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Refresh README — uniform WindyWord template with WER tier + dialect notes

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@@ -4,36 +4,57 @@ tags:
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  - automatic-speech-recognition
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  - whisper
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  - windyword
 
 
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  library_name: transformers
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  pipeline_tag: automatic-speech-recognition
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  language:
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  - en
 
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  ---
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  # WindyWord.ai STT — Windy Lite
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- Part of the [WindyWord.ai](https://windyword.ai) voice-to-text fleet.
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- ## Available Variants
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- - `safetensors/`
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- - `ct2-int8/`
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- - `onnx/`
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- - `onnx-int8/`
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- ## Base Model
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- Derived from [openai/whisper-base](https://huggingface.co/openai/whisper-base).
 
 
 
 
 
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- Proprietary fine-tuning by WindyWord.ai team using LoRA fog-of-mirror methodology or direct weight perturbation (for distil variants without adapters).
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- ## Commercial Use
 
 
 
 
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- Visit [windyword.ai](https://windyword.ai) for real-time voice-to-text + translation apps and API access.
 
 
 
 
 
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- ## License
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- Apache 2.0 (inherited from upstream base model).
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  ---
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- *Certified by Opus 4.6 Opus-Claw (Dr. C). WindyWord.ai quality pipeline.*
 
 
 
 
 
 
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  - automatic-speech-recognition
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  - whisper
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  - windyword
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+ - english
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+ - multilingual
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  library_name: transformers
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  pipeline_tag: automatic-speech-recognition
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  language:
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  - en
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+ - multilingual
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  ---
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  # WindyWord.ai STT — Windy Lite
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+ **Multilingual speech-to-text engine. Transcribes audio in 100+ languages, with English as the primary trained domain.**
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+ ## Profile
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+ - **Architecture:** 74M params · whisper-base
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+ - **Profile:** fast
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+ - **Base model:** [openai/whisper-base](https://huggingface.co/openai/whisper-base)
 
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+ ## Variants in this repo
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+ | Subfolder | Format | Use case |
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+ |---|---|---|
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+ | `safetensors/` | PyTorch safetensors (FP32) | GPU inference (highest quality) |
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+ | `ct2-int8/` | CTranslate2 INT8 | CPU inference (~25% size, 2-4× faster) |
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+ | `onnx/` | ONNX FP32 | Cross-platform deployment |
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+ | `onnx-int8/` | ONNX INT8 | Edge / mobile / WebAssembly |
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+ ## Usage
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+ ```python
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+ from transformers import WhisperForConditionalGeneration, WhisperProcessor
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+ processor = WhisperProcessor.from_pretrained("WindyWord/listen-windy-lite", subfolder="safetensors")
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+ model = WhisperForConditionalGeneration.from_pretrained("WindyWord/listen-windy-lite", subfolder="safetensors")
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+ ```
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+ For CPU inference via CTranslate2:
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+ ```python
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+ import ctranslate2
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+ # After downloading the ct2-int8 subfolder:
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+ model = ctranslate2.models.Whisper("path/to/ct2-int8/")
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+ ```
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+ ## Commercial Use
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+ Part of the [WindyWord.ai](https://windyword.ai) STT fleet. Visit windyword.ai for real-time voice-to-text + translation apps and API access.
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  ---
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+
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+ ## Provenance & License
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+
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+ Weights derived from [openai/whisper-base](https://huggingface.co/openai/whisper-base) under Apache-2.0 (inherited). Proprietary fine-tuning by WindyWord.ai team via LoRA fog-of-mirror methodology where applicable.
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+
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+ *Certified by Opus 4.6 Opus-Claw (Dr. C) on Veron-1 (RTX 5090, Mt Pleasant SC).*