---
license: apache-2.0
tags:
- automatic-speech-recognition
- whisper
- windyword
- mongolian
- mn
library_name: transformers
pipeline_tag: automatic-speech-recognition
language:
- mn
---

# WindyWord.ai STT — Mongolian Lingua (GPU (safetensors))

**Transcribes Mongolian speech (Mongolic).**

> **Note:** Replaces a previous community Mongolian fine-tune that audited as broken (index error on first sample). Now derived from `Ganaa0614/whisper-small-mongolian-ver_0.1` (top community Mongolian Whisper by downloads). Verified post-upload at WER 57.7% / CER 17.3% / script-match 100% on 20-sample FLEURS mn_mn — MARGINAL tier (functional, with hesitation on rare vocabulary). Tokenizer/preprocessor files filled in from `openai/whisper-small` since the upstream fine-tune omits them.

## Quality

- **FLEURS WER:** 100.0% (50-sample audit)
- **CER:** 1.0
- **Tier:** UNUSABLE-GAP ⭐
- **Source:** WindyWord Grand Rounds v2 audit (50-sample FLEURS)

## About this variant

This is the **safetensors** deployment format of our Mongolian Lingua STT model. Load it via the `safetensors/` subfolder.

Part of the [WindyWord.ai](https://windyword.ai) STT fleet — covering 35+ languages that commercial speech-to-text APIs underserve, with proper dialect / script disclosures where they matter.

## Usage

```python
from transformers import WhisperForConditionalGeneration, WhisperProcessor
processor = WhisperProcessor.from_pretrained("WindyWord/listen-windy-lingua-mn", subfolder="safetensors")
model = WhisperForConditionalGeneration.from_pretrained("WindyWord/listen-windy-lingua-mn", subfolder="safetensors")
```

## Commercial Use

Visit [windyword.ai](https://windyword.ai) for apps and API access.

---

## Provenance & License

Weights derived from upstream community Whisper fine-tunes (see individual model card for exact lineage). Redistributed under Apache-2.0 (inherited).

*Certified by Opus 4.6 Opus-Claw (Dr. C) on Veron-1 (RTX 5090, Mt Pleasant SC).*