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Phoneme- vs. Character-Level Targets and Selective State-Space Models for Intracortical Brain-to-Text

arXiv cs.CL · 2026-07-30 Cached

This paper investigates the effects of phonetic versus character targets and selective state-space models (Mamba) for intracortical brain-to-text decoding, finding that a GRU-based recurrent decoder remains the strongest performer on the Brain-to-Text '25 benchmark.

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Constrained CTC Decoding for Efficient Diacritic Restoration

arXiv cs.CL · 2026-07-22 Cached

This paper proposes a non-autoregressive CTC-based approach for speech-to-text diacritic restoration in Arabic, incorporating hard constraints during decoding to improve efficiency and reduce error rates.

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Gradient-Based Speech-to-Text Alignment for Any ASR Model: From CTC to Speech LLMs

arXiv cs.CL · 2026-07-09 Cached

This paper introduces a gradient-based speech-to-text alignment method applicable to any differentiable ASR model, including CTC, transducer, attention-based encoder-decoder, and speech large language models, requiring no training or model modification.

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