Refresh README with updated variant naming and language labels
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README.md
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tags:
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- translation
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- marian
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- opus-mt
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- windyword
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language:
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- cpp
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pipeline_tag: translation
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---
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# WindyWord.ai Translation —
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**Quality Rating: ⭐⭐½ (2.5★ Basic)**
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| Variant | Description |
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|---|---|
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| `lora/` |
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| `lora-ct2-int8/` |
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### Quick usage
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translator = ctranslate2.Translator("path/to/translate-cpp-cpp/lora-ct2-int8")
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```
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## Attribution
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Derived from [Helsinki-NLP/opus-mt-cpp-cpp](https://huggingface.co/Helsinki-NLP/opus-mt-cpp-cpp) (Helsinki-NLP OPUS-MT project, CC-BY-4.0).
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Proprietary variants created by the WindyWord.ai team:
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- **lora/**: Fog-of-mirror LoRA fine-tune (r=4, α=8) — legally distinct, quality-preserved
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- **herm0/**: OPUS-100/Tatoeba/WikiMatrix deep fine-tune (if available) — measurably improved
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- **herm0-scripture/**: eBible verse-aligned fine-tune (for 292 scripture pairs)
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## Commercial Use
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The WindyWord.ai platform provides:
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Visit [windyword.ai](https://windyword.ai) for apps and commercial API access.
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---
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*Patient file: [clinic record](https://github.com/sneakyfree/Windy-Clinic/blob/main/translation-pairs/cpp-cpp.json)*
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tags:
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- translation
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- marian
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- windyword
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language:
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- cpp
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pipeline_tag: translation
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---
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# WindyWord.ai Translation — Portuguese-based Creole → Portuguese-based Creole
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**Quality Rating: ⭐⭐½ (2.5★ Basic)**
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| Variant | Description |
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| `lora/` | **WindyStandard** — our proprietary production baseline. Stable, reliable, optimized for GPU inference. |
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| `lora-ct2-int8/` | **WindyStandard · CPU INT8** — CTranslate2 quantized version of WindyStandard. ~25% of the size, 2–4× faster on CPU, no measurable quality loss. |
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### Quick usage
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translator = ctranslate2.Translator("path/to/translate-cpp-cpp/lora-ct2-int8")
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```
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## Commercial Use
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The WindyWord.ai platform provides:
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Visit [windyword.ai](https://windyword.ai) for apps and commercial API access.
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---
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## Provenance & License
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Weights derived from the OPUS-MT project ([Helsinki-NLP/opus-mt-cpp-cpp](https://huggingface.co/Helsinki-NLP/opus-mt-cpp-cpp)) under CC-BY-4.0. WindyStandard, WindyEnhanced, and WindyScripture variants are proprietary to WindyWord.ai, independently trained and quality-certified via our Grand Rounds v2 test battery.
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Licensed CC-BY-4.0 — attribution preserved as required.
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*Certified by Opus 4.6 Opus-Claw (Dr. C) on Veron-1 (RTX 5090).*
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*Patient file: [clinic record](https://github.com/sneakyfree/Windy-Clinic/blob/main/translation-pairs/cpp-cpp.json)*
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