Parallel Thinking, Sequential Answering: Bridging NAR and AR for Efficient Reasoning

Qihang Ai, Haiyun Jiang

We study reasoning tasks through a framework that integrates auto-regressive (AR) and non-autoregressive (NAR) language models. AR models, which generate text sequentially, excel a…