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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: 4 months 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   kimiich   kimmich   tˈupəlˌoʊ tupelow   tupelo    tɹɑɪˈʌmf  triumf    triumph   pɹˈaʊd˺ɚ  prowder   prouder   wˈɛdʒ     wedge     wedge     ɹˈɛznɪk   resnikk   reznik    flˈeid    flayed    flayed    ˈæsɪlɪn   asilinn   asselin   dɪkɹˈitl̩ dicrettl  decretal  sɪndˈɛt˺ɪksindetic  syndetic  spˈænɪʃ   spannsh   spanish   ɹˈæli     rally     rallye    aʊtʃˈoʊn  ouchone   outshone  sˈɑsəɹˌɑɪtsosserite saussuriteɪspˈaʊzd  ispousd   espoused  bɹˈɪklɪn  bricklin  bricklin  ɛskˈɑləp  escolop   escallop  hˈɔɹdz    hordss    hordes    kˈæɹəkɚ   carrcker  caraker   wˈɑɪthˌɝstwiithhorstwhitehurstmˈɛɹɪmæk  merimac   merrimac  tʃɑɪnˈi   chinee    chinee    hˈænlɪn   hanlin    hanlin    dɑɪˈækənl̩diacinal  diaconal  kwˈɪnin   quinnnn   quinine   bɹʊjˈɛɹ   bruyerr   bruyeres  pitsˈutoʊ pitsuto   pizzuto   liˈændəɹ  liander   leander   əblˈɑɪdʒɪŋobligingg obliging  mˈɔɹfju   morfuu    morphew   glˈækn̩z  glacknns  glackens  bukˈeiz   buccass   bouquets  hˈɝɹmɪt   hermit    hermit    mˈʌsl̩    mussle    mussell   mˈʌt˺əɹ   mutter    mutter    pəhˈoʊki  pahoki    pahokee   gɑlˈɑsoʊ  galasso   galasso   ˈoʊvɚlˌɑk overlock  overlock  tˈɪŋktʃəɹ tincturr  tincture  pjˈudʒɪn  pugin     pugin     spˌɛʃəlˌi speshale  especiallyhˈʊfpɹˌɪnthoofprint hoofprint pˈɑntɪk   pontic    pontic    pɹˈɑɪsɪz  prices    prices    nˈeivi    navi      navy      gɹˈɪmʃˌɔ  grimshau  grimshaw  pɹəvˈɑɪzoʊpravizo   proviso   sˈoʊlɪtɹɑnsoletron  solitron  ˈænəɵˌoʊl anathol   anethole  pɑmpˈɛɹoʊ pampero   pampero   ˈɑɪməs    immu      imus      hˈoʊfəɹ   hoffer    hofer     smˈɑɹts   smarts    smarts    mɔɹtˈimɔɹ mortemorr mortimore blˈɛkmn̩  bleckman  blechman  ʃˈæfɹn̩   shaffron  shafran   tn̩dɹˈoʊ  tondrow   tondreau  ˈɝdʒn̩tli urgentlyy urgently  ˌɑksˈænə  oxanaa    oksana    flˈɪntʃiɹ flinchir  flintshireʃɹˈɛŋk    shhrenk   schrenk   plˈæzə    plaza     plaza     dˈunədɪn  dunadin   dunedin   dɪsmˈɪʃn̩ dismition dismissionskwˈɪfi   squiffy   squiffy   skˈɑɪwˌei skiway    skyway    fˈæʃɪst   fashist   fascist   pˈɑləpˌɛɹipoloparyy polypary  ɑɪˈælmənəsialmonoss ialmenus  ˈɑzmn̩dsn̩osmandson osmundson ˈɑɪlˌæʃɪz illases   eyelashes gˈæsp     gasp      gasp      ɪnwˈɑɪnd  inwindd   inwind    kˈoʊldli  coldlyy   coldly    bˈækʃi    bacchyy   bakshi    æbˈɛsɪv   abessiv   abessive  tʃɪkˈɔin  chicoin   chicoine  skˌɪmz    skims     skims     kɹɪsp     crisp     crisp     hˈɑɪdɹˌɑɪdhiddrdd   hydride   bɹˈæmlɪt  bramlet   bramlett  jˈɛsəf    yessff    iosif     gˈɑɹdhˌaʊsgardhouss guardhousesˈɪliəs   silius    syleus    zˈɪŋə     zinga     zinga     tˈɪŋkɚd   tinkerdd  tinkered  tˈægəɹ    tagger    tagger    ˈʌltəmˌoʊ ultimo    ultimo    ʃˈɛɹɪl    sherill   sherrill  poʊstwˈoʊɹpostworr  postwar   lˈɔɹiəts  loriets   laureates dʒˈɑskɪn  joskin    joskin    kˈinɪŋ    keening   keening   slˈoʊli   slolly    slowly    spoʊsˈɑtoʊsposatoo  sposato   wˌɑt˺əɹˈi wattere   wateree   æmfˈɪbiə  amphibia  amphibia  dʒˌæpənˈizjappnnes  japanese  əntɹˈu    untruu    untrue    pˈɛɹəbl̩  perrbbe   parable   kʊɹzˈɑwə  curzawa   kurzawa   sˈʌmwˌɛɹ  summaar   somewhere zˈɪlviə   zilvia    zilvia    oʊsˈɔɹioʊ osorio    osorio    swˈɪtʃɚ   switcher  switcher  ɚˈɛndsˌi  areedse   arendsee  kɑɹvɑjˈæl carvaial  carvajal  blˈæknɪs  blackniss blackness pɚˈɪsiˌɛn perisien  parisiennekˈænjn̩z  caniins   canyons   pɔɹtˈɛndz portends  portends  lˈuɪn     luin      lewin     slˈɪmɪŋ   slimming  slimming  mʊɹˈɑt    murrtt    murat     tˈɑɪmn̩   timen     timon     hˈimɪn    heemi     hemin     tˈɝɹnkˌi  ternkee   turnkey   ɹɪdˈiməbl̩redemmbbl redeemablelˈɑkəs    lockos    lochus    skˈɛɹiɚ   scarierr  scarier   ˌænəkjˈuʒəanacujia  anacusia  stɹˈut    stroot    stroot    tɑɪmˈiəs  timeus    timaeus   səbmˈɝs   submerse  submerse  stˈɑlwəɹɵ stolwwrth stalworth ˈiniəs    enius     oeneus    ləzˈɪɹ    lazirr    lazear    bˈɑoʊ     bao       booe      ɪkspˈændɪdexpanded  expanded  zəɹkˈɑnɪk zerconic  zirconic  ˈɑbleit   oblatee   oblate    gˈɪbi     gibby     gibby     sˈʌmnɚz   sumnners  sumners   tˈeiln̩   tallnn    taillon   tɹˈɪbjut  tributt   tribute   pˈʌzl̩mn̩tpussleman puzzlementlˈændfˌɪlzlandfilss landfills