| --- |
| license: cc-by-4.0 |
| tags: |
| - translation |
| - marian |
| - windyword |
| - esperanto |
| - czech |
| language: |
| - eo |
| - cs |
| library_name: transformers |
| pipeline_tag: translation |
| --- |
| |
| # WindyWord.ai Translation — Esperanto → Czech |
|
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| **Translates Esperanto → Czech.** |
|
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| **Quality Rating: ⭐⭐⭐⭐⭐ (5.0★ Gold standard)** |
|
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| Part of the [WindyWord.ai](https://windyword.ai) translation fleet — 1,800+ proprietary language pairs. |
|
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| ## Quality & Pricing Tier |
|
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| - **5-star rating:** 5.0★ ⭐⭐⭐⭐⭐ |
| - **Tier:** Gold standard |
| - **Composite score:** ? / 100 |
| - **Rated via:** Grand Rounds v2 — an 8-test stress battery (paragraphs, multi-paragraph, native input, domain stress, edge cases, round-trip fidelity, speed, and consistency checks) |
|
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| ## Available Variants |
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| This repository contains multiple deployment formats. Pick the one that matches your use case: |
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| | Variant | Description | |
| |---|---| |
| | `herm0/` | **WindyEnhanced** — deep fine-tuned on OPUS-100, Tatoeba, and WikiMatrix parallel corpora. Measurably higher translation quality on supported pairs. | |
| | `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):** |
| ```python |
| from transformers import MarianMTModel, MarianTokenizer |
| tokenizer = MarianTokenizer.from_pretrained("WindyWord/translate-eo-cs", subfolder="herm0") |
| model = MarianMTModel.from_pretrained("WindyWord/translate-eo-cs", subfolder="herm0") |
| ``` |
|
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| **CTranslate2 (fast CPU inference):** |
| ```python |
| import ctranslate2 |
| translator = ctranslate2.Translator("path/to/translate-eo-cs/herm0-ct2-int8") |
| ``` |
|
|
| ## Commercial Use |
|
|
| The WindyWord.ai platform provides: |
| - **Mobile apps** (iOS, Android — coming soon) |
| - **Real-time voice-to-text-to-translation** pipeline |
| - **API access** with premium model quality |
| - **Offline deployment** support |
|
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| Visit [windyword.ai](https://windyword.ai) for apps and commercial API access. |
|
|
| --- |
|
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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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| 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).* |
| *Patient file: [clinic record](https://github.com/sneakyfree/Windy-Clinic/blob/main/translation-pairs/eo-cs.json)* |
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|
