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README.md
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- automatic-speech-recognition
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---
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| | **n-gram** | **FER** | **PER** | **Tag** |
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| :----------------------------- | :--------- | :--------- | :--------- | :--------- |
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| Baseline + TIMIT | --- | **10\.2%** | 22\.5% | huggingface-unaugmented |
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- automatic-speech-recognition
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## Augmented TIMIT subset
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| **Augmentation** | **FER** | **PER** | **Git tag** |
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| :----------------------------------------------- | :-------- | :--------- | :---------------------------------- |
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| unaugmented | 10\.2% | 22\.5% | |
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| Gaussian noise | 10\.0% | 22\.1% | gaussian |
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| Pitchshift | 9\.6% | 22\.9% | pitchshift |
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| RIR | **9\.6%** | **21\.8%** | rir |
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| Time stretch | 10\.1% | 22\.8% | timestretch |
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| Gaussian noise + RIR | 10\.0% | 23\.4% | gaussian-rir |
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| Pitchshift + Gaussian noise | 9\.9% | 22\.9% | pitchshift-gaussian |
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| Pitchshift + RIR | 9\.9% | 22\.8% | pitchshift-rir |
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| Tim estretch + Gaussian noise | 10\.2% | 22\.8% | timestretch-gaussian |
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| Time stretch + Pitchshift | 9\.8% | 22\.0% | timestretch-pitchshift |
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| Time stretch + RIR | 9\.7% | 22\.2% | timestretch-rir |
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| Pitchshift + Gaussian noise + RIR | 10\.1% | 23\.5% | pitchshift-gaussian-rir |
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| Time stretch + Gaussian noise + RIR | 9\.7% | 22\.3% | timestretch-gaussian-rir |
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| Time stretch + Pitchshift + Gaussian noise | 10\.2% | 22\.9% | timestretch-pitchshift-gaussian |
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| Time stretch + Pitchshift + RIR | 10\.2% | 22\.5% | timestretch-pitchshift-rir |
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| Time stretch + Pitchshift + Gaussian noise + RIR | 10\.9% | 24\.1% | timestretch-pitchshift-gaussian-rir |
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## LM experiments
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| | **n-gram** | **FER** | **PER** | **Tag** |
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| :----------------------------- | :--------- | :--------- | :--------- | :--------- |
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| Baseline + TIMIT | --- | **10\.2%** | 22\.5% | huggingface-unaugmented |
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