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opus1m+bt-2021-04-13.yml
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opus1m+bt-2021-04-13.yml
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release: eng-inc/opus1m+bt-2021-04-13.zip
release-date: 2021-04-13
dataset-name: opus1m+bt
modeltype: transformer-align
vocabulary:
source: opus1m+bt.spm32k-spm32k.vocab.yml
target: opus1m+bt.spm32k-spm32k.vocab.yml
pre-processing: normalization + SentencePiece (spm32k,spm32k)
subwords:
source: spm32k
target: spm32k
subword-models:
source: source.spm
target: target.spm
source-languages:
- eng
target-languages:
- asm
- awa
- ben
- bho
- dty
- gbm
- gom
- guj
- hif
- hin
- mai
- mar
- nep
- npi
- ori
- pan
- pnb
- rmn
- rmy
- rom
- san
- sin
- snd
- urd
use-target-labels:
- ">>asm<<"
- ">>awa<<"
- ">>ben<<"
- ">>ben_Cyrl<<"
- ">>ben_Deva<<"
- ">>ben_Gujr<<"
- ">>bho<<"
- ">>dty<<"
- ">>gbm<<"
- ">>gom<<"
- ">>guj<<"
- ">>hif_Latn<<"
- ">>hin<<"
- ">>mai<<"
- ">>mar<<"
- ">>nep<<"
- ">>npi<<"
- ">>ori<<"
- ">>pan<<"
- ">>pan_Guru<<"
- ">>pnb<<"
- ">>pnb_Guru<<"
- ">>rmn<<"
- ">>rmy<<"
- ">>rom<<"
- ">>san<<"
- ">>san_Deva<<"
- ">>sin<<"
- ">>snd_Arab<<"
- ">>urd<<"
training-data:
eng-asm: Tatoeba-train (533376) wiki.aa (987) wikisource.aa (4516)
eng-awa: wiki.aa (16)
eng-ben: Tatoeba-train (1000000)
eng-ben_Cyrl: Tatoeba-train (41)
eng-ben_Deva: Tatoeba-train (9)
eng-ben_Gujr: Tatoeba-train (6)
eng-dty: Tatoeba-train (34)
eng-guj: Tatoeba-train (1000000) wiki.aa.guj-eng (219723) wikiquote.aa.guj-eng (5377) wikisource.aa.guj-eng (518225)
eng-hin: Tatoeba-train (1000000) wiki.aa.hin-eng (907641) wiki.ab.hin-eng (326437) wikibooks.aa.hin-eng (106062) wikiquote.aa.hin-eng (9581) wikisource.aa.hin-eng (973520) wikisource.ab.hin-eng (387860)
eng-mai: Tatoeba-train (203954) wiki.aa.mai-eng (783)
eng-mar: Tatoeba-train (369400) wiki.aa.mar-eng (600286) wikibooks.aa.mar-eng (9234) wikiquote.aa.mar-eng (1888) wikisource.aa.mar-eng (595262)
eng-nep: Tatoeba-train (1000000) wiki.aa.nep-eng (512)
eng-ori: Tatoeba-train (55808) wiki.aa.ori-eng (3411) wikisource.aa.ori-eng (4295)
eng-pan: Tatoeba-train (2)
eng-pan_Guru: Tatoeba-train (665989)
eng-rmn: Tatoeba-train (11228)
eng-rmy: Tatoeba-train (12)
eng-rom: Tatoeba-train (12359)
eng-san: Tatoeba-train (72)
eng-san_Deva: Tatoeba-train (2945)
eng-sin: Tatoeba-train (1000000) wiki.aa.sin-eng (20415) wikibooks.aa.sin-eng (18524)
eng-snd_Arab: Tatoeba-train (107499)
eng-urd: Tatoeba-train (1000000) wiki.aa.urd-eng (674014) wikibooks.aa.urd-eng (13909) wikiquote.aa.urd-eng (2577)
validation-data:
asm-eng: Tatoeba-dev, 987
ben-eng: Tatoeba-dev, 2637
bho-eng: Tatoeba-dev, 90
eng-gom: Tatoeba-dev, 191
eng-guj: Tatoeba-dev, 987
eng-hif_Latn: Tatoeba-dev, 7
eng-hin: Tatoeba-dev, 5821
eng-mai: Tatoeba-dev, 941
eng-mar: Tatoeba-dev, 42834
eng-nep: Tatoeba-dev, 993
eng-ori: Tatoeba-dev, 968
eng-pan: Tatoeba-dev, 1000
eng-pan_Guru: Tatoeba-dev, 984
eng-pnb: Tatoeba-dev, 3
eng-pnb_Guru: Tatoeba-dev, 2
eng-rmn: Tatoeba-dev, 484
eng-rom: Tatoeba-dev, 516
eng-san: Tatoeba-dev, 17
eng-san_Deva: Tatoeba-dev, 776
eng-sin: Tatoeba-dev, 997
eng-snd_Arab: Tatoeba-dev, 996
eng-urd: Tatoeba-dev, 1000
total-size-shuffled: 14492
devset-selected: top 5000 lines of Tatoeba-dev.src.shuffled!
test-data:
newsdev2014.eng-hin: 520/9538
newsdev2019-engu.eng-guj: 1998/39137
newstest2014-hien.eng-hin: 2507/60878
newstest2019-engu.eng-guj: 998/21927
Tatoeba-test.eng-asm: 117/569
Tatoeba-test.eng-awa: 279/1148
Tatoeba-test.eng-ben: 2500/11654
Tatoeba-test.eng-bho: 42/244
Tatoeba-test.eng-gbm: 39/153
Tatoeba-test.eng-guj: 154/824
Tatoeba-test.eng-hif: 36/231
Tatoeba-test.eng-hin: 5000/32904
Tatoeba-test.eng-kok: 1/6
Tatoeba-test.eng-lah: 32/182
Tatoeba-test.eng-mai: 8/19
Tatoeba-test.eng-mar: 10000/58667
Tatoeba-test.eng-nep: 115/413
Tatoeba-test.eng-ori: 33/205
Tatoeba-test.eng-pan: 87/603
Tatoeba-test.eng-rom: 671/4974
Tatoeba-test.eng-san: 144/389
Tatoeba-test.eng-sin: 45/234
Tatoeba-test.eng-snd: 4/18
Tatoeba-test.eng-urd: 1663/12154
Tatoeba-test.eng-multi: 10000/59570
tico19-test.eng-ben: 2100/51751
tico19-test.eng-hin: 2100/62738
tico19-test.eng-mar: 2100/50881
tico19-test.eng-nep: 2100/48706
tico19-test.eng-urd: 2100/65363
BLEU-scores:
newsdev2014.eng-hin: 8.4
newsdev2019-engu.eng-guj: 7.6
newstest2014-hien.eng-hin: 12.0
newstest2019-engu.eng-guj: 7.9
Tatoeba-test.eng-asm: 3.5
Tatoeba-test.eng-awa: 0.4
Tatoeba-test.eng-ben: 9.9
Tatoeba-test.eng-bho: 2.0
Tatoeba-test.eng-gbm: 0.3
Tatoeba-test.eng-guj: 20.8
Tatoeba-test.eng-hif: 0.7
Tatoeba-test.eng-hin: 17.0
Tatoeba-test.eng-kok: 8.1
Tatoeba-test.eng-lah: 0.2
Tatoeba-test.eng-mai: 7.8
Tatoeba-test.eng-mar: 22.1
Tatoeba-test.eng-nep: 0.7
Tatoeba-test.eng-ori: 0.3
Tatoeba-test.eng-pan: 6.2
Tatoeba-test.eng-rom: 2.9
Tatoeba-test.eng-san: 1.0
Tatoeba-test.eng-sin: 8.1
Tatoeba-test.eng-snd: 6.5
Tatoeba-test.eng-urd: 10.5
Tatoeba-test.eng-multi: 16.3
tico19-test.eng-ben: 6.7
tico19-test.eng-hin: 18.1
tico19-test.eng-mar: 7.5
tico19-test.eng-nep: 7.6
tico19-test.eng-urd: 8.4
chr-F-scores:
newsdev2014.eng-hin: 0.363
newsdev2019-engu.eng-guj: 0.312
newstest2014-hien.eng-hin: 0.384
newstest2019-engu.eng-guj: 0.320
Tatoeba-test.eng-asm: 0.256
Tatoeba-test.eng-awa: 0.084
Tatoeba-test.eng-ben: 0.446
Tatoeba-test.eng-bho: 0.246
Tatoeba-test.eng-gbm: 0.075
Tatoeba-test.eng-guj: 0.418
Tatoeba-test.eng-hif: 0.038
Tatoeba-test.eng-hin: 0.466
Tatoeba-test.eng-kok: 0.005
Tatoeba-test.eng-lah: 0.018
Tatoeba-test.eng-mai: 0.304
Tatoeba-test.eng-mar: 0.504
Tatoeba-test.eng-nep: 0.104
Tatoeba-test.eng-ori: 0.003
Tatoeba-test.eng-pan: 0.312
Tatoeba-test.eng-rom: 0.253
Tatoeba-test.eng-san: 0.107
Tatoeba-test.eng-sin: 0.350
Tatoeba-test.eng-snd: 0.334
Tatoeba-test.eng-urd: 0.390
Tatoeba-test.eng-multi: 0.451
tico19-test.eng-ben: 0.376
tico19-test.eng-hin: 0.432
tico19-test.eng-mar: 0.364
tico19-test.eng-nep: 0.407
tico19-test.eng-urd: 0.329