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opus-2021-02-23.yml
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release: afa-afa/opus-2021-02-23.zip
release-date: 2021-02-23
dataset-name: opus
modeltype: transformer
pre-processing: normalization + SentencePiece (spm32k,spm32k)
subwords:
- source: spm32k
- target: spm32k
subword-models:
- source: source.spm
- target: target.spm
use-target-labels:
- >>afb<<
- >>apc<<
- >>ara<<
- >>arq<<
- >>arz<<
- >>heb<<
- >>jpa_Hebr<<
- >>kab<<
- >>mlt<<
- >>oar_Hebr<<
- >>phn_Phnx<<
- >>shy_Latn<<
- >>syc_Syrc<<
- >>thv<<
- >>tmh<<
- >>tmr_Hebr<<
source-languages:
- afb
- apc
- ara
- arq
- arz
- heb
- jpa
- kab
- mlt
- oar
- phn
- shy
- syc
- thv
- tmh
- tmr
target-languages:
- afb
- apc
- ara
- arq
- arz
- heb
- jpa
- kab
- mlt
- oar
- phn
- shy
- syc
- thv
- tmh
- tmr
training-data:
- amh-eng: Tatoeba-train (991645)
- ara-ara: Tatoeba-train.ara-ara.clean.ara1.gz (1000000)
- ara-arq: Tatoeba-train (645)
- ara-arz: Tatoeba-train (3)
- ara-eng: Tatoeba-train (1000000)
- ara-heb: Tatoeba-train (1000000)
- ara-kab: Tatoeba-train (4833)
- ara-mlt: Tatoeba-train (350076)
- arq-ara: Tatoeba-train (645)
- arq-arz: Tatoeba-train (1)
- arq-eng: Tatoeba-train (610)
- arq-heb: Tatoeba-train (551)
- arz-ara: Tatoeba-train (3)
- arz-arq: Tatoeba-train (1)
- arz-eng: Tatoeba-train (3)
- arz-heb: Tatoeba-train (3)
- eng-amh: Tatoeba-train (991645)
- eng-ara: Tatoeba-train (1000000)
- eng-arq: Tatoeba-train (610)
- eng-arz: Tatoeba-train (3)
- eng-hau_Latn: Tatoeba-train (366377)
- eng-heb: Tatoeba-train (1000000)
- eng-kab: Tatoeba-train (11872)
- eng-mlt: Tatoeba-train (1000000)
- eng-som: Tatoeba-train (204637)
- eng-tir: Tatoeba-train (359451)
- hau_Latn-eng: Tatoeba-train (366377)
- heb-ara: Tatoeba-train (1000000)
- heb-arq: Tatoeba-train (551)
- heb-arz: Tatoeba-train (3)
- heb-eng: Tatoeba-train (1000000)
- heb-kab: Tatoeba-train (4828)
- kab-ara: Tatoeba-train (4833)
- kab-eng: Tatoeba-train (11872)
- kab-heb: Tatoeba-train (4828)
- mlt-ara: Tatoeba-train (350076)
- mlt-eng: Tatoeba-train (1000000)
- som-eng: Tatoeba-train (204637)
- tir-eng: Tatoeba-train (359451)
validation-data:
- acm-eng: Tatoeba-dev, 8
- afb-eng: Tatoeba-dev, 45
- amh-eng: Tatoeba-dev, 994
- apc-eng: Tatoeba-dev, 12
- ara-ara: Tatoeba-dev, 1000
- ara-arq: Tatoeba-dev, 1
- ara-eng: Tatoeba-dev, 18140
- ara-heb: Tatoeba-dev, 999
- ara-kab: Tatoeba-dev, 1000
- ara-mlt: Tatoeba-dev, 1000
- ara-arq: Tatoeba-dev, 1
- arq-eng: Tatoeba-dev, 744
- ary-eng: Tatoeba-dev, 36
- arz-eng: Tatoeba-dev, 377
- acm-eng: Tatoeba-dev, 8
- afb-eng: Tatoeba-dev, 45
- amh-eng: Tatoeba-dev, 994
- apc-eng: Tatoeba-dev, 12
- ara-eng: Tatoeba-dev, 18140
- arq-eng: Tatoeba-dev, 744
- ary-eng: Tatoeba-dev, 36
- arz-eng: Tatoeba-dev, 377
- eng-hau_Latn: Tatoeba-dev, 1000
- eng-heb: Tatoeba-dev, 153364
- eng-kab: Tatoeba-dev, 14136
- eng-mlt: Tatoeba-dev, 1000
- eng-som: Tatoeba-dev, 1000
- eng-tir: Tatoeba-dev, 1000
- eng-hau_Latn: Tatoeba-dev, 1000
- ara-heb: Tatoeba-dev, 999
- eng-heb: Tatoeba-dev, 153364
- heb-kab: Tatoeba-dev, 996
- ara-kab: Tatoeba-dev, 1000
- eng-kab: Tatoeba-dev, 14136
- heb-kab: Tatoeba-dev, 996
- kab-tmh: Tatoeba-dev, 506
- ara-mlt: Tatoeba-dev, 1000
- eng-mlt: Tatoeba-dev, 1000
- eng-som: Tatoeba-dev, 1000
- eng-tir: Tatoeba-dev, 1000
- kab-tmh: Tatoeba-dev, 506
- total size of shuffled dev data: 393621
- devset = top 5000 lines of Tatoeba-dev.src.shuffled!
test-data:
- Tatoeba-test.ara-ara: 16/60
- Tatoeba-test.ara-heb: 1208/6801
- Tatoeba-test.ara-kab: 147/809
- Tatoeba-test.ara-mlt: 28/88
- Tatoeba-test.ara-shy: 15/58
- Tatoeba-test.ara-tmr: 8/28
- Tatoeba-test.heb-ara: 1208/6372
- Tatoeba-test.heb-jpa: 1/4
- Tatoeba-test.heb-kab: 3/11
- Tatoeba-test.heb-oar: 8/95
- Tatoeba-test.heb-phn: 9/47
- Tatoeba-test.heb-syc: 1/6
- Tatoeba-test.heb-tmr: 16/94
- Tatoeba-test.jpa-heb: 1/4
- Tatoeba-test.jpa-tmr: 1/4
- Tatoeba-test.kab-ara: 147/736
- Tatoeba-test.kab-heb: 3/10
- Tatoeba-test.kab-shy: 3/26
- Tatoeba-test.kab-tmh: 1/4
- Tatoeba-test.kab-tmr: 1/2
- Tatoeba-test.mlt-ara: 28/91
- Tatoeba-test.oar-heb: 8/82
- Tatoeba-test.oar-syc: 1/6
- Tatoeba-test.multi-multi: 2938/15794
- Tatoeba-test.phn-heb: 9/48
- Tatoeba-test.phn-tmr: 1/3
- Tatoeba-test.shy-ara: 15/59
- Tatoeba-test.shy-kab: 3/26
- Tatoeba-test.syc-heb: 1/6
- Tatoeba-test.syc-oar: 1/6
- Tatoeba-test.tmh-kab: 1/4
- Tatoeba-test.tmr-ara: 8/24
- Tatoeba-test.tmr-heb: 16/102
- Tatoeba-test.tmr-jpa: 1/4
- Tatoeba-test.tmr-kab: 1/2
- Tatoeba-test.tmr-phn: 1/4
- tico19-test.eng-amh: 2100/44943
- tico19-test.eng-ara: 2100/51336
- tico19-test.eng-som: 2100/63654
- tico19-test.eng-tir: 2100/46792
BLEU-scores:
- Tatoeba-test.ara-ara: 5.6
- Tatoeba-test.ara-heb: 34.5
- Tatoeba-test.ara-kab: 0.4
- Tatoeba-test.ara-mlt: 14.6
- Tatoeba-test.ara-shy: 0.8
- Tatoeba-test.ara-tmr: 2.7
- Tatoeba-test.heb-ara: 17.6
- Tatoeba-test.heb-jpa: 10.7
- Tatoeba-test.heb-kab: 2.8
- Tatoeba-test.heb-oar: 0.2
- Tatoeba-test.heb-phn: 1.1
- Tatoeba-test.heb-syc: 1.9
- Tatoeba-test.heb-tmr: 0.7
- Tatoeba-test.jpa-heb: 12.7
- Tatoeba-test.jpa-tmr: 6.6
- Tatoeba-test.kab-ara: 0.2
- Tatoeba-test.kab-heb: 0.0
- Tatoeba-test.kab-shy: 1.3
- Tatoeba-test.kab-tmh: 5.5
- Tatoeba-test.kab-tmr: 0.0
- Tatoeba-test.mlt-ara: 20.0
- Tatoeba-test.oar-heb: 0.8
- Tatoeba-test.oar-syc: 3.1
- Tatoeba-test.multi-multi: 21.0
- Tatoeba-test.phn-heb: 1.5
- Tatoeba-test.phn-tmr: 1.6
- Tatoeba-test.shy-ara: 1.1
- Tatoeba-test.shy-kab: 2.1
- Tatoeba-test.syc-heb: 1.4
- Tatoeba-test.syc-oar: 0.8
- Tatoeba-test.tmh-kab: 3.4
- Tatoeba-test.tmr-ara: 0.4
- Tatoeba-test.tmr-heb: 1.7
- Tatoeba-test.tmr-jpa: 8.1
- Tatoeba-test.tmr-kab: 1.9
- Tatoeba-test.tmr-phn: 6.6
- tico19-test.eng-amh: 3.6
- tico19-test.eng-ara: 14.2
- tico19-test.eng-som: 3.1
- tico19-test.eng-tir: 2.7
chr-F-scores:
- Tatoeba-test.ara-ara: 0.224
- Tatoeba-test.ara-heb: 0.546
- Tatoeba-test.ara-kab: 0.131
- Tatoeba-test.ara-mlt: 0.565
- Tatoeba-test.ara-shy: 0.078
- Tatoeba-test.ara-tmr: 0.014
- Tatoeba-test.heb-ara: 0.474
- Tatoeba-test.heb-jpa: 0.012
- Tatoeba-test.heb-kab: 0.115
- Tatoeba-test.heb-oar: 0.001
- Tatoeba-test.heb-phn: 0.009
- Tatoeba-test.heb-syc: 0.000
- Tatoeba-test.heb-tmr: 0.005
- Tatoeba-test.jpa-heb: 0.134
- Tatoeba-test.jpa-tmr: 0.014
- Tatoeba-test.kab-ara: 0.076
- Tatoeba-test.kab-heb: 0.115
- Tatoeba-test.kab-shy: 0.104
- Tatoeba-test.kab-tmh: 0.121
- Tatoeba-test.kab-tmr: 0.028
- Tatoeba-test.mlt-ara: 0.405
- Tatoeba-test.oar-heb: 0.056
- Tatoeba-test.oar-syc: 0.005
- Tatoeba-test.multi-multi: 0.429
- Tatoeba-test.phn-heb: 0.032
- Tatoeba-test.phn-tmr: 0.008
- Tatoeba-test.shy-ara: 0.086
- Tatoeba-test.shy-kab: 0.139
- Tatoeba-test.syc-heb: 0.000
- Tatoeba-test.syc-oar: 0.000
- Tatoeba-test.tmh-kab: 0.093
- Tatoeba-test.tmr-ara: 0.080
- Tatoeba-test.tmr-heb: 0.128
- Tatoeba-test.tmr-jpa: 0.013
- Tatoeba-test.tmr-kab: 0.022
- Tatoeba-test.tmr-phn: 0.013
- tico19-test.eng-amh: 0.220
- tico19-test.eng-ara: 0.458
- tico19-test.eng-som: 0.258
- tico19-test.eng-tir: 0.167