{
  "absUrl": "https://arxiv.org/abs/2610.01695",
  "arxivId": "2610.01695",
  "arxivVersion": null,
  "arxivVersionedId": null,
  "authors": [
    {
      "affiliations": [
        "机构信息未在 arXiv HTML 中可靠披露"
      ],
      "name": "Mohan Shi"
    },
    {
      "affiliations": [
        "机构信息未在 arXiv HTML 中可靠披露"
      ],
      "name": "Ruchao Fan"
    },
    {
      "affiliations": [
        "机构信息未在 arXiv HTML 中可靠披露"
      ],
      "name": "Sunit Sivasankaran"
    },
    {
      "affiliations": [
        "机构信息未在 arXiv HTML 中可靠披露"
      ],
      "name": "Keqi Deng"
    },
    {
      "affiliations": [
        "机构信息未在 arXiv HTML 中可靠披露"
      ],
      "name": "Jinyu Li"
    }
  ],
  "contract": "researcher-sidecars-v1",
  "id": "2610.01695",
  "originalTitle": "Teaching LLMs to Hear Who Spoke What: Metadata-Supervised Pretraining for Encoder-Free Speech-LLMs",
  "pdfUrl": "https://arxiv.org/pdf/2610.01695.pdf",
  "schemaVersion": 1,
  "type": "preprint"
}