Jul 2026
ParaASR: Multi-Token Prediction for Fast and Long-Context LLM-Based Speech Recognition
ParaASR is introduced, an ASR system that leverages Multi-Token Prediction (MTP) to let a 4B LLM decoder emit multiple tokens per forward step and shows that decoder scaling, low-latency inference, and long-context transcription need not be competing goals when future-token proposals are anchored by the acoustic signal and guarded by autoregressive verification.
Qing-Jian Lin, Yuxin Li, Haoyang Zhang et al.
· arXiv.org · 1 citation