@@ -56,57 +56,68 @@ Both absolute and relative differences in BLEU scores between Bergamot and other
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## avg
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- | Translator/Dataset | en-ru | ru -en | en-nl | fa-en | uk -en | en-fa | is -en | nl -en | en-uk |
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- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
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- | bergamot | 29.44 | 33.69 | 27. 30 | 28.70 | 35.93 | 17.30 | 23.40 | 29.65 | 26.30 |
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- | google | 34.49 (+5.05, +17.15%) | 38.20 (+4.51, +13.38%) | 29.30 (+2.00, +7.33%) | 40.85 (+12.15 , +42.33 %) | 42.43 (+6 .50, +18.09 %) | 27.80 (+10.50 , +60.69 %) | 38.90 (+15 .50, +66.24 %) | 33.05 (+3.40 , +11.47 %) | 32.63 (+6.33, +24.08%) |
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- | microsoft | 33.62 (+4.18 , +14.21 %) | 38.38 (+4.68 , +13.90 %) | 28.80 (+1.50 , +5.49 %) | 36.15 (+7.45 , +25.96 %) | 42.30 (+6.37, +17.72%) | 20.50 (+3.20 , +18.50 %) | 38.17 (+14.77 , +63.11 %) | 32.60 (+2.95 , +9.95 %) | 32.03 (+5.73 , +21.80 %) |
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+ | Translator/Dataset | ru -en | en-nl | en-ru | en-fa | nl -en | uk-en | fa -en | ca -en | en-uk | is-en |
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+ | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
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+ | bergamot | 33.69 | 27.30 | 29.44 | 17. 30 | 29.65 | 35.93 | 28.70 | 38.00 | 26.30 | 23.40 |
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+ | google | 38.20 (+4.51, +13.38%) | 29.30 (+2.00, +7.33%) | 34.49 (+5.05 , +17.15 %) | 27.80 (+10 .50, +60.69 %) | 33.05 (+3.40 , +11.47 %) | 42.43 (+6 .50, +18.09 %) | 40.85 (+12.15, +42.33%) | 48.95 (+10.95 , +28.82 %) | 32.63 (+6.33, +24.08%) | 38.90 (+15.50, +66.24 %) |
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+ | microsoft | 38.38 (+4.68 , +13.90 %) | 28.80 (+1.50 , +5.49 %) | 33.62 (+4.18, +14.21%) | 20.50 (+3.20 , +18.50 %) | 32.60 (+2.95 , +9.95 %) | 42.30 (+6.37, +17.72%) | 36.15 (+7.45 , +25.96 %) | 46.50 (+8.50 , +22.37 %) | 32.03 (+5.73 , +21.80 %) | 38.17 (+14.77 , +63.11 %) |
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![ Results] ( img/avg-bleu.png )
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---
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- ## en-ru
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- | Translator/Dataset | wmt20 | wmt13 | flores-test | flores-dev | wmt21 | wmt19 | wmt17 | wmt16 | wmt15 | wmt14 | wmt22 | wmt18 |
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- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
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- | bergamot | 22.00 | 26.20 | 29.20 | 29.90 | 25.50 | 31.40 | 33.60 | 30.90 | 31.40 | 38.20 | 26.50 | 28.50 |
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- | google | 27.20 (+5.20, +23.64%) | 28.00 (+1.80, +6.87%) | 34.40 (+5.20, +17.81%) | 34.90 (+5.00, +16.72%) | 30.00 (+4.50, +17.65%) | 32.90 (+1.50, +4.78%) | 38.90 (+5.30, +15.77%) | 35.00 (+4.10, +13.27%) | 36.90 (+5.50, +17.52%) | 45.70 (+7.50, +19.63%) | 35.00 (+8.50, +32.08%) | 35.00 (+6.50, +22.81%) |
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- | microsoft | 26.30 (+4.30, +19.55%) | 27.30 (+1.10, +4.20%) | 33.60 (+4.40, +15.07%) | 33.50 (+3.60, +12.04%) | 29.20 (+3.70, +14.51%) | 33.20 (+1.80, +5.73%) | 38.60 (+5.00, +14.88%) | 34.20 (+3.30, +10.68%) | 36.10 (+4.70, +14.97%) | 44.70 (+6.50, +17.02%) | 33.10 (+6.60, +24.91%) | 33.70 (+5.20, +18.25%) |
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-
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- ![ Results] ( img/en-ru-bleu.png )
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- ---
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## ru-en
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- | Translator/Dataset | flores-dev | mtedx_test | wmt18 | wmt20 | wmt19 | wmt15 | wmt17 | wmt14 | wmt16 | wmt22 | wmt13 | flores-test | wmt21 |
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+ | Translator/Dataset | mtedx_test | wmt19 | wmt17 | flores-dev | wmt22 | flores-test | wmt14 | wmt15 | wmt16 | wmt13 | wmt18 | wmt21 | wmt20 |
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| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
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- | bergamot | 31.90 | 24.00 | 31.90 | 35.00 | 39.10 | 33 .50 | 37.60 | 37.80 | 33.00 | 38.50 | 29.30 | 31.00 | 35.40 |
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- | google | 38.40 (+6.50, +20.38%) | 25.10 (+1.10, +4.58%) | 37.30 (+5.40 , +16.93 %) | 38.40 (+3.40 , +9.71 %) | 42.80 (+3.70 , +9.46 %) | 38.60 (+5.10 , +15.22 %) | 42.70 (+5.10 , +13.56 %) | 42.70 (+4.90, +12.96%) | 37 .60 (+4.60 , +13.94 %) | 43.70 (+5.20 , +13.51 %) | 32.20 (+2.90, +9.90%) | 37.30 (+6.30 , +20.32 %) | 39.80 (+4.40, +12.43%) |
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- | microsoft | 36.50 (+4.60, +14.42%) | 26.20 (+2.20, +9.17%) | 37.40 (+5.50 , +17.24 %) | 38.80 (+3.80 , +10.86 %) | 43.80 (+4.70 , +12.02 %) | 38.50 (+5.00 , +14.93 %) | 43.70 (+6 .10, +16.22 %) | 44.10 (+6.30, +16.67%) | 38.40 (+5.40 , +16.36 %) | 43.90 (+5.40, +14.03 %) | 32.50 (+3.20, +10.92%) | 36.10 (+5.10 , +16.45 %) | 39.00 (+3.60, +10.17%) |
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+ | bergamot | 24.00 | 39.10 | 37.60 | 31.90 | 38 .50 | 31.00 | 37.80 | 33.50 | 33.00 | 29.30 | 31.90 | 35.40 | 35.00 |
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+ | google | 25.10 (+1.10, +4.58%) | 42.80 (+3.70 , +9.46 %) | 42.70 (+5.10 , +13.56 %) | 38.40 (+6.50 , +20.38 %) | 43.70 (+5.20 , +13.51 %) | 37.30 (+6.30 , +20.32 %) | 42.70 (+4.90, +12.96%) | 38 .60 (+5.10 , +15.22 %) | 37.60 (+4.60 , +13.94 %) | 32.20 (+2.90, +9.90%) | 37.30 (+5.40 , +16.93 %) | 39.80 (+4.40, +12.43%) | 38.40 (+3.40, +9.71 %) |
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+ | microsoft | 26.20 (+2.20, +9.17%) | 43.80 (+4.70 , +12.02 %) | 43.70 (+6.10 , +16.22 %) | 36.50 (+4.60 , +14.42 %) | 43.90 (+5.40 , +14.03 %) | 36.10 (+5 .10, +16.45 %) | 44.10 (+6.30, +16.67%) | 38.50 (+5.00 , +14.93 %) | 38.40 (+5.40, +16.36 %) | 32.50 (+3.20, +10.92%) | 37.40 (+5.50 , +17.24 %) | 39.00 (+3.60, +10.17%) | 38.80 (+3.80, +10.86 %) |
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![ Results] ( img/ru-en-bleu.png )
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## en-nl
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- | Translator/Dataset | flores-test | flores-dev |
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+ | Translator/Dataset | flores-dev | flores-test |
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| --- | --- | --- |
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- | bergamot | 27.00 | 27.60 |
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- | google | 29.20 (+2.20 , +8.15 %) | 29.40 (+1.80 , +6.52 %) |
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- | microsoft | 28.60 (+1.60 , +5.93 %) | 29.00 (+1.40 , +5.07 %) |
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+ | bergamot | 27.60 | 27.00 |
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+ | google | 29.40 (+1.80 , +6.52 %) | 29.20 (+2.20 , +8.15 %) |
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+ | microsoft | 29.00 (+1.40 , +5.07 %) | 28.60 (+1.60 , +5.93 %) |
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![ Results] ( img/en-nl-bleu.png )
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---
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- ## fa-en
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+ ## en-ru
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+ | Translator/Dataset | wmt16 | wmt15 | flores-dev | wmt22 | wmt18 | wmt14 | wmt17 | wmt20 | wmt13 | wmt21 | wmt19 | flores-test |
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+ | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
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+ | bergamot | 30.90 | 31.40 | 29.90 | 26.50 | 28.50 | 38.20 | 33.60 | 22.00 | 26.20 | 25.50 | 31.40 | 29.20 |
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+ | google | 35.00 (+4.10, +13.27%) | 36.90 (+5.50, +17.52%) | 34.90 (+5.00, +16.72%) | 35.00 (+8.50, +32.08%) | 35.00 (+6.50, +22.81%) | 45.70 (+7.50, +19.63%) | 38.90 (+5.30, +15.77%) | 27.20 (+5.20, +23.64%) | 28.00 (+1.80, +6.87%) | 30.00 (+4.50, +17.65%) | 32.90 (+1.50, +4.78%) | 34.40 (+5.20, +17.81%) |
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+ | microsoft | 34.20 (+3.30, +10.68%) | 36.10 (+4.70, +14.97%) | 33.50 (+3.60, +12.04%) | 33.10 (+6.60, +24.91%) | 33.70 (+5.20, +18.25%) | 44.70 (+6.50, +17.02%) | 38.60 (+5.00, +14.88%) | 26.30 (+4.30, +19.55%) | 27.30 (+1.10, +4.20%) | 29.20 (+3.70, +14.51%) | 33.20 (+1.80, +5.73%) | 33.60 (+4.40, +15.07%) |
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+ ![ Results] ( img/en-ru-bleu.png )
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+ ---
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+ ## en-fa
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+ | Translator/Dataset | flores-test | flores-dev |
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+ | --- | --- | --- |
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+ | bergamot | 17.40 | 17.20 |
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+ | google | 28.40 (+11.00, +63.22%) | 27.20 (+10.00, +58.14%) |
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+ | microsoft | 21.10 (+3.70, +21.26%) | 19.90 (+2.70, +15.70%) |
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+ ![ Results] ( img/en-fa-bleu.png )
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+ ---
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+ ## nl-en
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| Translator/Dataset | flores-dev | flores-test |
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| --- | --- | --- |
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- | bergamot | 29.10 | 28.30 |
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- | google | 42 .00 (+12.90 , +44.33 %) | 39.70 (+11.40 , +40.28 %) |
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- | microsoft | 36.50 (+7.40 , +25.43 %) | 35 .80 (+7.50 , +26.50 %) |
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+ | bergamot | 29.70 | 29.60 |
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+ | google | 33 .00 (+3.30 , +11.11 %) | 33.10 (+3.50 , +11.82 %) |
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+ | microsoft | 32.40 (+2.70 , +9.09 %) | 32 .80 (+3.20 , +10.81 %) |
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- ![ Results] ( img/fa -en-bleu.png )
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+ ![ Results] ( img/nl -en-bleu.png )
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## uk-en
@@ -120,46 +131,46 @@ Both absolute and relative differences in BLEU scores between Bergamot and other
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![ Results] ( img/uk-en-bleu.png )
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- ## en-fa
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+ ## fa-en
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| Translator/Dataset | flores-dev | flores-test |
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| --- | --- | --- |
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- | bergamot | 17.20 | 17.40 |
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- | google | 27.20 (+10.00, +58.14%) | 28.40 (+11.00, +63.22%) |
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- | microsoft | 19.90 (+2.70, +15.70%) | 21.10 (+3.70, +21.26%) |
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- ![ Results] ( img/en-fa-bleu.png )
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- ---
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- ## is-en
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- | Translator/Dataset | flores-dev | flores-test | wmt21 |
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- | --- | --- | --- | --- |
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- | bergamot | 23.60 | 23.40 | 23.20 |
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- | google | 39.40 (+15.80, +66.95%) | 38.60 (+15.20, +64.96%) | 38.70 (+15.50, +66.81%) |
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- | microsoft | 37.30 (+13.70, +58.05%) | 36.70 (+13.30, +56.84%) | 40.50 (+17.30, +74.57%) |
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+ | bergamot | 29.10 | 28.30 |
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+ | google | 42.00 (+12.90, +44.33%) | 39.70 (+11.40, +40.28%) |
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+ | microsoft | 36.50 (+7.40, +25.43%) | 35.80 (+7.50, +26.50%) |
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- ![ Results] ( img/is -en-bleu.png )
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+ ![ Results] ( img/fa -en-bleu.png )
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---
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- ## nl -en
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+ ## ca -en
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| Translator/Dataset | flores-dev | flores-test |
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| --- | --- | --- |
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- | bergamot | 29 .70 | 29.60 |
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- | google | 33.00 (+3.30 , +11.11 %) | 33.10 (+3.50 , +11.82 %) |
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- | microsoft | 32.40 (+2.70 , +9.09 %) | 32.80 (+3.20 , +10.81 %) |
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+ | bergamot | 38 .70 | 37.30 |
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+ | google | 49.60 (+10.90 , +28.17 %) | 48.30 (+11.00 , +29.49 %) |
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+ | microsoft | 46.80 (+8.10 , +20.93 %) | 46.20 (+8.90 , +23.86 %) |
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- ![ Results] ( img/nl -en-bleu.png )
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+ ![ Results] ( img/ca -en-bleu.png )
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---
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## en-uk
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- | Translator/Dataset | flores-test | wmt22 | flores-dev |
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+ | Translator/Dataset | flores-dev | flores-test | wmt22 |
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| --- | --- | --- | --- |
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- | bergamot | 28.20 | 22.80 | 27.90 |
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- | google | 33.10 (+4.90, +17.38 %) | 32.00 (+9.20 , +40.35 %) | 32.80 (+4.90 , +17.56 %) |
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- | microsoft | 33.50 (+5 .30, +18.79 %) | 30.40 (+7.60 , +33.33 %) | 32.20 (+4.30 , +15.41 %) |
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+ | bergamot | 27.90 | 28.20 | 22.80 |
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+ | google | 32.80 (+4.90, +17.56 %) | 33.10 (+4.90 , +17.38 %) | 32.00 (+9.20 , +40.35 %) |
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+ | microsoft | 32.20 (+4 .30, +15.41 %) | 33.50 (+5.30 , +18.79 %) | 30.40 (+7.60 , +33.33 %) |
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![ Results] ( img/en-uk-bleu.png )
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+ ---
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+ ## is-en
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+ | Translator/Dataset | flores-dev | flores-test | wmt21 |
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+ | --- | --- | --- | --- |
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+ | bergamot | 23.60 | 23.40 | 23.20 |
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+ | google | 39.40 (+15.80, +66.95%) | 38.60 (+15.20, +64.96%) | 38.70 (+15.50, +66.81%) |
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+ | microsoft | 37.30 (+13.70, +58.05%) | 36.70 (+13.30, +56.84%) | 40.50 (+17.30, +74.57%) |
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+ ![ Results] ( img/is-en-bleu.png )
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