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@@ -8,19 +8,20 @@ app_file: app.py
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  pinned: true
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  license: cc-by-4.0
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  models:
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- - Tonykip/parakeet-tdt-0.6b-kalenjin
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  short_description: Transcribe spoken Kalenjin (Kipsigis & Nandi)
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  ---
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  # Kalenjin Speech Recognition 🎙️
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- Try the first **open** automatic speech recognition model for **Kalenjin** (Kipsigis & Nandi):
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- record a phrase or upload a clip and get a transcription.
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- Powered by [`Tonykip/parakeet-tdt-0.6b-kalenjin`](https://huggingface.co/Tonykip/parakeet-tdt-0.6b-kalenjin)
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- an honest fine-tune of NVIDIA's `parakeet-tdt-0.6b-v3` (FastConformer + TDT), **not trained from
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- scratch**. It preserves the velar-nasal `ng'` letter and is dialect-balanced (Kipsigis ≈ Nandi).
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- **Note on speed:** on free CPU hardware transcription takes a few seconds per clip. For
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- near-instant results, switch this Space to a GPU or ZeroGPU runtime in **Settings → Hardware**
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- (the app already uses `@spaces.GPU` when a GPU is present).
 
 
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  pinned: true
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  license: cc-by-4.0
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  models:
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+ - Tonykip/whisper-kalenjin-v3-turbo
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  short_description: Transcribe spoken Kalenjin (Kipsigis & Nandi)
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  ---
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  # Kalenjin Speech Recognition 🎙️
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+ Try the recommended open ASR model for **Kalenjin** (Kipsigis & Nandi): record a phrase or upload a
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+ clip and get a transcription.
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+ Powered by [`Tonykip/whisper-kalenjin-v3-turbo`](https://huggingface.co/Tonykip/whisper-kalenjin-v3-turbo)
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+ a fine-tune of OpenAI's Whisper-large-v3-turbo. Long clips are transcribed with **chunked decoding +
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+ anti-repetition controls**, so the model stays stable on long-form speech (no looping).
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+ **Speed:** on free CPU hardware transcription takes a few seconds per clip. For near-instant results,
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+ switch this Space to a GPU or ZeroGPU runtime in **Settings → Hardware** (the app auto-detects a GPU).
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+
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+ _A separate experimental Parakeet fine-tune exists but is not recommended for use._