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@@ -33,7 +33,23 @@ The training set comprised 650,000 sentence pairs per target language (English,
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  ## Evaluation
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- todo
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  ## Usage
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  ## Evaluation
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+ The reported values are Phone Error Rate (PER) across the [Wikipron](https://github.com/CUNY-CL/wikipron) dataset.
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+ Compared Models/Frameworks:
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+ - [eSpeak NG](https://github.com/espeak-ng/espeak-ng)
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+ - [Gruut](https://pypi.org/project/gruut)
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+ - [fdemelo/g2p-mbyt5-12l-ipa-childes-espeak](https://huggingface.co/fdemelo/g2p-mbyt5-12l-ipa-childes-espeak)
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+ - [OLaPh Framework] (https://github.com/iisys-hof/olaph)
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+ - OLaPh LLM (this)
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+ | Language | espeak | gruut | byt5 | olaph | olaph_llm |
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+ | :--- | :--- | :--- | :--- | :--- | :--- |
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+ | **de** | 0.17594 | 0.17558 | 0.35496 | 0.04302 | 0.13518 |
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+ | **en_uk** | 0.14117 | 0.19174 | 0.52258 | 0.08749 | 0.16321 |
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+ | **en_us** | 0.14588 | 0.16545 | 0.42466 | 0.10491 | 0.14713 |
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+ | **es** | 0.04324 | 0.04210 | 0.31214 | 0.02582 | 0.03179 |
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+ | **fr** | 0.06203 | 0.04045 | 0.11421 | 0.03143 | 0.08591 |
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  ## Usage
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