license: cc-by-4.0
tags:
- translation
- marian
- windyword
- bulgarian
- esperanto
language:
- bg
- eo
library_name: transformers
pipeline_tag: translation
WindyWord.ai Translation — Bulgarian → Esperanto
Translates Bulgarian → Esperanto.
Quality Rating: ⭐⭐⭐⭐ (4.0★ Standard)
Part of the WindyWord.ai translation fleet — 1,800+ proprietary language pairs.
Quality & Pricing Tier
- 5-star rating: 4.0★ ⭐⭐⭐⭐
- Tier: Standard
- Composite score: 69.5 / 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)
Available Variants
This repository contains multiple deployment formats. Pick the one that matches your use case:
| 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. |
Quick usage
Transformers (PyTorch):
from transformers import MarianMTModel, MarianTokenizer
tokenizer = MarianTokenizer.from_pretrained("WindyWord/translate-bg-eo", subfolder="herm0")
model = MarianMTModel.from_pretrained("WindyWord/translate-bg-eo", subfolder="herm0")
CTranslate2 (fast CPU inference):
import ctranslate2
translator = ctranslate2.Translator("path/to/translate-bg-eo/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
Visit windyword.ai for apps and commercial API access.
Provenance & License
Weights derived from the OPUS-MT project (Helsinki-NLP/opus-mt-bg-eo) 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.
Licensed CC-BY-4.0 — attribution preserved as required.
Certified by Opus 4.6 Opus-Claw (Dr. C) on Veron-1 (RTX 5090). Patient file: clinic record