Datasets:
cointegrated
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Parent(s):
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Update README.md
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README.md
CHANGED
@@ -24,7 +24,230 @@ configs:
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data_files:
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- split: train
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path: data/train-*
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---
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# Dataset Card for "nllb-200-10M-sample"
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-
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data_files:
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- split: train
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path: data/train-*
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+
license: odc-by
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task_categories:
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- translation
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pretty_name: nllb-200-10M-sample
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size_categories:
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- 1M<n<10M
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language:
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- ak # aka_Latn Akan
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- am # amh_Ethi Amharic
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- ar # arb_Arab Modern Standard Arabic
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- awa # awa_Deva Awadhi
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- azj # azj_Latn North Azerbaijani
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- bm # bam_Latn Bambara
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- ban # ban_Latn Balinese
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- be # bel_Cyrl Belarusian
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- bem # bem_Latn Bemba
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- bn # ben_Beng Bengali
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- bho # bho_Deva Bhojpuri
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- bjn # bjn_Latn Banjar (Latin script)
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- bug # bug_Latn Buginese
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- bg # bul_Cyrl Bulgarian
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- ca # cat_Latn Catalan
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- ceb # ceb_Latn Cebuano
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- cs # ces_Latn Czech
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- cjk # cjk_Latn Chokwe
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- ckb # ckb_Arab Central Kurdish
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- crh # crh_Latn Crimean Tatar
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- da # dan_Latn Danish
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- de # deu_Latn German
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- dik # dik_Latn Southwestern Dinka
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- dyu # dyu_Latn Dyula
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- el # ell_Grek Greek
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- en # eng_Latn English
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- eo # epo_Latn Esperanto
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- et # est_Latn Estonian
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- ee # ewe_Latn Ewe
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- fo # fao_Latn Faroese
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- fj # fij_Latn Fijian
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- fi # fin_Latn Finnish
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- fon # fon_Latn Fon
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- fr # fra_Latn French
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- fur # fur_Latn Friulian
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- ff # fuv_Latn Nigerian Fulfulde
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- gaz # gaz_Latn West Central Oromo
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- gd # gla_Latn Scottish Gaelic
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- ga # gle_Latn Irish
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- gl # glg_Latn Galician
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- gn # grn_Latn Guarani
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- gu # guj_Gujr Gujarati
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- ht # hat_Latn Haitian Creole
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- ha # hau_Latn Hausa
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- he # heb_Hebr Hebrew
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- hi # hin_Deva Hindi
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- hne # hne_Deva Chhattisgarhi
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- hr # hrv_Latn Croatian
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- hu # hun_Latn Hungarian
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- hy # hye_Armn Armenian
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- ig # ibo_Latn Igbo
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- ilo # ilo_Latn Ilocano
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- id # ind_Latn Indonesian
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- is # isl_Latn Icelandic
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- it # ita_Latn Italian
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- jv # jav_Latn Javanese
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- ja # jpn_Jpan Japanese
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- kab # kab_Latn Kabyle
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- kac # kac_Latn Jingpho
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- kam # kam_Latn Kamba
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- kn # kan_Knda Kannada
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- ks # kas_Arab Kashmiri (Arabic script)
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- ks # kas_Deva Kashmiri (Devanagari script)
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- ka # kat_Geor Georgian
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- kk # kaz_Cyrl Kazakh
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- kbp # kbp_Latn Kabiyè
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- kea # kea_Latn Kabuverdianu
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- mn # khk_Cyrl Halh Mongolian
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- km # khm_Khmr Khmer
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- ki # kik_Latn Kikuyu
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- rw # kin_Latn Kinyarwanda
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- ky # kir_Cyrl Kyrgyz
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- kmb # kmb_Latn Kimbundu
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- kmr # kmr_Latn Northern Kurdish
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- kr # knc_Arab Central Kanuri (Arabic script)
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- kr # knc_Latn Central Kanuri (Latin script)
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- kg # kon_Latn Kikongo
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- ko # kor_Hang Korean
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- lo # lao_Laoo Lao
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- lij # lij_Latn Ligurian
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- li # lim_Latn Limburgish
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- ln # lin_Latn Lingala
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- lt # lit_Latn Lithuanian
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- lmo # lmo_Latn Lombard
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- ltg # ltg_Latn Latgalian
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- lb # ltz_Latn Luxembourgish
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- lua # lua_Latn Luba-Kasai
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- lg # lug_Latn Ganda
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- luo # luo_Latn Luo
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- lus # lus_Latn Mizo
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- lv # lvs_Latn Standard Latvian
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- mag # mag_Deva Magahi
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- mai # mai_Deva Maithili
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- ml # mal_Mlym Malayalam
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- mr # mar_Deva Marathi
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- min # min_Latn Minangkabau (Latin script)
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- mk # mkd_Cyrl Macedonian
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- mt # mlt_Latn Maltese
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- mni # mni_Beng Meitei (Bengali script)
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- mos # mos_Latn Mossi
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- mi # mri_Latn Maori
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- my # mya_Mymr Burmese
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- nl # nld_Latn Dutch
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- nb # nob_Latn Norwegian Bokmål
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- ne # npi_Deva Nepali
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- nso # nso_Latn Northern Sotho
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- nus # nus_Latn Nuer
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- ny # nya_Latn Nyanja
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- oc # oci_Latn Occitan
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- ory # ory_Orya Odia
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- pag # pag_Latn Pangasinan
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- pa # pan_Guru Eastern Panjabi
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- pap # pap_Latn Papiamento
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- pbt # pbt_Arab Southern Pashto
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- fa # pes_Arab Western Persian
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- plt # plt_Latn Plateau Malagasy
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- pl # pol_Latn Polish
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- pt # por_Latn Portuguese
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- prs # prs_Arab Dari
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- qu # quy_Latn Ayacucho Quechua
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- ro # ron_Latn Romanian
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- rn # run_Latn Rundi
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- ru # rus_Cyrl Russian
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- sg # sag_Latn Sango
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- sa # san_Deva Sanskrit
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- sat # sat_Beng ?
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- scn # scn_Latn Sicilian
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- shn # shn_Mymr Shan
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- si # sin_Sinh Sinhala
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- sk # slk_Latn Slovak
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- sl # slv_Latn Slovenian
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- sm # smo_Latn Samoan
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- sn # sna_Latn Shona
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- sd # snd_Arab Sindhi
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- so # som_Latn Somali
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- st # sot_Latn Southern Sotho
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- es # spa_Latn Spanish
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- sc # srd_Latn Sardinian
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- sr # srp_Cyrl Serbian
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- ss # ssw_Latn Swati
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- su # sun_Latn Sundanese
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- sv # swe_Latn Swedish
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- sw # swh_Latn Swahili
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- szl # szl_Latn Silesian
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- ta # tam_Taml Tamil
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- taq # taq_Latn Tamasheq (Latin script)
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- tt # tat_Cyrl Tatar
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- te # tel_Telu Telugu
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- tg # tgk_Cyrl Tajik
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- tl # tgl_Latn Tagalog
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- ti # tir_Ethi Tigrinya
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- tpi # tpi_Latn Tok Pisin
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- tn # tsn_Latn Tswana
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- ts # tso_Latn Tsonga
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- tk # tuk_Latn Turkmen
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- tum # tum_Latn Tumbuka
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- tr # tur_Latn Turkish
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- tw # twi_Latn Twi
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- tzm # tzm_Tfng Central Atlas Tamazight
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- ug # uig_Arab Uyghur
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- uk # ukr_Cyrl Ukrainian
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- umb # umb_Latn Umbundu
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- ur # urd_Arab Urdu
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- uz # uzn_Latn Northern Uzbek
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- vec # vec_Latn Venetian
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- vi # vie_Latn Vietnamese
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- war # war_Latn Waray
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- wo # wol_Latn Wolof
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- xh # xho_Latn Xhosa
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- yi # ydd_Hebr Eastern Yiddish
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- yo # yor_Latn Yoruba
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- zh # zho_Hans Chinese (Simplified)
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- zh # zho_Hant Chinese (Traditional)
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- ms # zsm_Latn Standard Malay
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- zu # zul_Latn Zulu
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---
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# Dataset Card for "nllb-200-10M-sample"
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This is a sample of nearly 10M sentence pairs from the [NLLB-200](https://arxiv.org/abs/2207.04672)
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mined dataset [allenai/nllb](https://huggingface.co/datasets/allenai/nllb),
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scored with the model [facebook/blaser-2.0-qe](https://huggingface.co/facebook/blaser-2.0-qe)
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described in the [SeamlessM4T](https://arxiv.org/abs/2308.11596) paper.
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The sample is not random; instead, we just took the top `n` language pairs from each translation direction.
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The number `n` was computed with the goal of upsamping the directions that contain underrepresented languages.
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Nevertheless, the 187 languoids (language and script combinations) are not represented equally,
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with most languoids totaling 36K to 200K sentences.
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Over 60% of the sentence pairs have BLASER-QE score above 3.5.
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This dataset can be used for fine-tuning massively multilingual translation models.
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We suggest the following scenario:
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- Filter the dataset by the value of `blaser_sim` (the recommended threshold is 3.0 or 3.5);
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- Randomly swapping the source/target roles in the sentence pairs during data loading;
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- Use that data to augment the dataset while fine-tuning an NLLB-like model for a new translation direction,
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in order to mitigate forgetting of all the other translation directions.
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The dataset is released under the terms of [ODC-BY](https://opendatacommons.org/licenses/by/1-0/).
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By using this, you are also bound to the respective Terms of Use and License of the original source.
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Citation:
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- NLLB Team et al, No Language Left Behind: Scaling Human-Centered Machine Translation, Arxiv https://arxiv.org/abs/2207.04672, 2022.
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- Seamless Communication et al, SeamlessM4T — Massively Multilingual & Multimodal Machine Translation, Arxiv https://arxiv.org/abs/2308.11596, 2023.
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The following language codes are supported. The mapping between languages and codes can be found in the [NLLB-200 paper](https://arxiv.org/abs/2207.04672)
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or in the [FLORES-200 repository](https://github.com/facebookresearch/flores/blob/main/flores200/README.md#languages-in-flores-200).
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```
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aka_Latn amh_Ethi arb_Arab awa_Deva azj_Latn bam_Latn ban_Latn bel_Cyrl bem_Latn ben_Beng bho_Deva bjn_Latn bug_Latn bul_Cyrl
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cat_Latn ceb_Latn ces_Latn cjk_Latn ckb_Arab crh_Latn dan_Latn deu_Latn dik_Latn dyu_Latn ell_Grek eng_Latn epo_Latn est_Latn
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ewe_Latn fao_Latn fij_Latn fin_Latn fon_Latn fra_Latn fur_Latn fuv_Latn gaz_Latn gla_Latn gle_Latn glg_Latn grn_Latn guj_Gujr
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hat_Latn hau_Latn heb_Hebr hin_Deva hne_Deva hrv_Latn hun_Latn hye_Armn ibo_Latn ilo_Latn ind_Latn isl_Latn ita_Latn jav_Latn
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jpn_Jpan kab_Latn kac_Latn kam_Latn kan_Knda kas_Arab kas_Deva kat_Geor kaz_Cyrl kbp_Latn kea_Latn khk_Cyrl khm_Khmr kik_Latn
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kin_Latn kir_Cyrl kmb_Latn kmr_Latn knc_Arab knc_Latn kon_Latn kor_Hang lao_Laoo lij_Latn lim_Latn lin_Latn lit_Latn lmo_Latn
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ltg_Latn ltz_Latn lua_Latn lug_Latn luo_Latn lus_Latn lvs_Latn mag_Deva mai_Deva mal_Mlym mar_Deva min_Latn mkd_Cyrl mlt_Latn
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mni_Beng mos_Latn mri_Latn mya_Mymr nld_Latn nob_Latn npi_Deva nso_Latn nus_Latn nya_Latn oci_Latn ory_Orya pag_Latn pan_Guru
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pap_Latn pbt_Arab pes_Arab plt_Latn pol_Latn por_Latn prs_Arab quy_Latn ron_Latn run_Latn rus_Cyrl sag_Latn san_Deva sat_Beng
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scn_Latn shn_Mymr sin_Sinh slk_Latn slv_Latn smo_Latn sna_Latn snd_Arab som_Latn sot_Latn spa_Latn srd_Latn srp_Cyrl ssw_Latn
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sun_Latn swe_Latn swh_Latn szl_Latn tam_Taml taq_Latn tat_Cyrl tel_Telu tgk_Cyrl tgl_Latn tir_Ethi tpi_Latn tsn_Latn tso_Latn
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tuk_Latn tum_Latn tur_Latn twi_Latn tzm_Tfng uig_Arab ukr_Cyrl umb_Latn urd_Arab uzn_Latn vec_Latn vie_Latn war_Latn wol_Latn
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xho_Latn ydd_Hebr yor_Latn zho_Hans zho_Hant zsm_Latn zul_Latn
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```
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