@misc{arxiv_2610_01695,
  title = {Teaching LLMs to Hear Who Spoke What: Metadata-Supervised Pretraining for Encoder-Free Speech-LLMs},
  author = {{Mohan Shi} and {Ruchao Fan} and {Sunit Sivasankaran} and {Keqi Deng} and {Jinyu Li}},
  eprint = {2610.01695},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2610.01695}
}