I-Parakeet: Integer-Only Conformer ASR on Mobile NPU
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Computer Science > Computation and Language
arXiv:2609.30846 (cs)
[Submitted on 25 Sep 2026]
Title:I-Parakeet: Integer-Only Conformer ASR on Mobile NPU
Authors:Taichi Nishimura
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Abstract:In this paper, we propose I-Parakeet, an integer-only implementation of NVIDIA's Parakeet-CTC (0.6B parameters) that runs on a smartphone NPU without any floating-point operator or CPU fallback. Modern Conformer ASR models are hard to deploy on edge devices because of their size, and quantized models still fall back to floating point for numerically sensitive operations. This prevents them from fully exploiting integer accelerators such as mobile NPUs. To achieve this, our contributions are threefold. First, we derive an integer formulation of the relative-positional self-attention at the core of the Conformer. We fuse its two score branches with different quantization scales and the relative shift into integer-only operations. Second, we introduce a minimax-optimized Swish approximation that minimizes the maximum error of the Swish output. Third, a layer-wise range analysis of activations yields two targeted remedies: an INT16 grid for the BatchNorm output and percentile calibration for the heavy-tailed pre-encoder activations. I-Parakeet achieves 4.97% WER on LibriSpeech test-other, running on a Qualcomm NPU at a real-time factor of 0.048, 7.5x faster than a CPU baseline.
| Comments: | Under review |
| Subjects: | Computation and Language (cs.CL); Sound (cs.SD); Audio and Speech Processing (eess.AS) |
| Cite as: | arXiv:2609.30846 [cs.CL] |
| (or arXiv:2609.30846v1 [cs.CL] for this version) | |
| https://doi.org/10.48550/arXiv.2609.30846
arXiv-issued DOI via DataCite (pending registration)
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