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

arXiv:2601.15397v4 Announce Type: replace Abstract: Recognizing entity phrases remains a critical challenge for speech large language models. Existing prompting methods lack an explicit decoding-time biasing weight, limiting their controllability. Generative e