[
restart
] [
share link
] [
json
]
select language:
acm
afr
ajp
aka
amh
ang
apc
ara
ara_Latn
arq
ary
arz
asm
ast
awa
aze
aze_Latn
bak
bam
ban
bel
bem
ben
ber
ber_Latn
bho
bod
bos
bos_Latn
bre
bua
bug
bul
cat
cbk
ceb
ces
cha
chm
chv
cjk
ckb
cmn_Hans
cmn_Hant
cor
crh
cym
dan
deu
dik
din
div
dsb
dtp
dyu
dzo
egl
ell
eng
epo
est
eus
ewe
fao
fas
fij
fil
fin
fkv
fon
fra
frr
fry
fuc
ful
fur
fuv
gcf
gla
gle
glg
gos
got
grc
grn
gsw
guj
hat
hau
hbs
heb
hin
hmn
hne
hoc
hoc_Latn
hrv
hrx
hsb
hun
hye
ibo
ido
ido_Latn
iku
ile
ile_Latn
ilo
ina
ina_Latn
ind
isl
ita
jav
jbo
jbo_Latn
jpn
jpn_Hani
jpn_Hira
jpn_Kana
kab
kac
kam
kan
kas_Arab
kas_Deva
kat
kau
kaz
kaz_Cyrl
kbp
kea
kha
khm
kik
kin
kir
kmb
kmr
kon
kor
kor_Hang
kur
kur_Latn
lad
lad_Latn
lao
lat
lat_Latn
lav
lfn_Cyrl
lfn
lfn_Latn
lij
lim
lin
lit
liv
lmo
ltg
ltz
lua
lug
luo
lus
mag
mai
mal
mar
mkd
mlg
mlt
mni
mon
mos
mri
msa
mya
nde
nds
nep
nld
nno
nob
nor
nov
npi
nso
nst
nus
nya
oci
orm
orv
ota_Arab
ota
ota_Latn
pag
pam
pan
pap
pcd
pes
plt
pmn
pms
pol
por
prg
prs
pus
que
rom
ron
run
rus
sag
san
sat
scn
shi
shn
sin
slk
slv
smo
sna
snd_Arab
snd
som
sot
spa
sqi
srd
srp
srp_Cyrl
srp_Latn
ssw
sun
swa
swe
swg
swh
szl
tah
tam
tat
tel
tgk_Cyrl
tgk
tgl
tha
tir
tlh
tlh_Latn
toki
toki_Latn
ton
tpi
tsn
tso
tuk
tuk_Latn
tum
tur
twi
tzl
tzl_Latn
uig_Arab
uig
ukr
umb
urd
uzb
uzb_Latn
vec
ven
vie
vol
war
wol
wuu
xal
xho
yid
yor
yue
yue_Hans
yue_Hant
zho
zho_Hans
zho_Hant
zsm
zsm_Latn
zul
zza
acm
acq
aeb
afr
ajp
aka
als
amh
ang
apc
ara
ara_Latn
arq
ars
ary
arz
asm
ast
awa
azb
aze
aze_Latn
azj
bak
bam
ban
bel
bem
ben
ber
bho
bod
bos
bos_Latn
bre
bug
bul
cat
cbk
ceb
ces
cha
chv
cjk
ckb
cmn_Hans
cmn_Hant
cor
crh
cym
dan
deu
dik
din
div
dtp
dyu
dzo
ell
eng
epo
est
eus
ewe
fao
fas
fij
fil
fin
fon
fra
fry
fuc
ful
fur
fuv
gla
gle
glg
gos
got
grc
grn
gsw
guj
hat
hau
hbs
heb
hin
hmn
hne
hoc
hoc_Latn
hrv
hrx
hun
hye
ibo
ido
ido_Latn
iku
ile
ilo
ina
ind
isl
ita
jav
jbo
jbo_Latn
jpn
jpn_Hani
jpn_Hira
jpn_Kana
kab
kac
kam
kan
kas_Arab
kas_Deva
kat
kau
kaz
kaz_Cyrl
kbp
kea
kha
khm
kik
kin
kir
kmb
kmr
kon
kor
kur
kur_Latn
kzj
lad
lad_Latn
lao
lat
lav
lfn
lfn_Cyrl
lfn_Latn
lij
lim
lin
lit
liv
lmo
ltg
ltz
lua
lug
luo
lus
mag
mai
mal
mar
mkd
mlg
mlt
mni
mon
mos
mri
msa
mya
nde
nds
nep
nld
nno
nob
nor
nov
npi
nso
nst
nus
nya
oci
orm
orv
ory
ota
ota_Arab
ota_Latn
pag
pam
pan
pap
pbt
pes
plt
pmn
pms
pol
por
prg
prs
pus
rom
ron
run
rus
sag
san
sat
scn
shi
shn
sin
slk
slv
smo
sna
snd
snd_Arab
som
sot
spa
sqi
srd
srp
srp_Cyrl
srp_Latn
ssw
sun
swa
swe
swh
szl
tah
tam
tat
tel
tgk
tgk_Cyrl
tgl
tha
tir
tlh
toki
ton
tpi
tsn
tso
tuk
tuk_Latn
tum
tur
twi
tzl
tzl_Latn
uig
uig_Arab
ukr
umb
urd
uzb
uzb_Latn
uzn
vec
ven
vie
vol
war
wol
xal
xho
ydd
yid
yor
yue
yue_Hans
yue_Hant
zho
zho_Hans
zho_Hant
zsm
zsm_Latn
zul
zza
[
swap
] [
compare scores
] [
compare models
] [
map
] [
release history
] [
uploads
]
OPUS-MT Dashboard
Language pair:
[
eng-fra
] all languages
Models:
[all models] [
OPUS-MT
] [
external
] [
compare
]
Benchmark:
[
all benchmarks
] [
average score
] tatoeba-test-v2020-07-28
Evaluation metric:
bleu [
spbleu
][
chrf
][
chrf++
][
comet
]
Highlighting colors:
[
model score
] [
model type
] [
model size
] [model diff]
Table of bleu score differences between the best OPUS-MT model and the best external model:
afr
ara
arq
awa
aze
bel
ben
ber
bos_Latn
bre
bul
cat
cbk
ceb
ces
cha
chm
chv
cmn_Hans
cmn_Hant
cor
crh
cym
dan
deu
dsb
dtp
egl
ell
eng
epo
est
eus
fao
fas
fin
fkv
fra
fry
gla
gle
glg
gos
got
grc
grn
gsw
hbs
heb
hin
hoc
hoc_Latn
hrv
hrx
hsb
hun
hye
ido
ido_Latn
ile
ile_Latn
ilo
ina
ina_Latn
ind
isl
ita
jav
jbo
jbo_Latn
jpn
jpn_Hani
jpn_Hira
jpn_Kana
kab
kat
kaz
kaz_Cyrl
kha
khm
kor
kur
kur_Latn
lad
lad_Latn
lat
lat_Latn
lav
lfn
lfn_Cyrl
lfn_Latn
lit
ltz
mal
mar
mkd
mlt
mon
mri
msa
mya
nds
nld
nno
nob
nor
nst
oci
orv
ota
ota_Arab
ota_Latn
pcd
pes
pmn
pms
pol
por
prg
rom
ron
run
rus
slv
spa
sqi
srp_Cyrl
srp_Latn
swa
swe
swg
tam
tat
tel
tgl
tha
tlh
tlh_Latn
toki
toki_Latn
tuk
tuk_Latn
tur
uig
uig_Arab
ukr
urd
uzb
uzb_Latn
vie
vol
war
wuu
xal
yid
yue_Hans
yue_Hant
zho
zsm_Latn
zza
afr
afr
48.6
63.1
18.3
55.3
43.9
49.6
ara
ara
44.4
3.3
-2.3
-14.8
39.9
40.6
43.2
17.0
40.0
42.3
47.2
33.7
arq
arq
9.0
awa
awa
16.2
aze
aze
33.2
13.6
1.0
bel
bel
-3.9
48.1
-22.3
45.2
49.3
4.7
33.6
48.3
68.7
45.2
65.5
8.7
ben
ben
49.8
ber
ber
42.6
70.6
59.8
ber_Latn
2.1
15.3
bos_Latn
bos_Latn
66.7
bre
bre
36.1
26.9
bul
bul
4.0
60.5
24.7
54.0
43.8
-1.5
52.2
49.3
-0.4
53.4
cat
cat
0.6
57.3
-18.5
-0.6
-0.7
-0.5
5.0
74.0
-13.9
cbk
cbk
17.4
ceb
ceb
23.7
ces
ces
51.4
0.1
25.7
2.2
48.3
44.9
8.1
5.6
2.8
0.2
53.4
53.0
cha
cha
10.9
chm
chm
1.8
chv
chv
35.4
9.0
cmn_Hans
30.4
cmn_Hans
-4.3
-2.2
-9.2
-18.2
-9.3
-9.9
0.6
0.2
-17.7
-14.4
0.2
cmn_Hant
cmn_Hant
6.3
2.7
-2.5
-6.7
-7.1
11.2
cor
cor
4.4
6.4
1.7
7.1
5.9
2.5
4.2
crh
crh
-7.4
cym
cym
53.6
dan
dan
2.2
0.3
-20.5
37.8
2.1
-1.5
-6.8
64.4
76.9
76.2
2.6
53.9
53.7
7.9
-0.2
deu
52.7
23.2
-9.5
-1.9
2.2
42.3
-32.8
-25.7
0.4
1.8
deu
15.9
45.2
-1.9
12.0
6.9
31.8
13.3
3.6
1.7
39.7
37.2
44.6
16.9
4.4
0.6
0.1
-4.1
0.4
0.1
0.1
-4.8
0.6
0.1
0.4
-6.1
-19.8
17.8
-15.4
10.8
23.3
0.7
47.8
47.5
23.3
25.2
41.6
-0.9
0.5
0.3
36.8
57.3
0.8
-9.8
21.3
0.0
35.5
-1.4
25.1
6.3
3.9
dsb
43.5
dsb
dtp
dtp
2.3
0.3
0.4
0.2
egl
egl
2.8
ell
2.6
53.3
ell
2.5
-13.0
5.1
-5.8
5.8
54.7
29.4
34.9
-7.6
eng
57.0
3.1
0.9
0.6
25.8
24.9
17.2
50.2
50.5
17.9
51.5
48.4
4.6
11.4
3.2
7.5
10.2
0.1
1.4
4.2
37.0
1.7
0.2
1.7
1.9
eng
13.3
53.4
33.4
22.3
-3.3
2.5
1.7
5.4
-7.1
0.4
-0.3
2.8
0.4
0.3
1.6
42.1
3.5
22.4
0.3
0.3
3.2
4.5
-0.9
20.0
11.9
11.9
3.0
33.8
20.5
39.4
12.0
-1.2
-5.0
0.2
0.2
-17.5
0.3
0.0
-10.3
1.9
-4.9
25.4
0.7
-1.1
-11.6
18.1
18.5
22.2
23.9
24.7
7.7
2.9
0.2
3.7
2.1
-10.6
13.0
11.7
15.7
29.2
-5.8
-10.8
35.9
0.3
21.7
-0.1
40.3
57.3
55.0
0.1
10.0
0.7
1.1
0.4
2.1
5.3
0.5
16.3
0.2
4.5
0.4
8.9
1.7
14.3
1.6
1.2
0.7
6.2
8.1
39.7
14.4
-1.0
8.8
10.9
11.6
26.8
-4.5
0.1
0.1
9.2
9.2
1.7
0.3
2.2
16.3
16.3
6.8
23.0
37.1
0.4
14.0
0.1
9.0
0.1
0.4
7.1
27.9
1.1
epo
19.6
-14.0
-24.2
18.8
-15.7
17.4
0.4
-22.1
13.4
-15.4
12.3
epo
16.7
37.2
14.1
-18.1
13.4
-15.0
18.1
-17.0
15.3
3.9
3.9
-12.1
0.1
-15.2
1.5
0.2
0.9
8.9
2.6
3.0
-21.3
-10.3
-10.5
-18.6
-10.1
19.3
-20.7
-2.1
11.0
10.8
23.9
29.2
-13.6
0.1
19.9
25.6
9.9
0.4
0.7
est
5.8
59.7
est
-3.2
eus
36.2
53.6
eus
31.6
48.8
fao
30.1
fao
fas
29.9
-3.2
26.6
fas
1.0
fin
55.1
3.3
2.5
43.3
fin
1.7
5.3
35.2
45.0
20.2
-8.7
0.2
0.0
1.2
-22.2
2.2
-22.0
59.5
15.0
45.4
29.7
47.0
3.5
7.7
31.0
-0.4
fkv
22.6
fkv
fra
15.0
28.4
49.7
13.0
46.3
2.6
2.6
-31.2
-21.8
2.8
0.6
3.1
1.0
-0.6
15.3
-0.5
3.2
fra
39.1
27.8
3.5
4.7
-3.2
1.0
0.1
-8.6
0.2
0.0
-12.1
-20.1
6.0
12.1
16.0
1.2
0.4
20.2
7.5
0.6
2.8
5.3
-0.3
-16.6
-0.2
0.3
1.9
1.8
24.3
0.3
0.1
0.1
2.3
3.3
31.0
0.1
8.8
-28.2
fry
18.6
fry
25.4
gla
-17.9
gla
13.8
gle
-2.7
gle
glg
-3.2
-16.5
glg
2.5
72.1
gos
24.2
gos
16.7
got
0.3
got
grc
9.3
grc
grn
grn
-17.6
gsw
25.8
gsw
hbs
51.4
57.7
18.5
hbs
43.2
59.0
58.1
53.1
heb
24.6
-33.4
45.2
0.3
-16.4
39.3
47.0
heb
-0.7
40.9
-20.6
6.5
18.1
3.4
40.5
51.2
37.1
0.5
1.0
0.0
hin
43.3
hin
-9.3
hoc
1.0
hoc
hoc_Latn
1.0
hoc_Latn
hrv
51.2
1.1
23.2
31.6
hrv
42.4
1.9
50.8
hrx
28.7
27.9
hrx
hsb
47.5
hsb
hun
48.4
0.7
2.3
0.1
-16.8
51.8
1.1
-3.8
hun
-18.2
10.5
45.2
39.7
-6.9
48.1
-5.9
-0.9
hye
41.6
hye
25.9
ido
25.4
38.5
34.9
ido
21.8
26.0
ido_Latn
33.3
ido_Latn
ile
26.7
27.9
43.5
40.3
ile
ile_Latn
43.5
ile_Latn
ilo
44.7
ilo
ina
42.5
22.1
ina
5.6
2.3
ina_Latn
ina_Latn
7.4
ind
-1.3
47.9
0.0
ind
39.9
0.1
27.0
isl
2.8
3.4
12.4
isl
47.0
-18.4
50.6
ita
22.3
34.1
47.8
1.6
40.3
0.4
1.1
1.3
-1.6
1.4
1.1
-10.9
1.1
-18.3
44.0
6.1
38.5
0.5
29.0
28.5
ita
-8.9
0.0
0.1
38.8
27.7
15.4
-0.9
1.6
25.8
3.8
-2.5
0.1
56.4
40.4
-1.3
16.1
48.3
36.3
33.5
jav
-11.1
jav
jbo
0.6
0.3
0.9
0.5
jbo
0.2
0.1
jbo_Latn
0.3
jbo_Latn
jpn
11.7
-5.6
-14.3
1.4
0.5
7.2
-22.6
3.7
2.9
18.3
-4.9
-5.0
-22.7
-8.1
jpn
-11.4
-10.2
6.8
5.7
-7.1
26.3
-7.9
-6.3
-6.3
3.2
-3.1
0.4
-4.6
-15.3
-6.3
13.8
jpn_Hani
12.8
29.3
18.8
20.4
30.3
15.1
12.6
jpn_Hani
24.9
24.0
10.8
19.0
jpn_Hira
11.9
0.0
27.9
18.8
16.8
27.4
22.9
15.9
11.8
21.0
12.0
jpn_Hira
18.3
19.9
11.7
15.6
7.5
10.6
jpn_Kana
11.5
24.8
jpn_Kana
15.7
kab
-6.9
-13.8
-15.2
kab
-24.4
-8.2
kat
-7.4
kat
-14.5
kaz
-12.7
kaz
kaz_Cyrl
36.6
kaz_Cyrl
kha
1.2
kha
khm
-17.4
khm
-4.8
kor
-2.5
0.2
8.1
-1.4
30.5
-21.1
kor
30.3
-1.4
kor_Hang
41.1
24.9
30.1
27.7
kur
18.1
kur
kur_Latn
12.0
kur_Latn
lad
35.6
16.9
lad
40.0
4.8
lad_Latn
38.2
lad_Latn
6.0
lat
24.6
10.3
lat
31.7
16.1
13.6
26.2
lat_Latn
lat_Latn
16.1
lav
4.1
lav
60.5
lfn
10.5
9.9
0.6
lfn
1.4
lfn_Cyrl
4.1
lfn_Cyrl
3.2
lfn_Latn
30.5
17.9
11.6
lfn_Latn
19.3
0.2
lit
25.5
0.0
-39.4
41.6
-22.3
lit
53.6
2.3
0.5
-6.4
ltz
-17.3
-11.6
ltz
-24.8
mal
45.4
mal
mar
3.8
mar
mkd
7.1
mkd
56.8
mlt
54.0
mlt
mon
-9.2
mon
mri
-13.1
mri
msa
-0.7
46.7
2.3
39.3
-16.0
-5.7
-0.6
17.4
mya
24.4
mya
nds
49.8
43.3
47.4
39.1
nds
44.9
43.7
25.6
46.1
nld
59.3
17.8
-6.1
4.2
66.2
1.3
-0.4
-23.5
4.2
2.3
31.8
2.8
14.8
38.8
-2.2
-8.9
1.3
0.2
-41.0
24.3
nld
62.9
25.4
31.4
26.4
-2.9
0.6
0.1
17.9
40.8
30.4
nno
56.1
-5.6
nno
81.6
nob
73.1
45.6
60.2
36.1
0.3
56.3
nob
45.2
53.6
21.4
-0.2
nor
73.1
45.7
57.2
34.3
56.5
53.8
0.2
55.9
58.3
35.9
39.9
53.3
74.5
41.3
29.9
nst
0.6
nst
oci
21.8
-34.5
24.3
oci
orv
8.5
orv
3.1
ota
4.9
ota
3.4
ota_Arab
3.4
ota_Arab
ota_Latn
16.4
ota_Latn
pcd
14.7
pcd
pes
-2.4
pes
pmn
0.8
pmn
pms
20.4
13.6
pms
pol
22.0
31.9
4.6
28.8
0.5
-29.4
41.5
2.2
44.6
45.3
39.1
28.1
-14.6
43.5
30.2
49.6
pol
3.3
55.5
2.3
34.8
-35.0
2.5
por
3.0
-33.2
-29.3
-1.2
48.2
-4.3
-1.9
-7.8
33.8
2.5
2.0
2.4
-2.5
-9.5
0.6
0.1
11.8
11.8
0.4
1.1
19.9
35.3
1.1
por
-2.2
47.6
2.8
0.7
28.4
0.1
22.7
44.7
prg
1.7
prg
rom
13.1
rom
ron
47.9
-0.8
27.6
1.9
-4.4
32.3
1.7
ron
-1.8
2.0
2.8
run
17.4
36.9
-20.6
run
17.5
14.6
rus
48.6
16.8
51.1
54.0
5.3
1.4
0.9
0.6
0.6
59.6
1.4
29.0
-1.0
-22.8
5.5
29.8
42.2
1.9
49.5
36.1
-0.2
22.1
-2.5
0.1
-11.8
0.3
0.2
0.4
-15.9
-29.2
56.8
8.3
11.4
-1.3
46.1
40.4
54.0
42.9
-4.5
rus
2.8
1.2
46.5
51.2
53.3
0.1
0.1
12.1
70.2
16.3
0.1
15.5
slv
-5.1
1.9
3.6
-38.7
3.6
-3.7
slv
-7.0
spa
55.0
20.6
25.3
42.9
53.4
68.8
45.1
-34.8
-27.7
0.7
56.3
1.8
28.6
-0.2
14.0
36.8
4.7
0.5
8.4
67.6
-4.3
48.5
43.5
4.0
0.6
27.3
51.7
0.1
-9.9
0.4
0.0
-3.8
0.3
-24.5
25.7
27.0
3.8
48.1
-3.7
19.1
0.4
58.4
56.8
0.3
7.0
-2.1
10.5
0.1
spa
39.7
24.3
0.5
0.1
-0.2
-0.9
1.5
18.6
sqi
7.4
sqi
srp_Cyrl
1.5
15.4
55.8
srp_Cyrl
4.2
srp_Latn
31.7
58.5
30.0
46.0
31.7
61.1
srp_Latn
57.7
swa
14.1
swa
swe
-32.8
-27.9
8.8
55.4
32.8
2.3
29.7
9.4
3.6
38.6
2.1
-18.2
7.6
73.5
25.9
3.8
45.7
36.7
swe
-1.1
40.4
swg
10.0
swg
tam
32.0
tam
tat
-5.5
14.6
tat
14.9
tel
27.7
tel
tgl
22.7
36.8
26.6
28.8
-11.8
tgl
tha
1.2
tha
tlh
0.3
0.5
2.4
1.2
tlh
toki
0.2
0.4
0.4
0.4
1.0
0.4
0.6
0.1
toki
toki_Latn
0.3
0.6
toki_Latn
tuk
19.6
tuk
tuk_Latn
19.6
tuk_Latn
tur
15.8
27.6
2.3
7.1
-36.7
10.1
1.0
23.6
-48.6
2.7
28.4
33.0
0.1
24.7
-5.7
18.9
-11.7
0.3
0.3
24.4
1.4
-40.8
22.4
-0.9
15.1
2.5
4.5
12.4
tur
-5.5
6.7
uig
2.6
uig
uig_Arab
11.8
uig_Arab
ukr
58.9
61.1
-1.4
57.5
0.7
1.3
-0.1
9.7
34.1
4.5
52.1
1.9
50.5
1.3
50.0
-9.1
0.5
50.7
55.4
0.2
2.8
45.3
76.2
-1.8
3.0
3.3
52.8
-3.5
ukr
22.1
urd
27.9
-11.2
urd
uzb
-29.4
-26.7
uzb
uzb_Latn
42.9
uzb_Latn
vie
-22.9
27.5
42.9
12.3
33.9
31.5
-17.5
17.1
1.6
vie
23.8
vol
2.0
0.6
vol
war
19.6
war
wuu
0.6
wuu
xal
2.4
xal
yid
21.9
35.3
14.3
32.4
8.7
0.1
0.3
0.9
yid
yue_Hans
22.8
yue_Hans
yue_Hant
25.7
yue_Hant
zho
29.6
32.4
-0.2
40.9
26.9
9.6
30.0
24.6
5.9
12.1
31.2
16.3
46.1
10.1
19.2
zho
zsm_Latn
0.2
39.4
39.6
zsm_Latn
zza
2.1
zza