trBest local speech-to-text models for Turkish
9 of the 26 reviewed local speech-to-text models explicitly list Turkish. For long recordings on a mid-range NVIDIA GPU the matcher's first pick is Whisper turbo; for live transcription it is Nemotron 3.5 ASR Streaming 0.6B; for meetings with speaker labels it is VibeVoice-ASR 7B. 1 model offers native streaming, 1 native speaker diarization and 8 have a permissive license.
Top matches by setup
Computed with the same deterministic matcher as the homepage, restricted to models whose official source lists Turkish. To keep the shortlist useful, each row shows the best-ranked model from three different families (for example, only one Whisper size). Scores are decision guidance, not accuracy claims.
| Setup | #1 | #2 | #3 |
|---|---|---|---|
| Long recordings, 8–12 GB NVIDIA GPU, balanced | Whisper turbo 79/100 · Strong fit | Nemotron 3.5 ASR Streaming 0.6B 75/100 · Strong fit | Qwen3-ASR 0.6B 75/100 · Strong fit |
| Live transcription (native streaming, speed first) | Nemotron 3.5 ASR Streaming 0.6B 91/100 · Excellent fit | Qwen3-ASR 0.6B 77/100 · Strong fit | Whisper turbo 76/100 · Strong fit |
| Meetings with speaker labels (diarization + timestamps) | VibeVoice-ASR 7B 86/100 · Excellent fit | Whisper medium 84/100 · Strong fit | Qwen3-ASR 0.6B 77/100 · Strong fit |
| Subtitles with timing, accuracy first | Whisper medium 87/100 · Excellent fit | Qwen3-ASR 0.6B 80/100 · Strong fit | VibeVoice-ASR 7B 79/100 · Strong fit |
| CPU-only machine, low memory use | Whisper tiny 74/100 · Strong fit | Nemotron 3.5 ASR Streaming 0.6B 58/100 · Possible fit | Qwen3-ASR 0.6B 58/100 · Possible fit |
Re-rank for your setup
Change hardware, workload and requirements to re-rank all 9 Turkish-capable models in your browser.
Choose by requirement
- Live captions and voice input
- Native streaming: Nemotron 3.5 ASR Streaming 0.6B. Everything else needs a chunking runtime, which adds latency.
- Speaker-labelled meetings
- Native diarization: VibeVoice-ASR 7B. Other models need a separate diarization pipeline.
- Commercial products
- Permissive licenses: Whisper (tiny, base, small, medium, turbo), Qwen3-ASR 0.6B, Qwen3-ASR 1.7B and VibeVoice-ASR 7B. 1 other model carries attribution, ShareAlike or custom terms.
- CPU-only or low-power machines
- Rated 4/5 or better for CPU-only use: Whisper tiny, Whisper base and Whisper small.
All 9 models that list Turkish
| Model | Streaming | Timestamps | Diarization | License | CPU · NVIDIA fit |
|---|---|---|---|---|---|
| Nemotron 3.5 ASR Streaming 0.6B NVIDIA · 600M | Native | Limited | No | OpenMDW-1.1 Custom terms | 2/5 · 5/5 |
| Qwen3-ASR 0.6B Qwen · 0.6B | Via runtime | Separate aligner | No | Apache-2.0 Permissive | 2/5 · 5/5 |
| Qwen3-ASR 1.7B Qwen · 1.7B | Via runtime | Separate aligner | No | Apache-2.0 Permissive | 1/5 · 5/5 |
| VibeVoice-ASR 7B Microsoft · 9B total | No | Yes | Yes | MIT Permissive | 1/5 · 4/5 |
| Whisper base OpenAI · 74M | Via runtime | Yes | No | MIT Permissive | 5/5 · 4/5 |
| Whisper medium OpenAI · 769M | Via runtime | Yes | No | MIT Permissive | 2/5 · 5/5 |
| Whisper small OpenAI · 244M | Via runtime | Yes | No | MIT Permissive | 4/5 · 5/5 |
| Whisper tiny OpenAI · 39M | Via runtime | Yes | No | MIT Permissive | 5/5 · 4/5 |
| Whisper turbo OpenAI · 809M | Via runtime | Yes | No | MIT Permissive | 2/5 · 5/5 |
Multilingual models that do not list Turkish
Parakeet TDT 0.6B v3, Orukeet, Omnilingual ASR CTC 300M, Cohere Transcribe 03-2026, VibeVoice-ASR Streaming 1.5B, VibeVoice-ASR-BitNet, Fun-ASR-MLT-Nano-2512, Voxtral Mini 4B Realtime 2602, Granite Speech 5.0 2B, Granite Speech 5.0 470M TurboCTC, VibeVoice-ASR-Streaming-7B, Parakeet Redux, Whistle and Jais-ASR are multilingual but do not list Turkish in the reviewed official source, so the matcher does not recommend them for this language. Omnilingual ASR documents 1,600+ language-script codes, so check Meta's full list ↗ before ruling it out.
Common questions
What is the best local speech-to-text model for Turkish?
There is no single winner; it depends on the workload. In the matcher, Whisper turbo leads for long recordings on a mid-range GPU, VibeVoice-ASR 7B for meetings with speaker labels and Whisper tiny for CPU-only machines. Benchmark the top two or three on your own Turkish audio before deciding.
Is there an offline Turkish model with real-time streaming?
Yes. Nemotron 3.5 ASR Streaming 0.6B lists Turkish and has a native streaming architecture. Measure end-to-end latency on your hardware.
Does Whisper support Turkish?
Yes. All Whisper sizes list Turkish in the official tokenizer language list. Smaller sizes trade accuracy for speed; Whisper turbo is the usual starting point on a GPU.
Which models do not support Turkish?
Among multilingual models, Parakeet TDT 0.6B v3, Orukeet, Omnilingual ASR CTC 300M, Cohere Transcribe 03-2026, VibeVoice-ASR Streaming 1.5B, VibeVoice-ASR-BitNet, Fun-ASR-MLT-Nano-2512, Voxtral Mini 4B Realtime 2602, Granite Speech 5.0 2B, Granite Speech 5.0 470M TurboCTC, VibeVoice-ASR-Streaming-7B, Parakeet Redux, Whistle and Jais-ASR do not list Turkish in their reviewed sources. English-only models are also excluded.
Related
- Language support matrix for all 104 languages
- Best local speech-to-text models for multilingual use
- Measure Turkish transcripts with the WER calculator
- Compare the top three side by side
Generated from the reviewed model database (latest review November 3, 2026). "Lists Turkish" means the model's official source explicitly names the language; it does not guarantee equal accuracy across languages.