | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_tel | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_tgk | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_tgl | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_tha | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_tur | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_ukr | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_umb | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_urd | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_uzb | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_vie | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_wol | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_xho | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_yor | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_zho_simpl | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_zho_trad | no rows | — | — | 0 | Compare |
| Text Generation | gsarti/flores_101_zul | no rows | — | — | 0 | Compare |
Papers archive 2025-07-28
No paper in the archive has a leaderboard row on this dataset; the archive counts 86 papers for it but never published that list.
Dataset loaders archive 2025-07-28
No loader listed in the archive.
Tasks archive 2025-07-28
Text GenerationMachine TranslationTranslation deu-engTranslation eng-deuTranslation spa-engTranslation tur-engTranslation afr-deuTranslation afr-engTranslation deu-afrTranslation eng-afrTranslation eng-nldTranslation nld-engTranslation cat-engTranslation oci-engTranslation eng-catTranslation eng-ociTranslation eng-spaTranslation eng-ellTranslation eng-fraTranslation eng-porTranslation eng-turTranslation ara-engTranslation cym-engTranslation ces-engTranslation dan-engTranslation heb-engTranslation hun-engTranslation kor-engTranslation cat-fraTranslation fra-spaTranslation glg-spaTranslation bul-porTranslation dan-porTranslation dan-spaTranslation bel-porTranslation ara-fraTranslation heb-fraTranslation heb-porTranslation fas-fraTranslation fas-spaEnglish-Ukrainian TranslationTranslation afr-fraTranslation afr-porTranslation afr-spaTranslation amh-engTranslation ben-deuTranslation ben-engTranslation ceb-deuTranslation ceb-engTranslation ceb-fraTranslation ceb-porTranslation ces-spaTranslation cym-fraTranslation cym-porTranslation cym-spaTranslation deu-fraTranslation est-porTranslation gle-spaTranslation hau-engTranslation hin-engTranslation hin-fraTranslation hun-deuTranslation hun-fraTranslation hun-porTranslation hun-spaTranslation hye-deuTranslation ind-deuTranslation zho-eng
License archive 2025-07-28
Modalities archive 2025-07-28
Languages archive 2025-07-28
Variants archive 2025-07-28
- gsarti/flores_101_zul
- gsarti/flores_101_zho_trad
- gsarti/flores_101_zho_simpl
- gsarti/flores_101_yor
- gsarti/flores_101_xho
- gsarti/flores_101_wol
- gsarti/flores_101_vie
- gsarti/flores_101_uzb
- gsarti/flores_101_urd
- gsarti/flores_101_umb
- gsarti/flores_101_ukr
- gsarti/flores_101_tur
- gsarti/flores_101_tha
- gsarti/flores_101_tgl
- gsarti/flores_101_tgk
- gsarti/flores_101_tel
- gsarti/flores_101_tam
- gsarti/flores_101_swh
- gsarti/flores_101_swe
- gsarti/flores_101_srp
- gsarti/flores_101_spa
- gsarti/flores_101_som
- gsarti/flores_101_snd
- gsarti/flores_101_sna
- gsarti/flores_101_slv
- gsarti/flores_101_slk
- gsarti/flores_101_rus
- gsarti/flores_101_ron
- gsarti/flores_101_pus
- gsarti/flores_101_por
- gsarti/flores_101_pol
- gsarti/flores_101_pan
- gsarti/flores_101_ory
- gsarti/flores_101_orm
- gsarti/flores_101_oci
- gsarti/flores_101_nya
- gsarti/flores_101_nso
- gsarti/flores_101_npi
- gsarti/flores_101_nob
- gsarti/flores_101_nld
- gsarti/flores_101_mya
- gsarti/flores_101_msa
- gsarti/flores_101_mri
- gsarti/flores_101_mon
- gsarti/flores_101_mlt
- gsarti/flores_101_mkd
- gsarti/flores_101_mar
- gsarti/flores_101_mal
- gsarti/flores_101_luo
- gsarti/flores_101_lug
- gsarti/flores_101_ltz
- gsarti/flores_101_lit
- gsarti/flores_101_lin
- gsarti/flores_101_lav
- gsarti/flores_101_lao
- gsarti/flores_101_kor
- gsarti/flores_101_kir
- gsarti/flores_101_khm
- gsarti/flores_101_kea
- gsarti/flores_101_kaz
- gsarti/flores_101_kat
- gsarti/flores_101_kan
- gsarti/flores_101_kam
- gsarti/flores_101_jpn
- gsarti/flores_101_jav
- gsarti/flores_101_ita
- gsarti/flores_101_isl
- gsarti/flores_101_ind
- gsarti/flores_101_ibo
- gsarti/flores_101_hye
- gsarti/flores_101_hun
- gsarti/flores_101_hrv
- gsarti/flores_101_hin
- gsarti/flores_101_heb
- gsarti/flores_101_hau
- gsarti/flores_101_guj
- gsarti/flores_101_glg
- gsarti/flores_101_gle
- gsarti/flores_101_ful
- gsarti/flores_101_fra
- gsarti/flores_101_fin
- gsarti/flores_101_fas
- gsarti/flores_101_est
- gsarti/flores_101_eng
- gsarti/flores_101_ell
- gsarti/flores_101_deu
- gsarti/flores_101_dan
- gsarti/flores_101_cym
- gsarti/flores_101_ckb
- gsarti/flores_101_ces
- gsarti/flores_101_ceb
- gsarti/flores_101_cat
- gsarti/flores_101_bul
- gsarti/flores_101_bos
- gsarti/flores_101_ben
- gsarti/flores_101_bel
- gsarti/flores_101_azj
- gsarti/flores_101_ast
- gsarti/flores_101_asm
- gsarti/flores_101_ara
- gsarti/flores_101_amh
- gsarti/flores_101_afr
- flores101-devtest nld-ltz
- flores101-devtest nld-eng
- flores101-devtest nld-deu
- flores101-devtest nld-afr
- flores101-devtest ltz-nld
- flores101-devtest ltz-eng
- flores101-devtest ltz-deu
- flores101-devtest ltz-afr
- flores101-devtest eng-nld
- flores101-devtest eng-ltz
- flores101-devtest eng-deu
- flores101-devtest eng-afr
- flores101-devtest deu-nld
- flores101-devtest deu-ltz
- flores101-devtest deu-eng
- flores101-devtest deu-afr
- flores101-devtest afr-nld
- flores101-devtest afr-ltz
- flores101-devtest afr-eng
- flores101-devtest afr-deu
- flores101-devtest
- FLoRes-101
124 variant names, as the archive lists them.
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections