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Home/Authors/James Kirby

James Kirby

1 indexed paper

Recent (6 mo)
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Publications per year

1
26

Top categories

NLP×1AI×1Audio and Speech Processing×1

Frequent co-authors

Ioana Krehan1×
Michele Gubian1×

Research Timeline

2026
Perceptual compensation for tonal context in self-supervised speech models

This paper examines the absence of phonological context compensation in wav2vec2.0 architecture using Mandarin Chinese tones, contrasting self-supervised pre-training with fine-tuning for ASR.

Highlighted terms show continued research focus across papers

Papers

cs.CLcs.AIeess.ASEmpiricalRecentJun 16, 2026

Perceptual compensation for tonal context in self-supervised speech models

James Kirby, Ioana Krehan, Michele Gubian

This paper examines the absence of phonological context compensation in wav2vec2.0 architecture using Mandarin Chinese tones, contrasting self-supervised pre-training with fine-tuning for ASR.

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