Bulgarian MFA dictionary v2.0.0#
@techreport{mfa_bulgarian_mfa_dictionary_2022,
author={McAuliffe, Michael and Sonderegger, Morgan},
title={Bulgarian MFA dictionary v2.0.0},
address={\url{https://mfa-models.readthedocs.io/pronunciation dictionary/Bulgarian/Bulgarian MFA dictionary v2_0_0.html}},
year={2022},
month={Mar},
}
G2P models Acoustic models |
Installation#
Install from the MFA command line:
mfa model download dictionary bulgarian_mfa
Or download from the release page
The dictionary available from the release page and command line installation has pronunciation and silence probabilities estimated as part acoustic model training (see Silence probability format and training pronunciation probabilities for more information. If you would like to use the version of this dictionary without probabilities, please see the plain dictionary.
Intended use#
This dictionary is intended for forced alignment of Bulgarian transcripts.
This dictionary uses the MFA phone set for Bulgarian, and was used in training the Bulgarian MFA acoustic model. Pronunciations can be added on top of the dictionary, as long as no additional phones are introduced.
Performance Factors#
When trying to get better alignment accuracy, adding pronunciations is generally helpful, especially for different styles and dialects. The most impactful improvements will generally be seen when adding reduced variants that involve deleting segments/syllables common in spontaneous speech. Alignment must include all phones specified in the pronunciation of a word, and each phone has a minimum duration (by default 10ms). If a speaker pronounces a multisyllabic word with just a single syllable, it can be hard for MFA to fit all the segments in, so it will lead to alignment errors on adjacent words as well.
Ethical considerations#
Deploying any Speech-to-Text model into any production setting has ethical implications. You should consider these implications before use.
Demographic Bias#
You should assume every machine learning model has demographic bias unless proven otherwise. For pronunciation dictionaries, it is often the case that transcription accuracy and lexicon coverage for the prestige variety modeled in this dictionary compared to other variants. If you are using this dictionary in production, you should acknowledge this as a potential issue.
IPA Charts#
Consonants#
Obstruent symbols to the left of are unvoiced and those to the right are voiced.
Manner |
Labial |
Labiodental |
Dental |
Alveolar |
Alveopalatal |
Palatal |
Velar |
---|---|---|---|---|---|---|---|
Nasal |
Occurrences: 8,952 Examples: * мря: [m rʲ a] * мачка: [m a tʃ k ɤ] * май: [m a j] * ком: [k ɔ m] Occurrences: 1,826 Examples: * филми: [fʲ i ɫ mʲ i] * ръми: [r a mʲ i] * мирно: [mʲ i r n̪ o] * милев: [mʲ i ɫ ɛ f] |
Occurrences: 144 Examples: * инмат: [i ɱ m ɤ t̪] * инфо: [i ɱ f o] * амвон: [a ɱ v ɔ n̪] * съмва: [s̪ a ɱ v ɤ] |
Occurrences: 32,758 Examples: * ноже: [n̪ o ʒ ɛ] * шанс: [ʃ a n̪ s̪] * илиян: [i ʎ i j a n̪] * бзнс: [b ɤ z̪ ɤ n̪ ɤ s̪ ɤ] |
Occurrences: 1,204 Examples: * някак: [ɲ ɤ k a k] * багня: [b a ɟ ɲ a] * синя: [s̪ i ɲ ɤ] * саня: [s̪ a ɲ ɤ] |
Occurrences: 430 Examples: * гинка: [ɟ i ŋ k ɤ] * шунка: [ʃ u ŋ k ɤ] * тонка: [t̪ ɔ ŋ k ɤ] * мунк: [m u ŋ k] |
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Stop |
Occurrences: 22,049 Examples: * пасох: [p a s̪ o x] * пушил: [p u ʃ i ɫ] * пият: [p i j ɤ t̪] * пеете: [p ɛ ɛ t̪ ɛ] Occurrences: 8,343 Examples: * шибой: [ʃ i b ɔ j] * бзнс: [b ɤ z̪ ɤ n̪ ɤ s̪ ɤ] * бич: [b i tʃ] * бдж: [b ɤ d̪ ɤ ʒ ɤ] |
Occurrences: 45,671 Examples: * житни: [ʒ i t̪ n̪ i] * къта: [k ɤ t̪ ɤ] * шесто: [ʃ ɛ s̪ t̪ o] * бесещ: [b ɛ s̪ ɛ ʃ t̪] Occurrences: 11,347 Examples: * доеха: [d̪ o ɛ x ɤ] * деди: [d̪ ɛ dʲ i] * удвои: [u d̪ v ɔ i] * кода: [k o d̪ ɤ] |
Occurrences: 1,738 Examples: * кир: [c i r] * кинов: [c i n̪ o f] * тежки: [t̪ ɛ ʃ c i] * щейки: [ʃ t̪ ɛ j c i] Occurrences: 345 Examples: * багня: [b a ɟ ɲ a] * гинка: [ɟ i ŋ k ɤ] * рагин: [r a ɟ i n̪] * гьоте: [ɟ ɔ t̪ ɛ] |
Occurrences: 11,871 Examples: * оскар: [o s̪ k a r] * мачка: [m a tʃ k ɤ] * ком: [k ɔ m] * живка: [ʒ i f k ɤ] Occurrences: 5,792 Examples: * гуам: [ɡ u ɤ m] * гнева: [ɡ n̪ ɛ v ɤ] * галий: [ɡ a ʎ i j] * могло: [m o ɡ ɫ ɔ] |
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Affricate |
Occurrences: 3,553 Examples: * бицам: [b i t̪s̪ ɤ m] * опции: [o p t̪s̪ i i] * акция: [ɤ k t̪s̪ i j ɤ] * немци: [n̪ ɛ m t̪s̪ i] |
Occurrences: 9,348 Examples: * мачка: [m a tʃ k ɤ] * учиш: [u tʃ i ʃ] * бич: [b i tʃ] * чий: [tʃ i j] Occurrences: 197 Examples: * джон: [dʒ ɔ n̪] * ходжа: [x ɔ dʒ ɤ] * джудо: [dʒ u d̪ o] * джубе: [dʒ u b ɛ] |
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Sibilant |
Occurrences: 20,870 Examples: * оскар: [o s̪ k a r] * шанс: [ʃ a n̪ s̪] * сеул: [s̪ ɛ u ɫ] * бзнс: [b ɤ z̪ ɤ n̪ ɤ s̪ ɤ] Occurrences: 13,060 Examples: * бзнс: [b ɤ z̪ ɤ n̪ ɤ s̪ ɤ] * слиза: [s̪ ɫ i z̪ ɤ] * завре: [z̪ a v r ɛ] * заши: [z̪ a ʃ i] |
Occurrences: 1,303 Examples: * унася: [o n̪ a sʲ ɤ] * сякъл: [sʲ a k ɤ ɫ] * ася: [a sʲ ɤ] * ужася: [u ʒ a sʲ ɤ] Occurrences: 85 Examples: * дизя: [dʲ i zʲ ɤ] * пазят: [p a zʲ ɤ t̪] * мразя: [m r a zʲ ɤ] * пълзя: [p ɤ ɫ zʲ ɤ] |
Occurrences: 10,486 Examples: * шанс: [ʃ a n̪ s̪] * учиш: [u tʃ i ʃ] * шибой: [ʃ i b ɔ j] * брише: [b rʲ i ʃ ɛ] Occurrences: 3,892 Examples: * ноже: [n̪ o ʒ ɛ] * живка: [ʒ i f k ɤ] * маже: [m a ʒ ɛ] * житни: [ʒ i t̪ n̪ i] |
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Fricative |
Occurrences: 2,450 Examples: * живка: [ʒ i f k ɤ] * каффе: [k a f ɛ] * радев: [r a d̪ ɛ f] * сфери: [s̪ f ɛ rʲ i] Occurrences: 315 Examples: * филми: [fʲ i ɫ mʲ i] * филип: [fʲ i ʎ i p] * кафяв: [k a fʲ a f] * филм: [fʲ i ɫ m] Occurrences: 21,142 Examples: * удвои: [u d̪ v ɔ i] * завре: [z̪ a v r ɛ] * гнева: [ɡ n̪ ɛ v ɤ] * водя: [v ɔ dʲ ɤ] Occurrences: 3,031 Examples: * нивя: [n̪ i vʲ a] * висши: [vʲ i ʃ i] * вирус: [vʲ i r u s̪] * ивица: [i vʲ i t̪s̪ ɤ] |
Occurrences: 133 Examples: * хилав: [ç i ɫ ɤ f] * хилда: [ç i ɫ d̪ ɤ] * хияка: [ç i j a k ɤ] * хикс: [ç i k s̪] |
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Approximant |
Occurrences: 9,852 Examples: * май: [m a j] * илиян: [i ʎ i j a n̪] * шибой: [ʃ i b ɔ j] * чий: [tʃ i j] |
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Trill |
Occurrences: 23,959 Examples: * оскар: [o s̪ k a r] * ерез: [ɛ r ɛ s̪] * завре: [z̪ a v r ɛ] * речен: [r ɛ tʃ ɛ n̪] Occurrences: 5,445 Examples: * мря: [m rʲ a] * мряха: [m rʲ a x ɤ] * брише: [b rʲ i ʃ ɛ] * мери: [m ɛ rʲ i] |
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Lateral |
Occurrences: 22,885 Examples: * луди: [ɫ u dʲ i] * сеул: [s̪ ɛ u ɫ] * слиза: [s̪ ɫ i z̪ ɤ] * филми: [fʲ i ɫ mʲ i] |
Occurrences: 3,106 Examples: * илиян: [i ʎ i j a n̪] * хулим: [x u ʎ i m] * галий: [ɡ a ʎ i j] * голд: [ɡ o ʎ a t̪] |
Vowels#
Vowel symbols to the left of are unrounded and those to the right are rounded.
Front |
Near-Front |
Central |
Near-Back |
Back |
|
---|---|---|---|---|---|
Close |
Occurrences: 48,222 Examples: * луди: [ɫ u dʲ i] * учиш: [u tʃ i ʃ] * илиян: [i ʎ i j a n̪] * живка: [ʒ i f k ɤ] |
Occurrences: 7,324 Examples: * луди: [ɫ u dʲ i] * сеул: [s̪ ɛ u ɫ] * учиш: [u tʃ i ʃ] * удвои: [u d̪ v ɔ i] |
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Close-Mid |
Occurrences: 60,091 Examples: * доеха: [d̪ o ɛ x ɤ] * мачка: [m a tʃ k ɤ] * живка: [ʒ i f k ɤ] * бзнс: [b ɤ z̪ ɤ n̪ ɤ s̪ ɤ] Occurrences: 25,084 Examples: * оскар: [o s̪ k a r] * ноже: [n̪ o ʒ ɛ] * доеха: [d̪ o ɛ x ɤ] * кода: [k o d̪ ɤ] |
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Open-Mid |
Occurrences: 49,451 Examples: * ноже: [n̪ o ʒ ɛ] * доеха: [d̪ o ɛ x ɤ] * сеул: [s̪ ɛ u ɫ] * деди: [d̪ ɛ dʲ i] |
Occurrences: 19,038 Examples: * ком: [k ɔ m] * шибой: [ʃ i b ɔ j] * удвои: [u d̪ v ɔ i] * водя: [v ɔ dʲ ɤ] |
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Open |
Occurrences: 36,137 Examples: * оскар: [o s̪ k a r] * мря: [m rʲ a] * мачка: [m a tʃ k ɤ] * шанс: [ʃ a n̪ s̪] |