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balbal-v2: CPU-friendly Turkish ASR models trained for under $250

11/03/2026 — 11/03, 23:18·1 sources (all)·1 reports (all)

Key takeaways

  • A developer released balbal-v2, a Turkish speech recognition model with two CTC + KenLM variants built for CPUs, each trained for under $250…

Background & analysis

On 2026-11-03, a developer posted to Reddit's LocalLLaMA community about balbal-v2, a Turkish-language ASR model representing the v2 release after a period of work on Turkish speech recognition. The release comprises two CTC + KenLM models built for CPU deployment, with each trained for under $250. The larger variant, balbal-v2-manas, has 313M parameters and handles both Turkish and English, achieving roughly 123x real time on 8 threads. The smaller balbal-v2 has 45M parameters and handles Turkish only, reaching approximately 236x real time. According to the post, even a single core on an old Celeron POS box running Windows 7 runs the model faster than real time. On Mu-Bench TR, a Turkish benchmark made up of 846 real customer-service calls, results from the official harness place Google Chirp 3 first by WER, with balbal-v2 second. No further developments appear in the available material, so the release stands at the above model configurations and benchmark figures.

AI-generated from 1 reports · updated 2 days ago

24-hour heatHeat index 25 · peak 42 · 23h ago
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Reports on this story headlines open the original

Nov 3
  1. A developer released balbal-v2, a pair of CTC + KenLM Turkish speech recognition models built to run on CPU, each trained for under $250. The 313M balbal-v2-manas handles Turkish and English at roughly 123x real time on 8 threads, while the 45M balbal-v2 is Turkish-only at about 236x real time. On Mu-Bench TR, a benchmark of 846 real customer service calls, it ranks second on WER behind Google Chirp 3.

    Reddit · LocalLLaMAAI score 54

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