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 STT fleet — covering 35+ languages that commercial speech-to-text APIs underserve, with proper dialect / script disclosures where they matter.

Usage

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 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).

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