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Vipul Arora

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#machine learning Preprint May 2026

PairAlign: A Framework for Autoregressive Tokenization via Self-Alignment with Applications to Audio Tokenization

These results expose a rate-granularity trade-off: PairAlign does not uniformly outperform denser tokenizers on every local metric, but provides a lower-rate symbolic interface preserving ordered and relational structure.

Adhiraj Banerjee, Vipul Arora · 0 citations