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translate-eo-cs

Translation
Transformers
Safetensors
Esperanto
Czech
marian
windyword
esperanto
czech
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sneakyfree commited on
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Refresh README with updated variant naming and language labels

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  1. README.md +13 -20
README.md CHANGED
@@ -3,7 +3,6 @@ license: cc-by-4.0
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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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  - eo
@@ -12,7 +11,7 @@ library_name: transformers
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  pipeline_tag: translation
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  ---
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- # WindyWord.ai Translation — eo → cs
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  **Quality Rating: ⭐⭐⭐⭐⭐ (5.0★ Gold standard)**
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@@ -31,33 +30,24 @@ This repository contains multiple deployment formats. Pick the one that matches
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  | Variant | Description |
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  |---|---|
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- | `herm0/` | Deep OPUS-100 fine-tuned improvement. Highest quality when available. |
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- | `herm0-ct2-int8/` | CT2 INT8 of herm0. Best quality + efficient inference. |
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  ### Quick usage
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  **Transformers (PyTorch):**
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  ```python
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  from transformers import MarianMTModel, MarianTokenizer
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- tokenizer = MarianTokenizer.from_pretrained("WindyWord/translate-eo-cs", subfolder="lora")
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- model = MarianMTModel.from_pretrained("WindyWord/translate-eo-cs", subfolder="lora")
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  ```
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  **CTranslate2 (fast CPU inference):**
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  ```python
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  import ctranslate2
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- translator = ctranslate2.Translator("path/to/translate-eo-cs/lora-ct2-int8")
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  ```
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- ## Attribution
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-
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- Derived from [Helsinki-NLP/opus-mt-eo-cs](https://huggingface.co/Helsinki-NLP/opus-mt-eo-cs) (Helsinki-NLP OPUS-MT project, CC-BY-4.0).
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-
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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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-
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  ## Commercial Use
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  The WindyWord.ai platform provides:
@@ -68,10 +58,13 @@ 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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- ## License
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- CC-BY-4.0, inherited from upstream Helsinki-NLP. Attribution required.
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- ---
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- *Certified by Opus 4.6 Opus-Claw (Dr. C) via WindyWord.ai quality assurance pipeline.*
 
 
 
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  *Patient file: [clinic record](https://github.com/sneakyfree/Windy-Clinic/blob/main/translation-pairs/eo-cs.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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  - eo
 
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  pipeline_tag: translation
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  ---
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+ # WindyWord.ai Translation — Esperanto → Czech
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  **Quality Rating: ⭐⭐⭐⭐⭐ (5.0★ Gold standard)**
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  | Variant | Description |
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  |---|---|
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+ | `herm0/` | **WindyEnhanced** — deep fine-tuned on OPUS-100, Tatoeba, and WikiMatrix parallel corpora. Measurably higher translation quality on supported pairs. |
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+ | `herm0-ct2-int8/` | **WindyEnhanced · CPU INT8** — CTranslate2 quantized WindyEnhanced. Premium quality, CPU-efficient. |
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  ### Quick usage
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  **Transformers (PyTorch):**
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  ```python
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  from transformers import MarianMTModel, MarianTokenizer
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+ tokenizer = MarianTokenizer.from_pretrained("WindyWord/translate-eo-cs", subfolder="herm0")
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+ model = MarianMTModel.from_pretrained("WindyWord/translate-eo-cs", subfolder="herm0")
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  ```
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  **CTranslate2 (fast CPU inference):**
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  ```python
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  import ctranslate2
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+ translator = ctranslate2.Translator("path/to/translate-eo-cs/herm0-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-eo-cs](https://huggingface.co/Helsinki-NLP/opus-mt-eo-cs)) 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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+
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+ Licensed CC-BY-4.0 — attribution preserved as required.
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+
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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/eo-cs.json)*