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# Goodness of Pronunciation (GoP)
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This code reflects the work described in the **[INTERSPEECH 2019](https://www.interspeech2019.org/)** published paper on **["An improved goodness of pronunciation (GoP) measure for pronunciation evaluation with DNN-HMM system considering HMM transition probabilities"](https://www.isca-speech.org/archive/Interspeech_2019/pdfs/2363.pdf)**.
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This code reflects the work described in the **[INTERSPEECH 2019](https://www.interspeech2019.org/)** published paper on **["An improved goodness of pronunciation (GoP) measure for pronunciation evaluation with DNN-HMM system considering HMM transition probabilities"](https://spire.ee.iisc.ac.in/spire/papers_pdf/Sweekar_INTERSPEECH_2019.pdf)**.
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# Requirements :
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* Python (tested with v.2.7.5 & v.3.5.7).
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* Kaldi ASR toolkit (for documentation checkout : http://kaldi-asr.org/) considering acoustic models trained with _nnet2_ (Dan's recipe) (tested with nnet2 & nnet3).
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* Kaldi ASR toolkit (for documentation checkout : http://kaldi-asr.org/) considering acoustic models trained with _nnet2_ (Dan's recipe) (tested with nnet2 & nnet3) on Librispeech.
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# How to run the code :
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Run the below code (**_prop_gop_eqn.py_**) to compute the score using the proposed GoP formulation by passing **_alignment_infile.txt_** and **_posterior_infile.ark_** generated for a given learner's utterance.

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