Datasets:

Modalities:
Tabular
Text
Formats:
parquet
ArXiv:
Libraries:
Datasets
Dask
License:
cointegrated commited on
Commit
fe7b814
·
1 Parent(s): fb9c587

Update README.md

Browse files
Files changed (1) hide show
  1. README.md +224 -1
README.md CHANGED
@@ -24,7 +24,230 @@ configs:
24
  data_files:
25
  - split: train
26
  path: data/train-*
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
27
  ---
28
  # Dataset Card for "nllb-200-10M-sample"
29
 
30
- [More Information needed](https://github.com/huggingface/datasets/blob/main/CONTRIBUTING.md#how-to-contribute-to-the-dataset-cards)
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
24
  data_files:
25
  - split: train
26
  path: data/train-*
27
+ license: odc-by
28
+ task_categories:
29
+ - translation
30
+ pretty_name: nllb-200-10M-sample
31
+ size_categories:
32
+ - 1M<n<10M
33
+ language:
34
+ - ak # aka_Latn Akan
35
+ - am # amh_Ethi Amharic
36
+ - ar # arb_Arab Modern Standard Arabic
37
+ - awa # awa_Deva Awadhi
38
+ - azj # azj_Latn North Azerbaijani
39
+ - bm # bam_Latn Bambara
40
+ - ban # ban_Latn Balinese
41
+ - be # bel_Cyrl Belarusian
42
+ - bem # bem_Latn Bemba
43
+ - bn # ben_Beng Bengali
44
+ - bho # bho_Deva Bhojpuri
45
+ - bjn # bjn_Latn Banjar (Latin script)
46
+ - bug # bug_Latn Buginese
47
+ - bg # bul_Cyrl Bulgarian
48
+ - ca # cat_Latn Catalan
49
+ - ceb # ceb_Latn Cebuano
50
+ - cs # ces_Latn Czech
51
+ - cjk # cjk_Latn Chokwe
52
+ - ckb # ckb_Arab Central Kurdish
53
+ - crh # crh_Latn Crimean Tatar
54
+ - da # dan_Latn Danish
55
+ - de # deu_Latn German
56
+ - dik # dik_Latn Southwestern Dinka
57
+ - dyu # dyu_Latn Dyula
58
+ - el # ell_Grek Greek
59
+ - en # eng_Latn English
60
+ - eo # epo_Latn Esperanto
61
+ - et # est_Latn Estonian
62
+ - ee # ewe_Latn Ewe
63
+ - fo # fao_Latn Faroese
64
+ - fj # fij_Latn Fijian
65
+ - fi # fin_Latn Finnish
66
+ - fon # fon_Latn Fon
67
+ - fr # fra_Latn French
68
+ - fur # fur_Latn Friulian
69
+ - ff # fuv_Latn Nigerian Fulfulde
70
+ - gaz # gaz_Latn West Central Oromo
71
+ - gd # gla_Latn Scottish Gaelic
72
+ - ga # gle_Latn Irish
73
+ - gl # glg_Latn Galician
74
+ - gn # grn_Latn Guarani
75
+ - gu # guj_Gujr Gujarati
76
+ - ht # hat_Latn Haitian Creole
77
+ - ha # hau_Latn Hausa
78
+ - he # heb_Hebr Hebrew
79
+ - hi # hin_Deva Hindi
80
+ - hne # hne_Deva Chhattisgarhi
81
+ - hr # hrv_Latn Croatian
82
+ - hu # hun_Latn Hungarian
83
+ - hy # hye_Armn Armenian
84
+ - ig # ibo_Latn Igbo
85
+ - ilo # ilo_Latn Ilocano
86
+ - id # ind_Latn Indonesian
87
+ - is # isl_Latn Icelandic
88
+ - it # ita_Latn Italian
89
+ - jv # jav_Latn Javanese
90
+ - ja # jpn_Jpan Japanese
91
+ - kab # kab_Latn Kabyle
92
+ - kac # kac_Latn Jingpho
93
+ - kam # kam_Latn Kamba
94
+ - kn # kan_Knda Kannada
95
+ - ks # kas_Arab Kashmiri (Arabic script)
96
+ - ks # kas_Deva Kashmiri (Devanagari script)
97
+ - ka # kat_Geor Georgian
98
+ - kk # kaz_Cyrl Kazakh
99
+ - kbp # kbp_Latn Kabiyè
100
+ - kea # kea_Latn Kabuverdianu
101
+ - mn # khk_Cyrl Halh Mongolian
102
+ - km # khm_Khmr Khmer
103
+ - ki # kik_Latn Kikuyu
104
+ - rw # kin_Latn Kinyarwanda
105
+ - ky # kir_Cyrl Kyrgyz
106
+ - kmb # kmb_Latn Kimbundu
107
+ - kmr # kmr_Latn Northern Kurdish
108
+ - kr # knc_Arab Central Kanuri (Arabic script)
109
+ - kr # knc_Latn Central Kanuri (Latin script)
110
+ - kg # kon_Latn Kikongo
111
+ - ko # kor_Hang Korean
112
+ - lo # lao_Laoo Lao
113
+ - lij # lij_Latn Ligurian
114
+ - li # lim_Latn Limburgish
115
+ - ln # lin_Latn Lingala
116
+ - lt # lit_Latn Lithuanian
117
+ - lmo # lmo_Latn Lombard
118
+ - ltg # ltg_Latn Latgalian
119
+ - lb # ltz_Latn Luxembourgish
120
+ - lua # lua_Latn Luba-Kasai
121
+ - lg # lug_Latn Ganda
122
+ - luo # luo_Latn Luo
123
+ - lus # lus_Latn Mizo
124
+ - lv # lvs_Latn Standard Latvian
125
+ - mag # mag_Deva Magahi
126
+ - mai # mai_Deva Maithili
127
+ - ml # mal_Mlym Malayalam
128
+ - mr # mar_Deva Marathi
129
+ - min # min_Latn Minangkabau (Latin script)
130
+ - mk # mkd_Cyrl Macedonian
131
+ - mt # mlt_Latn Maltese
132
+ - mni # mni_Beng Meitei (Bengali script)
133
+ - mos # mos_Latn Mossi
134
+ - mi # mri_Latn Maori
135
+ - my # mya_Mymr Burmese
136
+ - nl # nld_Latn Dutch
137
+ - nb # nob_Latn Norwegian Bokmål
138
+ - ne # npi_Deva Nepali
139
+ - nso # nso_Latn Northern Sotho
140
+ - nus # nus_Latn Nuer
141
+ - ny # nya_Latn Nyanja
142
+ - oc # oci_Latn Occitan
143
+ - ory # ory_Orya Odia
144
+ - pag # pag_Latn Pangasinan
145
+ - pa # pan_Guru Eastern Panjabi
146
+ - pap # pap_Latn Papiamento
147
+ - pbt # pbt_Arab Southern Pashto
148
+ - fa # pes_Arab Western Persian
149
+ - plt # plt_Latn Plateau Malagasy
150
+ - pl # pol_Latn Polish
151
+ - pt # por_Latn Portuguese
152
+ - prs # prs_Arab Dari
153
+ - qu # quy_Latn Ayacucho Quechua
154
+ - ro # ron_Latn Romanian
155
+ - rn # run_Latn Rundi
156
+ - ru # rus_Cyrl Russian
157
+ - sg # sag_Latn Sango
158
+ - sa # san_Deva Sanskrit
159
+ - sat # sat_Beng ?
160
+ - scn # scn_Latn Sicilian
161
+ - shn # shn_Mymr Shan
162
+ - si # sin_Sinh Sinhala
163
+ - sk # slk_Latn Slovak
164
+ - sl # slv_Latn Slovenian
165
+ - sm # smo_Latn Samoan
166
+ - sn # sna_Latn Shona
167
+ - sd # snd_Arab Sindhi
168
+ - so # som_Latn Somali
169
+ - st # sot_Latn Southern Sotho
170
+ - es # spa_Latn Spanish
171
+ - sc # srd_Latn Sardinian
172
+ - sr # srp_Cyrl Serbian
173
+ - ss # ssw_Latn Swati
174
+ - su # sun_Latn Sundanese
175
+ - sv # swe_Latn Swedish
176
+ - sw # swh_Latn Swahili
177
+ - szl # szl_Latn Silesian
178
+ - ta # tam_Taml Tamil
179
+ - taq # taq_Latn Tamasheq (Latin script)
180
+ - tt # tat_Cyrl Tatar
181
+ - te # tel_Telu Telugu
182
+ - tg # tgk_Cyrl Tajik
183
+ - tl # tgl_Latn Tagalog
184
+ - ti # tir_Ethi Tigrinya
185
+ - tpi # tpi_Latn Tok Pisin
186
+ - tn # tsn_Latn Tswana
187
+ - ts # tso_Latn Tsonga
188
+ - tk # tuk_Latn Turkmen
189
+ - tum # tum_Latn Tumbuka
190
+ - tr # tur_Latn Turkish
191
+ - tw # twi_Latn Twi
192
+ - tzm # tzm_Tfng Central Atlas Tamazight
193
+ - ug # uig_Arab Uyghur
194
+ - uk # ukr_Cyrl Ukrainian
195
+ - umb # umb_Latn Umbundu
196
+ - ur # urd_Arab Urdu
197
+ - uz # uzn_Latn Northern Uzbek
198
+ - vec # vec_Latn Venetian
199
+ - vi # vie_Latn Vietnamese
200
+ - war # war_Latn Waray
201
+ - wo # wol_Latn Wolof
202
+ - xh # xho_Latn Xhosa
203
+ - yi # ydd_Hebr Eastern Yiddish
204
+ - yo # yor_Latn Yoruba
205
+ - zh # zho_Hans Chinese (Simplified)
206
+ - zh # zho_Hant Chinese (Traditional)
207
+ - ms # zsm_Latn Standard Malay
208
+ - zu # zul_Latn Zulu
209
  ---
210
  # Dataset Card for "nllb-200-10M-sample"
211
 
212
+ This is a sample of nearly 10M sentence pairs from the [NLLB-200](https://arxiv.org/abs/2207.04672)
213
+ mined dataset [allenai/nllb](https://huggingface.co/datasets/allenai/nllb),
214
+ scored with the model [facebook/blaser-2.0-qe](https://huggingface.co/facebook/blaser-2.0-qe)
215
+ described in the [SeamlessM4T](https://arxiv.org/abs/2308.11596) paper.
216
+
217
+ The sample is not random; instead, we just took the top `n` language pairs from each translation direction.
218
+ The number `n` was computed with the goal of upsamping the directions that contain underrepresented languages.
219
+ Nevertheless, the 187 languoids (language and script combinations) are not represented equally,
220
+ with most languoids totaling 36K to 200K sentences.
221
+ Over 60% of the sentence pairs have BLASER-QE score above 3.5.
222
+
223
+ This dataset can be used for fine-tuning massively multilingual translation models.
224
+ We suggest the following scenario:
225
+ - Filter the dataset by the value of `blaser_sim` (the recommended threshold is 3.0 or 3.5);
226
+ - Randomly swapping the source/target roles in the sentence pairs during data loading;
227
+ - Use that data to augment the dataset while fine-tuning an NLLB-like model for a new translation direction,
228
+ in order to mitigate forgetting of all the other translation directions.
229
+
230
+ The dataset is released under the terms of [ODC-BY](https://opendatacommons.org/licenses/by/1-0/).
231
+ By using this, you are also bound to the respective Terms of Use and License of the original source.
232
+
233
+ Citation:
234
+ - NLLB Team et al, No Language Left Behind: Scaling Human-Centered Machine Translation, Arxiv https://arxiv.org/abs/2207.04672, 2022.
235
+ - Seamless Communication et al, SeamlessM4T — Massively Multilingual & Multimodal Machine Translation, Arxiv https://arxiv.org/abs/2308.11596, 2023.
236
+
237
+ 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)
238
+ or in the [FLORES-200 repository](https://github.com/facebookresearch/flores/blob/main/flores200/README.md#languages-in-flores-200).
239
+ ```
240
+ 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
241
+ 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
242
+ 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
243
+ 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
244
+ 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
245
+ 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
246
+ 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
247
+ 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
248
+ 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
249
+ 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
250
+ 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
251
+ 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
252
+ xho_Latn ydd_Hebr yor_Latn zho_Hans zho_Hant zsm_Latn zul_Latn
253
+ ```