Home / Speech / listen-windy-lingua-mn

Mongolian speech recognition model listen-windy-lingua-mn

Open speech-to-text model published by Windstorm Labs on Hugging Face.

Task: Speech-to-text (automatic speech recognition)
Language: Mongolian
Lineage: Whisper community fine-tune
Formats in the repo: safetensors
Hugging Face: WindyWord/listen-windy-lingua-mn
Last updated on HF: 2026-04-28

Quality

Not benchmarked by this site yet. Speech models have no published word-error rates here; any figures in the Hugging Face card were not re-measured by us.

From the model card: 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.

How to run

Shell

pip install transformers torch huggingface_hub   # plus ffmpeg on your PATH to read audio files

Python

from huggingface_hub import snapshot_download
from transformers import pipeline

# Weights live in the safetensors/ subfolder of the repository.
path = snapshot_download("WindyWord/listen-windy-lingua-mn", allow_patterns=["safetensors/*"])
asr = pipeline("automatic-speech-recognition", model=f"{path}/safetensors")
print(asr("audio.wav")["text"])

Tested: Pattern run on 2026-10-01 against WindyWord/listen-windy-nano with transformers 4.57.6 and 5.18.0 on CPU, on a 16 kHz mono WAV. Not run on every model individually.

Licence and attribution

Licence: Apache-2.0 lineage under review
Upstream: Ganaa0614/whisper-small-mongolian-ver_0.1 (model card text)
Upstream licence: Apache-2.0
Attribution: Based on Ganaa0614/whisper-small-mongolian-ver_0.1, a community fine-tune of OpenAI Whisper. Licensed Apache-2.0. Lineage under review.

Lineage under review: this model was imported from a community Whisper fine-tune (Ganaa0614/whisper-small-mongolian-ver_0.1). Some community fine-tunes carry non-commercial terms, so we cannot yet confirm the Apache-2.0 tag. Check before commercial use.

Copy this into your NOTICE file (or equivalent) when you ship the model:

NOTICE

This product uses the model WindyWord/listen-windy-lingua-mn
(https://huggingface.co/WindyWord/listen-windy-lingua-mn), published by Windstorm Labs (https://windstormlabs.com).
Based on Ganaa0614/whisper-small-mongolian-ver_0.1, a community fine-tune of OpenAI Whisper. Licensed Apache-2.0. Lineage under review.
Imported by Windstorm Labs from an upstream community fine-tune; see the model card.
Licensed under the Apache License, Version 2.0: https://www.apache.org/licenses/LICENSE-2.0

This is a convenience, not legal advice. See Licensing.