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--- |
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datasets: |
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- thesven/bengali-ai-train-set-tiny |
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language: |
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- bn |
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metrics: |
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- wer |
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--- |
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# thesven/whisper-tiny-bn-v2 |
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## Model Description |
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This is the `openai/whisper-tiny` model fine-tuned on the OOD-Speech Bengali dataset. The fine-tuning was performed to enhance the model's performance on Bengali speech recognition tasks, especially for out-of-distribution samples. |
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## Model Details |
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- **Original Model:** [openai/whisper-tiny on Hugging Face](https://huggingface.co/openai/whisper-tiny) |
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- **Fine-tuned Model:** [thesven/whisper-tiny-bn-thesven on Hugging Face](https://huggingface.co/thesven/whisper-tiny-bn-thesven) |
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- **Model Architecture:** Whisper ASR |
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## Intended Use |
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This model is intended for automatic speech recognition (ASR) tasks in the Bengali language, especially for scenarios that involve out-of-distribution samples. |
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## Training Data |
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The model was fine-tuned using the OOD-Speech Bengali dataset: |
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- **Training Samples:** 10,000 |
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- **Validation Samples:** 1,000 |
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- **Dataset Source:** [OOD-Speech: A Large Bengali Speech Recognition Dataset for Out-of-Distribution Benchmarking](https://arxiv.org/abs/2305.09688) |
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## Fine-tuning Procedure |
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The model was fine-tuned using the OOD-Speech Bengali dataset with [specific hyperparameters, optimizer, learning rate, epochs, etc. if available]. |
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## Licensing |
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This model is released under the MIT License. You are free to use, modify, distribute, or sell it under the terms of the license. |
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``` |
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MIT License |
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Copyright (c) 2023 thesven |
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Permission is hereby granted, free of charge, to any person obtaining a copy |
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of this software and associated documentation files (the "Software"), to deal |
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in the Software without restriction, including without limitation the rights |
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to use, copy, modify, merge, publish, distribute, sublicense, and/or sell |
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copies of the Software, and to permit persons to whom the Software is |
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furnished to do so, subject to the following conditions: |
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The above copyright notice and this permission notice shall be included in all |
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copies or substantial portions of the Software. |
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THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR |
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IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, |
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FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE |
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AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER |
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LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, |
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OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE |
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SOFTWARE. |
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``` |
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## Citation |
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``` |
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@article{OOD-Speech2023, |
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title={OOD-Speech: A Large Bengali Speech Recognition Dataset for Out-of-Distribution Benchmarking}, |
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author={Authors of the OOD-Speech paper}, |
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journal={arXiv preprint arXiv:2305.09688}, |
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year={2023} |
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} |
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``` |
