“I need a Danish speech-to-text model with a permissive license (Apache or MIT) for a commercial product. Which open models should I look at? Name specific models.”
Full answer
Here are the best permissively licensed options for Danish STT:
### Top Models
1. **`openai/whisper-large-v3-turbo` or `openai/whisper-large-v3`**
* **License:** MIT
* **Details:** Best overall zero-shot accuracy for Danish. The `-turbo` variant reduces latency significantly while maintaining high Danish word error rate (WER) performance.
2. **`alexandrainst/whisper-large-v3-danish`**
* **License:** Apache-2.0
* **Details:** Created by the Alexandra Institute (the primary Danish NLP research group). It fine-tunes Whisper on Danish corpora (CoRal, NST), significantly improving transcription of native accents and local idioms over base Whisper.
3. **`alexandrainst/da-wav2vec2-large-v2`**
* **License:** Apache-2.0
* **Details:** A CTC-based model trained on hundreds of hours of Danish audio. It is significantly faster and uses less memory than Whisper, though it lacks built-in punctuation and formatting.
### Deployment / Serving Stack
* **Runtime:** Use **`faster-whisper`** (MIT License, powered by CTranslate2) or **`whisper.cpp`** (MIT License) for efficient local execution.
* **Server:** Wrap with **`vLLM`** (Apache-2.0, now supports audio inputs) or run natively using the **`Triton Inference Server`** (Apache-2.0) with the `faster-whisper` backend.