Full-duplex speech models can listen and speak simultaneously, enabling natural interaction, but become increasingly difficult to control as the conversation history grows. When used as user simulators, this lack of control can cause them to deviate from prescribed scenarios and produce unreliable evaluation outcomes....
Hao-Long Zheng, Maike Zufle, Dominik Machácek et al.· 0 citations
It is demonstrated that the CTC-weighted language model log likelihood ratio can be interpreted as the KLD between the unknown correct ASR and the unsupervised learned ASR, and that, using a Pinsker bound, the square root of KLD can be interpreted as an upper bound on the total variation distance between the true and e...
Meng-Qi Wang, Mark A. Hasegawa-Johnson, Hao-Long Zheng et al.· 0 citations
This work introduces Few-Shot Aware GRPO (FSA-GRPO), an RL-based post-training recipe that uses a specially designed reward to encourage the model to leverage few-shot demonstrations, thereby strengthening its few-shot adaptation ability.
Haolong Zheng, Siyin Wang, Xulin Fan et al.· arXiv.org· 1 citation
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