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https://github.com/wassname/phoneme2grapheme

Teaching machines to spell with deep learning (acc=>80%) e.g. a model hears "pɹˈaʊd˺ɚ" and writes "prowder" (but it should be "prouder")
https://github.com/wassname/phoneme2grapheme

cmudict deep-learning deeplearning machine-learning nlp pronunciation spelling

Last synced: about 1 year ago
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Teaching machines to spell with deep learning (acc=>80%) e.g. a model hears "pɹˈaʊd˺ɚ" and writes "prowder" (but it should be "prouder")

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phoneme2grapheme


Using a sequence 2 sequence model with attention to convert from pronunciation to spelling.


installation


Install the requirements pip install --upgrade -r requirements.txt


Then start a jupyter notebook and open main.ipynb


results


It reaches a character error rate of <20%, and here are the results . The machine has made some reasonable mistakes but becomes confused by the end of the word.


Note if you view the readme in html you will see lighter letters show where the model was uncertain.


pronunciationguessspellingkˈɑkəsˌɔidcockosoid caucasoid bɹˈæsfˌildbrasfielddbrassfieldflˈæʃbl̩b flashbllb flashbulb hˈɛstiə   hestia    hestia    kɹˈæbi    crabby    crabby    tɹədˈus   traduse   traduce   təlˈulə   talula    tallulah  bˈitn̩    beetnn    beaton    hˈɑlɪtʃɛk holicckk  holecek   beidˈɔiə  bedoia    bedoya    sɪvˈiɹ    siverr    severe    nɑɪsˈɪpi  nicipp    nicippe   lˈoʊɹntʃəɹlornnchrr launcher  bɹɪtˈɔil  bretoil   britoil   ˈɔɹtnɚ    ortner    ortner    bˈɪljn̩ɵs billiants billionthssˈɛmijˌɑn semiyon   semillon  lˈɔntʃɪŋ  launching launching zˌubɪlˈɑgəzubilagaa zubillaga ɹɪfɹˈɛʃɪz refreshes refreshes ˈɪgnəɹn̩s igneranceeignorance tɪsˈɪpəs  tesippus  ctesippus vɪtkˈɔfskivitkowski witkowski dˈɑdɹɪdʒ  dodrrdge  doddridge tˈɛnn̩t   tennnnt   tennent   dˈɪŋk     dink      dink      ˈeiljənəɹ alliner   alienor   dˈuln̩    dullnn    doolan    hˈʌlki    hulkee    hulky     mˈɛmwˌɑɹz memwars   memoirs   kɑɹdɑɹˈɛlicardarelllcardarellifˈɝmɚ     furmer    firmer    kwˈɑpjɑ   quapya    kuopio    kɚˈɛktɪd  careected corrected ɹˈɔɵmn̩   rothman   rothman   stɹʊk     strook    strook    ɹˈɛnkwɪst renquist  renquist  ɛspɪnˈoʊzəespinosa  espinosa  bˈɪgɪnz   biggins   biggins   pəɹfˈɛkʃn̩perfectionperfectionˈændəɹsn̩ anderson  andersen  ˈænɪnæt   aninatt   aninat    ˈɔlɹɪd    alredd    alred     ɑɹkˈoʊlə  arcola    arcola    pɹˈimiəm  premium   premium   bˈɑlmʊŋ   bolmung   balmung   ɹˌɑbˈʌstəsrobustoss robustas  dɪsˈɔɹdɚz disorddrrsdisorders ˈæsɪtˌæl  asitall   acetal    bjˈuz     buse      buse      wˈeif     waff      waif      ˈæɹənˌoʊs aronose   arenose   kwˈeiswˈeiquaseeay  kweisui   ɪmbˈɑdiɪŋ imbodiinggembodying mˈʌlkɚn   mulkern   mulkern   kˈɪmɪtʃ