Introducing AnySpeechRecognizer and AnyDecisionModel for Speech and Decisions on Apple Platforms
Introducing AnySpeechRecognizer and AnyDecisionModel: Open Models for Speech and Decisions on Apple Platforms
- Who
- Hugging Face
- What
- announced the AnySpeechRecognizer and AnyDecisionModel Swift packages for on-device speech recognition and decision making
What happened
The authors announce two Swift packages for Apple platforms, AnySpeechRecognizer and AnyDecisionModel. AnySpeechRecognizer mirrors Apple's speech APIs while adding local Parakeet and Qwen3-ASR engines and speaker diarization for up to four speakers; AnyDecisionModel returns typed answers and probabilities for yes-or-no, multiple-choice, and rating-scale questions through local or hosted backends. Both support downloading open models from the Hugging Face Hub, and the reported speech evaluations cover macOS only, with no iPhone testing yet.
Why it matters
The explanation of probability calibration and option order bias offers a practical method for evaluating model-based decisions before using confidence values as application thresholds.
Read next
See the full storyHugging Face Announces Swift Packages for Speech Recognition and Structured Decisions on Apple PlatformsThe story so far
Hugging Face announced AnySpeechRecognizer and AnyDecisionModel, two Swift packages that give Apple-platform developers access to speech recognition and structured answers using local models or hosted backends. Both support downloading open models from the Hugging Face Hub and require Swift 6.2 or later and macOS 26 or iOS 26 or later. AnySpeechRecognizer mirrors Apple’s speech APIs, adds local NVIDIA Parakeet and Alibaba Qwen3-ASR engines running through Core ML, and supports speaker diarization for up to four speakers. The reported speech evaluations cover macOS only; the authors have not yet tested it on iPhones. AnyDecisionModel returns typed answers and probabilities for yes-or-no, multiple-choice and rating-scale questions through local or hosted backends. The Parakeet and Sortformer runtimes and the MLX backend require Apple silicon.
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