Извештај о квалитету превода Лингванек-а

Циљ овог извештаја је да прикаже квалитет превода Лингванек језичких модела према две најпопуларније метрике евалуације машинског превођења.

Флорес је скуп тест података отвореног кода и јавно доступан који је објавио Фацебоок Ресеарцх и који има највећу покривеност језичких парова.

Опис метрике квалитета

BLEU

БЛЕУ је аутоматска метрика заснована на н-грамима. Он мери прецизност н-грама излазног машинског превода у поређењу са референцом, пондерисану казном краткоће да би се казнили прекратки преводи. Користимо посебну имплементацију БЛЕУ, која се зове сацреБЛЕУ. Он даје резултате корпуса, а не сегментне резултате.

Референце

  • Papineni, Kishore, S. Roukos, T. Ward and Wei-Jing Zhu. “Bleu: a Method for Automatic Evaluation of Machine Translation.” ACL (2002).
  • Post, Matt. “A Call for Clarity in Reporting BLEU Scores.” WMT (2018).

COMET

ЦОМЕТ (Цроссслингуал Оптимизед Метриц фор Евалуатион оф Транслатион) је метрика за аутоматску евалуацију машинског превода која израчунава сличност између излаза машинског превода и референтног превода користећи уграђивање токена или реченица. За разлику од других метрика, ЦОМЕТ је обучен за предвиђање различитих типова људских расуђивања у облику напора након уређивања, директне процене или анализе грешака у преводу.

Референце

Језички парови

Напомена: Мања величина модела на чврстом диску значи мању потрошњу ГПУ меморије што доводи до смањених трошкова имплементације. Мања величина модела има боље перформансе у времену превођења. Приближна употреба ГПУ меморије се израчунава као величина модела чврстог диска к 1,2

Језички парМодел'с
Величина, мб
Тест
Подаци
BLEU
Метриц
COMET
Метриц
Afrikaans - English113,91Flores52,3386,43
English - Afrikaans113,91Flores42,5286,92
Albanian - English113,91Lingvanex56,4387,83
English - Albanian113,91Lingvanex57,0489,03
Amharic - English113,91Flores30,4283,78
English - Amharic113,91Flores14,1387,4
Arabic - English184,11Flores45,7987,95
English - Arabic190,63Flores33,4588,28
Armenian - English113,91Flores37,4786,93
English - Armenian113,91Flores22,0989,32
Armenian - Russian190,63Flores20,9785,06
Russian - Armenian190,63Flores15,7187,00
Azerbaijani - English113,91Flores23,7685,88
English - Azerbaijani113,91Flores17,7984,93
Azerbaijani - Russian190,63Flores16,9585,23
Russian - Azerbaijani190,63Flores13,1083,64
Basque - English113,91Flores32,3486,40
English - Basque113,91Flores21,6986,99
Belarusian - English113,91Flores19,7780,89
English - Belarusian113,91Flores15,5485,16
Bengali - English113,91Flores33,9387,86
English - Bengali239,56Flores23,4186,92
Bosnian - English113,91Flores41,6287,65
English - Bosnian113,91Flores35,5790,61
Bulgarian - English184,00Flores44,9788,28
English - Bulgarian184,00Flores45,9091,22
Catalan - English113,91Flores47,5488,55
English - Catalan113,91Flores45,6287,67
Cebuano - English113,91Flores41,1779,24
English - Cebuano113,91Flores35,4671,80
Chichewa - English113,91Flores22,8669,22
English - Chichewa113,91Flores17,4464,71
Chinese (Simplified) - English184,11Flores29,9186,27
English - Chinese (Simplified)184,11Flores42,2987,70
Chinese (Traditional) - English190,63Flores30,2886,51
English - Chinese (Traditional)190,63Flores36,0688,67
Corsican - English113,91Lingvanex59,9083,86
English - Corsican113,91Lingvanex54,2176,34
Croatian - English184,00Flores 10139,8088,08
English - Croatian184,00Flores34,9591,09
Czech - English184,00Flores41,8388,33
English - Czech184,00Flores36,5390,98
Danish - English184,00Flores51,2190,25
English - Danish184,02Flores49,8891,27
Dutch - English184,00Flores34,0487,20
English - Dutch184,00Flores29,7188,10
Esperanto - English113,91Flores41,6087,49
English - Esperanto113,91Flores32,0288,92
Estonian - English113,91Flores41,0789,33
English - Estonian113,91Flores31,4891,64
Filipino - English113,91Flores47,4186,85
English - Filipino113,91Flores37,7584,61
Finnish - English184,00Flores36,8789,76
English - Finnish184,00Flores27,0690,96
French - English190,65Flores48,8289,46
English - French190,65Flores53,2588,40
Frisian - English113,91Lingvanex65,0684,99
English - Frisian113,91Lingvanex54,8281,09
Gaelic-English113,91Flores29,6076,02
English-Gaelic113,91Flores24,7280,92
Galician - English113,91Flores40,5887,52
English - Galician113,91Flores37,7187,03
Georgian - Russian190,63Flores18,6085,80
Russian - Georgian190,63Flores13,8585,77
Georgian - English113,91Flores22,0989,32
English - Georgian113,91Flores16,5687,13
German - English190,65Flores46,7689,34
English - German184,02Flores43,0988,15
Greek - English184,00Flores36,1987,38
English - Greek184,00Flores29,5489,02
Gujarati-English113,91Flores142,0989,68
English - Gujarati113,91Flores28,0088,61
Haitian Creole - English113,91Flores30,0872,24
English - Haitian Creole113,91Flores28,2767,41
Hausa - English113,91Flores33,6478,80
English - Hausa113,91Flores28,7080,76
Hawaiian - English113,91Lingvanex45,1271,92
English - Hawaiian113,91Lingvanex64,2778,56
Hebrew - English184,11Flores46,3188,32
English - Hebrew184,11Flores36,0088,53
Hindi - English113,91Flores38,1888,29
English - Hindi113,91Flores67,6281,99
English - Hmong113,91Lingvanex60,9977,35
Hmong - English184,00Lingvanex45,8775,22
Hungarian - English184,00Flores38,7488,37
English - Hungarian184,00Flores31,4089,97
Icelandic - English113,91Flores37,2785,92
English - Icelandic113,91Flores31,9086,34
Igbo - English113,91Flores26,6068,85
English - Igbo113,91Flores19,0171,94
Indonesian - English184,02Flores46,6589,60
English - Indonesian184,02Flores50,7791,90
Italian - English184,00Flores34,7487,89
English - Italian184,00Flores32,5788,19
Irish - English113,91Flores44,1585,29
English - Irish113,91Flores38,8681,81
Japanese - English190,63Flores31,0588,08
English - Japanese190,63Flores39,6291,56
Javanese - English113,91Flores30,2976,20
English - Javanese113,91Flores28,7986,59
Kannada - English113,91Flores36,0187,38
English - Kannada113,91Flores65,8386,33
Kazakh - English113,91Flores36,2587,61
English - Kazakh113,91Flores26,4890,35
Kazakh - Russian190,63Flores22,7988,12
Russian - Kazakh190,63Flores19,1889,57
Khmer - English113,91Flores33,1985,77
English - Khmer113,91Flores4,7782,37
Kinyarwanda - English113,91Flores32,9873,73
English - Kinyarwanda113,91Flores25,8466,67
Korean - English113,91Flores32,8588,09
English - Korean113,91Flores33,6689,67
Kurdish - English113,91Flores28,8179,90
English - Kurdish113,91Flores12,8580,84
Kyrgyz - English113,91Flores24,2984,79
English - Kyrgyz113,91Flores16,6588,14
Kyrgyz - Russian190,63Flores16,3886,32
Russian - Kyrgyz190,63Flores13,4387,62
Lao - English113,91Flores31,4584,11
English - Lao113,91Flores59,5483,24
Latin - English113,91Lingvanex24,2474,81
English - Latin113,91Lingvanex14,8377,64
Latvian - English113,91Flores38,9587,67
English - Latvian113,91Flores37,8890,49
Lithuanian - English113,91Flores34,9686,24
English - Lithuanian113,91Flores31,2890,11
Luxembourgish - English113,91Flores45,5680,29
English - Luxembourgish113,91Flores27,2857,29
Macedonian - English113,91Flores44,3387,43
English - Macedonian113,91Flores38,1989,28
Malagasy - English113,91Lingvanex38,6083,10
English - Malagasy113,91Lingvanex41,7485,25
Malay - English184,11Flores46,0988,84
English - Malay184,11Flores44,6389,77
Malayalam - English113,91Flores39,2688,28
English - Malayalam113,91Flores23,1988,92
Maltese - English113,91Flores53,1181,83
English - Maltese113,91Flores47,5779,52
Maori - English113,91Flores29,1369,87
English - Maori113,91Flores17,4461,51
Marathi - English113,91Flores37,9487,49
English - Marathi113,91Flores21,4275,73
Mongolian- English113,91Flores31,4085,43
English - Mongolian113,91Flores20,0789,00
Myanmar - English113,91Flores23,1382,43
English - Myanmar113,91Flores55,7287,25
Nepali - English113,91Flores41,6789,94
English - Nepali113,91Flores64,9283,27
Norwegian - English184,00Flores44,2088,78
English - Norwegian184,02Flores35,8590,25
Odia - English113,91Flores32,3486,77
English - Odia113,91Flores21,0981,84
Persian - English184,02Flores39,0487,71
English - Persian184,11Flores27,2487,82
Polish - English184,00Flores30,9485,72
English - Polish184,00Flores24,2489,21
Portuguese (Brazil) - English184,02Flores51,4289,66
English - Portuguese (Brazil)184,02Flores51,6789,40
Portuguese - English184,02Flores50,9389,27
English - Portuguese184,02Flores51,3889,71
Punjabi - English113,91Flores38,1587,74
English - Punjabi113,91Flores28,9184,28
Pushto - English113,91Flores27,0579,68
English - Pushto113,91Flores15,0477,94
Romanian - English184,00Flores45,2289,30
English - Romanian179,58Flores43,6890,29
Russian - English190,65Flores37,8686,63
English - Russian190,65Flores34,6489,37
Russian - Belarusian190,63Lingvanex57,3595,38
Samoan - English113,91Flores27,8168,62
English - Samoan113,91Flores30,0767,20
Serbian - English184,00Flores43,0686,68
English - Serbian184,00Flores36,8788,49
Sesotho - English113,91Flores32,9172,64
English - Sesotho113,91Flores20,3666,18
Shona - English113,91Flores23,0570,04
English - Shona113,91Flores13,7462,88
Sindhi - English113,91Flores31,0979,66
English - Sindhi113,91Flores25,9080,37
Sinhala - English113,91Flores36,7387,92
English - Sinhala113,91Flores21,4287,65
Slovak - English184,11Flores42,3288,33
English - Slovak184,11Flores40,0891,01
Slovenian - English113,91Flores38,2587,76
English - Slovenian113,91Flores35,3990,20
Somali - English113,91Flores29,8977,25
English - Somali113,91Flores14,5680,85
Spanish - English184,02Flores31,4886,92
English - Spanish184,02Flores30,1786,72
Sundanese - English113,91Flores34,0281,42
English - Sundanese113,91Flores20,2379,65
Swahili - English113,91Flores44,9584,91
English - Swahili113,91Flores41,1485,40
Swedish - English184,00Flores51,8990,13
English - Swedish184,00Flores49,3991,24
Tajik - English113,91Flores33,7477,46
English - Tajik113,91Flores24,9776,28
Tajik - Russian190,63Flores23,1579,69
Russian - Tajik190,63Flores19,3875,59
Tamil - English113,91Flores35,1786,48
English - Tamil113,91Flores23,1289,55
Tatar - English113,91Flores30,3779,43
English - Tatar113,91Flores19,0169,26
Telugu-English113,91Flores42,0287,74
English-Telugu113,91Flores28,3087,60
Thai - English184,02Flores31,6387,71
English - Thai113,91Flores63,6888,57
Turkish - English184,00Flores41,8589,63
English - Turkish184,00Flores35,3390,82
Turkmen - English113,91Flores37,1080,90
English - Turkmen113,91Flores22,9167,00
Ukrainian - English184,00Flores41,5486,98
English - Ukrainian184,00Flores34,3089,88
Ukrainian - Russian190,63Flores28,0791,66
Russian - Ukrainian190,63Flores25,6292,16
Urdu - English113,91Flores31,0984,46
English - Urdu113,91Flores24,8081,71
Uyghur - English113,91Flores28,1786,26
English - Uyghur113,91Flores22,6686,21
Uzbek - English113,91Flores37,4287,64
English - Uzbek113,91Flores23,0490,32
Uzbek - Russian190,63Flores22,1185,40
Russian - Uzbek190,63Flores16,8687,37
Vietnamese - English184,00Flores38,6587,53
English - Vietnamese184,11Flores46,2889,16
Welsh - English113,91Flores61,3689,32
English - Welsh113,91Flores57,5588,83
Xhosa - English113,91Flores36,6578,10
English - Xhosa113,91Flores18,9077,05
Yiddish - English113,91Flores41,8976,88
English - Yiddish113,91Flores10,8867,67
Yoruba - English113,91Flores17,5461,56
English - Yoruba113,91Flores3,5755,39
Zulu - English113,91Flores36,8378,00
English - Zulu113,91Flores21,0678,12

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