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@@ -70,36 +70,4 @@ This dataset is intended for:
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  - Academic research
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  - Marathi ASR system development
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  - Speech model fine-tuning
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- - Low-resource language modeling
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-
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- Not recommended for:
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- - Production deployment without further cleaning
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- - Legal or forensic applications
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- ---
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-
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- ## ⚠️ Limitations
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- - Subtitle timing may not be frame-perfect.
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- - Source audio may contain background noise.
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- - Data sourced from limited speakers (may not represent full dialect diversity).
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- - Automatic subtitles may contain minor transcription errors.
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- ---
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- ## ⚖️ Licensing & Usage
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- This dataset is shared under CC-BY-4.0 license.
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- Users are responsible for ensuring compliance with the original content licensing from source platforms.
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- ---
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- ## 🚀 Loading the Dataset
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- ```python
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- from datasets import load_dataset
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- dataset = load_dataset("your-username/marathi-sentence-asr")
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- print(dataset)
 
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  - Academic research
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  - Marathi ASR system development
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  - Speech model fine-tuning
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+ - Low-resource language modeling