@misc{shi2026distillingllmsemanticpriors, title = {Distilling LLM Semantic Priors into Encoder-Only Multi-Talker ASR with Talker-Count Routing}, author = {Shi, Hao and Fujita, Yusuke and Koshkin, Roman and Zhao, Mengjie and Gao, Yuan and Liu, Lianbo and Sudo, Yui}, year = {2026}, eprint = {2603.10587}, archivePrefix = {arXiv}, primaryClass = {cs.SD}, doi = {10.48550/arXiv.2603.10587}, url = {https://arxiv.org/abs/2603.10587} }