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Hindi speech recognition model listen-windy-lingua-hi-ct2

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

Task: Speech-to-text (automatic speech recognition)
Language: Hindi
Lineage: Whisper community fine-tune
Formats in the repo: ct2-int8
Hugging Face: WindyWord/listen-windy-lingua-hi-ct2
Last updated on HF: 2026-10-01

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: Outputs Hindi audio as Latin-script Hinglish, NOT Devanagari. FLEURS-Devanagari WER ≈100% is a script mismatch, not a quality failure. Useful for code-switched / chat / SMS contexts. For Devanagari output, use a separate model (not yet shipped).

How to run

Shell

pip install faster-whisper soundfile

Python

import soundfile as sf
from huggingface_hub import snapshot_download
from faster_whisper import WhisperModel

path = snapshot_download("WindyWord/listen-windy-lingua-hi-ct2", allow_patterns=["ct2-int8/*"])
model = WhisperModel(f"{path}/ct2-int8", device="cpu", compute_type="int8")
audio, sr = sf.read("audio.wav", dtype="float32")   # 16 kHz mono
segments, info = model.transcribe(audio)
print("".join(s.text for s in segments))

Tested: Pattern run on 2026-10-01 against the ct2-int8 build of WindyWord/listen-windy-nano with faster-whisper 1.2.1 on CPU. Not run on every model individually.

Licence and attribution

Licence: Apache-2.0
Upstream: Oriserve/Whisper-Hindi2Hinglish-Swift
Upstream licence: Apache-2.0
Attribution: Based on Oriserve/Whisper-Hindi2Hinglish-Swift, a community fine-tune of OpenAI Whisper. Upstream licence not stated.

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

NOTICE

This product uses the model WindyWord/listen-windy-lingua-hi-ct2
(https://huggingface.co/WindyWord/listen-windy-lingua-hi-ct2), published by Windstorm Labs (https://windstormlabs.com).
Based on Oriserve/Whisper-Hindi2Hinglish-Swift, a community fine-tune of OpenAI Whisper. Upstream licence not stated.
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.