LOGIC: Efficient and Robust Contextual Biasing for Speech LLMs via Logit-Space Integration

Peidong Wang, Jian Xue, Jinyu Li

Recognizing entity phrases remains a critical challenge for speech large language models. Existing prompting methods lack an explicit decoding-time biasing weight, limiting their c…